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https://openalex.org/W2605434096
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https://pure.aber.ac.uk/portal/files/11251302/ncomms14914.pdf
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English
| null |
Past penguin colony responses to explosive volcanism on the Antarctic Peninsula
|
Nature communications
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cc-by
| 22,734
|
Citation for published version (APA):
Roberts, S. J., Monien, P., Foster, L. C., Loftfield, J., Schnetger, B., Pearson, E., Juggins, S., Hocking, E.,
Fretwell, P., Ochyra, R., Haworth, A., Allen, C., Moreton, S., Davies, S., Brumsack, H.-J., Bentley, M. J.,
Hodgson, D. A., & Ireland, L. (2017). Past penguin colony responses to explosive volcanism on the Antarctic
Peninsula. Nature Communications, 8, Article 14914. https://doi.org/10.1038/ncomms14914 Past penguin colony responses to explosive volcanism on the Antarctic
P
i
l Past penguin colony responses to explosive volcanism on the Antarctic
Peninsula Roberts, Stephen J.; Monien, Patrick; Foster, Louise C.; Loftfield, Julia; Schnetger, Bernard; Pearson, E.;
Juggins, S.; Hocking, Emma; Fretwell, Peter; Ochyra, Ryszard; Haworth, Anna; Allen, Clare; Moreton, Steven;
Davies, Sarah; Brumsack, Hans-Jurgen; Bentley, Michael J.; Hodgson, Dominic A.; Ireland, Louise Published in:
Nature Communications
DOI:
10.1038/ncomms14914
Publication date:
2017 Published in:
Nature Communications
DOI:
10.1038/ncomms14914 Citation for published version (APA):
Roberts, S. J., Monien, P., Foster, L. C., Loftfield, J., Schnetger, B., Pearson, E., Juggins, S., Hocking, E.,
Fretwell, P., Ochyra, R., Haworth, A., Allen, C., Moreton, S., Davies, S., Brumsack, H.-J., Bentley, M. J.,
Hodgson, D. A., & Ireland, L. (2017). Past penguin colony responses to explosive volcanism on the Antarctic
Peninsula. Nature Communications, 8, Article 14914. https://doi.org/10.1038/ncomms14914 Document License
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• You may freely distribute the URL identifying the publication in the Aberystwyth Research Portal You may not further distribute the material or use it for any profit making activity or commercial gain
• You may freely distribute the URL identifying the publication in the Aberystwyth Research Portal 1 British Antarctic Survey (BAS), Natural Environmental Research Council (NERC), High Cross, Madingley Road, Cambridge CB3 0ET, UK. 2 Institute for
Chemistry and Biology of the Marine Environment (ICBM), Carl-von-Ossietzky-Str. 9–11, 26133 Oldenburg, Germany. 3 Department of Geosciences, Bremen
University, Klagenfurter Str. 2–4, 28359 Bremen, Germany. 4 School of Geography, Politics and Sociology, Newcastle University, Newcastle-upon-Tyne
NE1 7RU, UK. 5 Department of Geography, Northumbria University, Ellison Building, Newcastle-upon-Tyne NE1 8ST, UK. 6 Institute of Botany, Polish Academy
of Sciences, ul. Lubicz 46, 31–512 Krako´w, Poland. 7 School of Earth and Ocean Sciences, Cardiff University, Main Building, Park Place, Cardiff CF10 3AT, UK.
8 NERC Radiocarbon Facility (Environment), Scottish Enterprise Technology Park, Rankine Avenue, East Kilbride, Scotland G75 OQF, UK. 9 Department of
Geography and Earth Sciences, Aberystwyth University, Aberystwyth SY23 3DB, UK. 10 Department of Geography, Science Laboratories, Durham University,
South Road, Durham DH1 3LE, UK. * These authors contributed equally to this work. Correspondence and requests for materials should be addressed to S.J.R.
(email: sjro@bas.ac.uk) or to P.M. (email: monien@icbm.de). Take down policy Take down policy
If you believe that this document breaches copyright please contact us providing details, and we will remove access to the work immediately
and investigate your claim. tel: +44 1970 62 2400
email: is@aber.ac.uk tel: +44 1970 62 2400
email: is@aber.ac.uk tel: +44 1970 62 2400
email: is@aber.ac.uk Download date: 24. Oct. 2024 Past penguin colony responses to explosive
volcanism on the Antarctic Peninsula Stephen J. Roberts1,*, Patrick Monien2,3,*, Louise C. Foster1,4,*, Julia Loftfield2, Emma P. Hocking5,
Bernhard Schnetger2, Emma J. Pearson4, Steve Juggins4, Peter Fretwell1, Louise Ireland1, Ryszard Ochyra6,
Anna R. Haworth1,7, Claire S. Allen1, Steven G. Moreton8, Sarah J. Davies9, Hans-Ju¨rgen Brumsack2,
Michael J. Bentley10 & Dominic A. Hodgson1,10 Stephen J. Roberts1,*, Patrick Monien2,3,*, Louise C. Foster1,4,*, Julia Loftfield2, Emma P. Hocking5,
Bernhard Schnetger2, Emma J. Pearson4, Steve Juggins4, Peter Fretwell1, Louise Ireland1, Ryszard Ochyra6,
Anna R. Haworth1,7, Claire S. Allen1, Steven G. Moreton8, Sarah J. Davies9, Hans-Ju¨rgen Brumsack2,
Michael J. Bentley10 & Dominic A. Hodgson1,10 Changes in penguin populations on the Antarctic Peninsula have been linked to several
environmental factors, but the potentially devastating impact of volcanic activity has not been
considered. Here we use detailed biogeochemical analyses to track past penguin colony
change over the last 8,500 years on Ardley Island, home to one of the Antarctic Peninsula’s
largest breeding populations of gentoo penguins. The first sustained penguin colony was
established on Ardley Island c. 6,700 years ago, pre-dating sub-fossil evidence of Peninsula-
wide occupation by c. 1,000 years. The colony experienced five population maxima during the
Holocene. Overall, we find no consistent relationships with local-regional atmospheric and
ocean temperatures or sea-ice conditions, although the colony population maximum,
c. 4,000–3,000 years ago, corresponds with regionally elevated temperatures. Instead, at
least three of the five phases of penguin colony expansion were abruptly ended by large
eruptions from the Deception Island volcano, resulting in near-complete local extinction of
the colony, with, on average, 400–800 years required for sustainable recovery. 1 British Antarctic Survey (BAS), Natural Environmental Research Council (NERC), High Cross, Madingley Road, Cambridge CB3 0ET, UK. 2 Institute for
Chemistry and Biology of the Marine Environment (ICBM), Carl-von-Ossietzky-Str. 9–11, 26133 Oldenburg, Germany. 3 Department of Geosciences, Bremen
University, Klagenfurter Str. 2–4, 28359 Bremen, Germany. 4 School of Geography, Politics and Sociology, Newcastle University, Newcastle-upon-Tyne
NE1 7RU, UK. 5 Department of Geography, Northumbria University, Ellison Building, Newcastle-upon-Tyne NE1 8ST, UK. 6 Institute of Botany, Polish Academy
of Sciences, ul. Lubicz 46, 31–512 Krako´w, Poland. 7 School of Earth and Ocean Sciences, Cardiff University, Main Building, Park Place, Cardiff CF10 3AT, UK. 8 NERC Radiocarbon Facility (Environment), Scottish Enterprise Technology Park, Rankine Avenue, East Kilbride, Scotland G75 OQF, UK. 9 Department of
Geography and Earth Sciences, Aberystwyth University, Aberystwyth SY23 3DB, UK. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications ARTICLE Received 16 Nov 2016 | Accepted 14 Feb 2017 | Published 11 Apr 2017 Received 16 Nov 2016 | Accepted 14 Feb 2017 | Published 11 Apr 2017 ARTICLE )
GC 47
Anvers
Trough
PD
BI
James Ross
Island
HB
Weddell
Sea
Bransfie
ld St
ra
it
GC114
GC57
1/2/4/6/7
11/12
Penguin
Record type
Temperature
Sea ice
Tephra
0
250
500 km
b
© DigitalGlobe, Inc.,
All Rights Reserved 15
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45
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30
62°12'30"S
62°13'S
Ardley Island
Yanou Lake
(YAN)
Ardley Lake
(ARD)
Current penguin
nesting area
AD3 AD4
58°57'W
58°56'W
Raised beaches
13.4–15 m
10.5–11.1 m
4.5–6.6 m
d
Y5
Y2
Y4
G
Sinks
Meltwater streams
Lakes/ponds
Ardley Lake
Lake catchments
0
0.5 km
1
14
8
9
5
3
60°S
65°S
65°S
70°S
60°S
3
60°W
PC460/1
a
South Shetland
Islands
Deception
Island
Po
la
r
F
r
ont
Sept. (max.)
Sept. Nov. Dec. Oct. Nov. Oct. Dec. F
e
b
. (
m
i
n
. )
GC 47
Anvers
Trough
PD
BI
James Ross
Island
HB
Weddell
Sea
Bransfie
ld St
ra
it
GC114
GC57
1/2/4/6/7
11/12
Penguin
Record type
Temperature
Sea ice
Tephra
0
250
500 km
b
© DigitalGlobe, Inc.,
All Rights Reserved 58°56'W
59°0'W
Fil
de
s
P
en
insula
62°12'S
62°14'S
c
Maxwell
Bay
Fild
es
S
t
r
ait
d
ARD
YAN
0.15–0.4
0.4–1
0.1–0.15
NDVI Index
2 km
0
1
c
King George Island
Ardley Island
b
12
13
© DigitalGlobe, Inc., All Rights Reserved 58°56'W
59°0'W
Fil
de
s
P
en
insula
62°12'S
62°14'S
c
Maxwell
Bay
Fild
es
S
t
r
ait
d
ARD
YAN
0.15–0.4
0.4–1
0.1–0.15
NDVI Index
2 km
0
1
c
King George Island
Ardley Island
b
. 12
13
© DigitalGlobe, Inc., All Rights Reserved c
King George Island
b
12
13 b a Maxwell
Bay Figure 1 | Study sites and the location of different types of records examined. ARTICLE ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 explosive (Volcanic Explosivity Index (VEI)25 of 6–7), producing
an estimated 30–60 km3 of volcanic ash24,26, but the 20 þ
eruptions of the ‘historical’ era (last c. 200 years) and the 30 þ
eruptions identified in Holocene (11.75–0 ka) records have been
smaller and less explosive. Most small eruptions from Deception
Island present an immediate hazard to penguins nesting within its
crater and in the immediate vicinity from ash-fall and pyroclastic
flows. However, fine volcanic ash is often widely dispersed across
the AP by strong Southern Westerly winds20,22,27,28. For example,
following the December 1967–1970 CE eruptions (c. 0.1 km3,
VEI ¼ 3)20, a fine layer of tephra o2 mm thick was deposited on
Ardley Island and the Fildes Peninsula, King George Island and
South Shetland Islands (SSI), c. 120 km north-west of Deception
Island (Fig. 1a)21, and in the James Ross Island (JRI) ice core,
c. 200 km away on the north-eastern AP29. Even relatively minor E E
vidence of different penguin species’ responses to changes in
climate and other environmental variables are based on
short-term observational records (typically the last 30–60
years1–8), studies of the age and provenance of sub-fossils found
in abandoned penguin colonies9–16, and genetic and genomic
studies of their evolutionary history17–19. Most of these studies
have focussed on how climatic, oceanographic and anthropogenic
factors affect penguin populations through access to food and
nesting sites and predator–prey dynamics. As far as we are aware,
no studies have investigated the long-term impact of large
explosive volcanic eruptions on penguin colony size and
distribution. Deception Island off the north-western Antarctic Peninsula
(AP) (Fig. 1a) is a highly active volcano20–24. ARTICLE Its Late Pleistocene-
early Holocene, caldera-forming eruption(s) were exceptionally 15
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30
62°12'30"S
62°13'S
Ardley Island
Yanou Lake
(YAN)
Ardley Lake
(ARD)
Current penguin
nesting area
AD3 AD4
58°57'W
58°56'W
Raised beaches
13.4–15 m
10.5–11.1 m
4.5–6.6 m
d
Y5
Y2
Y4
G
Sinks
Meltwater streams
Lakes/ponds
Ardley Lake
Lake catchments
0
0.5 km
58°56'W
59°0'W
Fil
de
s
P
en
insula
62°12'S
62°14'S
c
Maxwell
Bay
Fild
es
S
t
r
ait
d
ARD
YAN
0.15–0.4
0.4–1
0.1–0.15
NDVI Index
2 km
0
1
c
King George Island
Ardley Island
1
14
8
9
5
3
60°S
65°S
65°S
70°S
60°S
3
60°W
PC460/1
a
b
South Shetland
Islands
Deception
Island
Po
la
r
F
r
ont
Sept. (max.)
Sept. Nov. Dec. Oct. Nov. Oct. Dec. F
e
b
. (
m
i
n
. )
GC 47
Anvers
Trough
PD
BI
James Ross
Island
HB
Weddell
Sea
Bransfie
ld St
ra
it
GC114
GC57
1/2/4/6/7
11/12
12
13
Penguin
Record type
Temperature
Sea ice
Tephra
0
250
500 km
b
© DigitalGlobe, Inc., All Rights Reserved
© DigitalGlobe, Inc.,
All Rights Reserved
Figure 1 | Study sites and the location of different types of records examined. (a) Antarctica, the northern Antarctic Peninsula (AP), the Anvers Trough
marine core GC047 sampling site and the South Shetland Islands (SSI), located between the mean modern-day (NSIDC 1981–2010 CE; 20% sea-ice
coverage) Austral summer minimum (February or Feb.) and winter maximum (September or Sept.) sea-ice limits (solid white lines) in the Bransfield Strait
area. The minimum (Feb.) sea-ice extent on the western side of the AP is located off-image further south of the December (Dec.) sea-ice extent (sea-ice
data are from https://nsidc.org/data/seaice_index/). This figure illustrates how King George Island becomes sea-ice-free before other parts of the SSI and
AP, enabling earlier nearshore sea-ice-edge foraging during the Austral spring/summer; locations 1–13 refer to penguin sub-fossil data shown in Fig. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications ARTICLE 5c and
listed in Supplementary Data 5; other marine core locations used in tephra analysis are shown in Supplementary Fig. 20; BI ¼ Beak Island, HB ¼ Hope Bay,
PD ¼ Palmer Deep; (b) King George Island (KGI) showing the location of records examined in this study, with legend as in a; (c,d) Fildes Peninsula, Ardley
Island and the study sampling sites at Yanou Lake (YAN, on KGI), Ardley Lake (ARD) and previous study sites (Y2, Y4, G, AD3, AD4) (refs 42–44) on
Ardley Island where bio-geochemical evidence of penguin occupation exists, and the location of meltwater pond Y5. The catchment area of Ardley Lake is
c. 66,250 m2 and has an elevation range of c. 16–60 m above present sea level (m a.p.s.l.; mean elevation: 31±10 m a.p.s.l.) defined from the King George
Island Digital Elevation Model (KGI-DEM). Published raised beach elevations are in m a.p.s.l. as defined in ref. 85. Vegetated areas in c were mapped from a
Normalized Difference Vegetation Index (NDVI) analysis of satellite data acquired on 4 November 2013. See Supplementary Note 3. This figure includes
material copyright of DigitalGlobe, Inc., All Rights Reserved, used with permission under a NERC-BAS educational license and not included in the Creative
Commons license for the article. 15
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15
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4
0
30
45
30
62°12'30"S
62°13'S
Ardley Island
Yanou Lake
(YAN)
Ardley Lake
(ARD)
Current penguin
nesting area
AD3 AD4
58°57'W
58°56'W
Raised beaches
13.4–15 m
10.5–11.1 m
4.5–6.6 m
d
Y5
Y2
Y4
G
Sinks
Meltwater streams
Lakes/ponds
Ardley Lake
Lake catchments
0
0.5 km
1
14
8
9
5
3
60°S
65°S
65°S
70°S
60°S
3
60°W
PC460/1
a
South Shetland
Islands
Deception
Island
Po
la
r
F
r
ont
Sept. (max.)
Sept. Nov. Dec. Oct. Nov. Oct. Dec. F
e
b
. (
m
i
n
. Past penguin colony responses to explosive
volcanism on the Antarctic Peninsula 10 Department of Geography, Science Laboratories, Durham University,
South Road, Durham DH1 3LE, UK. * These authors contributed equally to this work. Correspondence and requests for materials should be addressed to S.J.R. (email: sjro@bas.ac.uk) or to P.M. (email: monien@icbm.de). 1 NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications TURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | w ARTICLE ARTICLE Ardley Island to provide a long-term and continuous record of
changes in penguin occupation, because, unlike other shallow
ponds on the island (Lake Y1, G, AD3 and AD4, Supplementary
Notes 1–3), it has remained above sea-level for the last c. 9 ka
(refs 45,46) (Fig. 1d). volcanic eruptions can be potentially devastating to the ecology at
locations far from the eruption source30. In terms of penguin
mortality, the fine basaltic-andesitic tephra, most commonly
produced
by
Deception
Island
eruptions,
contains
large
volumes
of
fine
and
physically
abrasive
glass,
poisonous
aerosols (for example, SO2, F), as well as trace elements and
toxic metals (for example, Cd, As, Pb)31 that can adversely affect
their physiological functions. (
) ( g
)
Our control site, Yanou Lake (62 13.243 S, 58 57.591 W; c. 11
m a.p.s.l.), located opposite Ardley Lake on Fildes Peninsula, is a
former shallow marine basin, submerged below sea level until c. 6.5 ka,
with
basal
sediments
deposited
in
a
glaciomarine
environment between c. 12 and 7.8 ka (ref. 45). The marine
embayment evolved into a shallow near-shore lagoonal basin c. 6.5–6.0 ka, and, when sea-level fell below the retaining sill at c. 14.5.–11 m a.p.s.l. (max.–min. elevation; ref. 45). Yanou Lake was
formed and then developed into a predominantly freshwater lake
until the present day. As there is no evidence of past or present
penguin occupation in the Yanou Lake catchment, this record
enabled us to separate the bio-geochemical inputs associated with
penguin guano in the Ardley Lake record from those associated
with the underlying geology, soils, tephra deposition and natural
lake development. Gentoo penguin (Pygoscelis papua) populations across the AP
and elsewhere have remained stable or increased over the last
30 years5,32,33, while more ‘sea-ice dependent’ species such as
Ade´lie penguins (Pygoscelis adeliae) have declined32,34. These
changes have been linked to ‘recent’ regional atmospheric and
oceanographic warming on the AP7,8. Conversely, Ade´lie colony
populations are increasing in parts of Antarctica (for example, the
Ross Sea) where sea-ice is currently expanding35, or have
increased during previous colder periods36. Recent AP-wide
reductions in land and sea-ice extent/seasonality have altered
access routes to breeding sites and have also caused changes in
prey availability by shifting the location and distribution of
northern-AP shelf-edge krill spawning grounds1,3,8,9,35,37. ARTICLE Since
AP krill biomass has not changed significantly over the same
period35,38, recent changes could potentially relate to the early–
mid twentieth century ‘krill-surplus’, which resulted from a
reduction in predation pressure on krill due to the exploitation of
large numbers of seals and whales in the late nineteenth century
to mid twentieth century16,38,39. Gentoo penguins prefer to breed
in ice-free areas, and are generalist, inshore predators (foraging
within c. 20–30 km of their breeding sites), compared to the more
krill-dependent, wider-ranging Ade´lie penguins, while reduced
competition from other species on the AP has increased the
availability of gentoo prey species across all trophic levels4,16,40. Intriguingly, genetic studies have shown that recent AP species-
specific population trends are different from those of previous
warm-periods, but that the response of gentoo penguins to
warming is consistently positive16,17. In this study, we undertook detailed geochemical and multi-
proxy analyses on an 8,500-year lake sediment record from
Ardley Lake (ARD) and compared the results with a lake
sediment record from Yanou Lake (YAN). Using variations in
inorganic bio-element geochemistry, we established a novel
method to determine the proportion of guano present in the
ARD and YAN lake sediments—the ornithogenic sediment
fraction or Fo.sed.. By converting the percentage Fo.sed. into
guano-influenced sediment dry mass accumulation rates, we
modelled estimates of penguin population change for the Ardley
Lake colony (see Methods for details). We then determined local-
regional drivers of past colony change, by comparing results from
the ARD and YAN records with Peninsula-wide records of: (1)
lacustrine and sub-fossil evidence of past penguin colony
presence11,43; (2) palaeoclimate29, palaeoceanographic47,48 and
relative sea level (RSL)45 change, including the first AP lake
sediment
biomarker-based
quantitative
temperature
reconstruction (Yanou Lake), and a new shelf-edge marine
sediment record (Anvers Trough) (Fig. 1a; see Methods for
details); (3) explosive volcanism from Deception Island, which we
conclude had a significant impact on colony population at least
three times during the Holocene. Ardley Island in the SSI (Fig. 1c,d) contains one of the largest
breeding gentoo penguin colonies in the Antarctic41 with c. 5,000
pairs (c. 1.3% of the current global gentoo population), alongside
c. 200 breeding pairs of Ade´lie penguins and o50 breeding pairs
of chinstrap penguins (P. antarctica) (Supplementary Fig. 1). ARTICLE Between 1950 and 1997 CE, the north-western AP was one of the
most rapidly warming regions in the Southern Hemisphere7, and
between 1980 and 2005 CE the number of breeding pairs of
gentoo penguins on Ardley Island increased by c. þ 310%
(minimum–maximum
breeding
pair
count
data),
whereas
between
1980
and
2014,
Ade´lie
( 12%)
and
Chinstrap
( 3.7%)
penguin
populations
have
both
declined
(Supplementary Fig. 1). As each penguin produces c. 84.5 g of
guano per day42, every breeding season c. 139 tonnes (dry mass)
of penguin guano is discharged onto Ardley Island42, either
accumulating in soils and shallow meltwater ponds and lakes
(Fig. 1d), or discharging into the sea. Of these, lakes are protected
by a permanent water column and can accumulate sediments
without significant disturbance. Geochemical analyses of guano
signatures in lake sediments can thereby provide long-term
records of past penguin presence in their catchments43,44
(Supplementary Note 1). NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications ARTICLE (a) Antarctica, the northern Antarctic Peninsula (AP), the Anvers Trough
marine core GC047 sampling site and the South Shetland Islands (SSI), located between the mean modern-day (NSIDC 1981–2010 CE; 20% sea-ice
coverage) Austral summer minimum (February or Feb.) and winter maximum (September or Sept.) sea-ice limits (solid white lines) in the Bransfield Strait
area. The minimum (Feb.) sea-ice extent on the western side of the AP is located off-image further south of the December (Dec.) sea-ice extent (sea-ice
data are from https://nsidc.org/data/seaice_index/). This figure illustrates how King George Island becomes sea-ice-free before other parts of the SSI and
AP, enabling earlier nearshore sea-ice-edge foraging during the Austral spring/summer; locations 1–13 refer to penguin sub-fossil data shown in Fig. 5c and
listed in Supplementary Data 5; other marine core locations used in tephra analysis are shown in Supplementary Fig. 20; BI ¼ Beak Island, HB ¼ Hope Bay,
PD ¼ Palmer Deep; (b) King George Island (KGI) showing the location of records examined in this study, with legend as in a; (c,d) Fildes Peninsula, Ardley
Island and the study sampling sites at Yanou Lake (YAN, on KGI), Ardley Lake (ARD) and previous study sites (Y2, Y4, G, AD3, AD4) (refs 42–44) on
Ardley Island where bio-geochemical evidence of penguin occupation exists, and the location of meltwater pond Y5. The catchment area of Ardley Lake is
c. 66,250 m2 and has an elevation range of c. 16–60 m above present sea level (m a.p.s.l.; mean elevation: 31±10 m a.p.s.l.) defined from the King George
Island Digital Elevation Model (KGI-DEM). Published raised beach elevations are in m a.p.s.l. as defined in ref. 85. Vegetated areas in c were mapped from a
Normalized Difference Vegetation Index (NDVI) analysis of satellite data acquired on 4 November 2013. See Supplementary Note 3. This figure includes
material copyright of DigitalGlobe, Inc., All Rights Reserved, used with permission under a NERC-BAS educational license and not included in the Creative
Commons license for the article. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications 2 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 Results
G Guano geochemistry. The geochemistry of Ardley Lake (ARD,
study site) and Yanou Lake (YAN, control site) sediments showed
significant fluctuations with sediment depth and modelled age
(Figs 2–4, Supplementary Notes 4–7, Supplementary Figs 3–13,
16, Supplementary Tables 1–7, Supplementary Data 1). R-mode
cluster analysis performed on the inter-correlation coefficients of
major and trace element concentrations in the ARD record
clearly separated guano-derived elements (Sr, Cu, Zn, Se, Ca, Se,
P, C, N, S) and guano-associated elements (Cd, As, Hg) from
lithogenic elements (for example, Al, Mg, Si, Sc, Ti, Zr, Y and
REE) derived from weathering of local volcanic bedrock (Fig. 2,
Supplementary Fig. 8b, Supplementary Table 4). No similarly
clear separation of elements was evident in the YAN control
record (Supplementary Fig. 8c; Supplementary Table 5). The
positive correlation between Ca and P (r ¼ 0.63, Po0.001;
Supplementary Table 4) suggests that hydroxylapatite is the main
phosphate phase in the ARD record (Supplementary Notes 1,8). Selected element-aluminium cross-plots (Fig. 3a) show that
Ardley Lake sediments clearly represent a mixture between two
end members: eroded Ardley Island bedrock and ornithogenically
derived (bird-formed) soil and sediment from the lake’s catch-
ment, whereas the geochemistry of Yanou Lake sediments is Ardley Lake (62 12.774 S, 58 56.398 W; c. 16 metres above
present mean sea level, m a.p.s.l., as defined in ref. 45) is the only
large (c. 7,270 m2), permanent closed-basin water body on Ardley
Island (c. 268,510 m2), and its only permanent depositional ‘sink’
(Fig. 1d, Supplementary Fig. 2). With two prominent meltwater
inflows, and an overspill outflow bounded by its retaining sill at
c. 18–16 m a.p.s.l. (max.-min. elevation45), the Ardley Lake
catchment area (c. Results
G 66,250 m2) is well-situated in the centre of 3 NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 0
4
8
Visible tephra deposits
Airfall tephra
Redeposited tephra
Munsell colour
2.5Y 2.5/1 Black
2.5Y 3/3 Dark olive brown
2.5Y 3/1 Very dark grey
2.5Y 3/1 Dark grey
2.5Y 3/2 Very dark greyish brown
2.5Y 4/3 Olive brown
2.5Y 4/2 Dark greyish brown
2.5Y 4/4 Olive brown
Sedimentology
Silt
Clay
Sand
Tephra-rich (<50% tephra)
Tephra bed (>50% tephra)
Nodules / peloids
Matrix-supported diamicton
Clast-supported diamicton
Moss bed (>50% moss)
Moss fragments (<50% moss)
1
2
4a
5
Penguin bones
(B1–B6) and bone
fragments
1
3
0.1
0.3
0.5
0.1 0.25 0.4
0
0.4
0.8
Sum of squares
CONISS XRF
Zones (13)
Guano phases
50
150
1
3
5
50
150
M7
M8A
M7A
Munsell colour
Visible tephra
Sedimentology
Munsell colour
Visible tephra
Sedimentology
Clay
Silt
Sand
Grain size
Fine
Med. Coarse
0
50
100
150
200
250
300
350
Depth (cm)
0
50
100
150
200
250
300
350
Depth (cm)
TC/Al
TN/Al
TS/Al
P/Al
Zn/Al
(x 10–4)
As/Al
(x 10–4)
Cu/Al
(x 10–4)
Guano and guano-related elements
4b
3
Diatom zones
Lake environment
T4
T1
T3
B1
B2
B3/4
B5
B6
B1
B2
B3/4
B5
B6
b
c
ab
T6
T7
T8? T5b
T5a
T4
T1
T3b
c
ab
T6
T7
T8? T5b
T5a
Fresh–
brackish
D1
D2
D3
D4
D5
D6
Fresh–
brackish
to
brackish
F.-Brack. Brackish–
fresh
Fresh–
brackish
and fresh
Fresh and
fresh–
brackish
B6
B1
B2
B3/4
2.6
3.0
0.08
0.12
100 200 300
0.5
1.5
0
0.01 0.02 0
4
8
10
20
30
Depth (cm)
Guano and guano-related elements
Lithogenic elements
Si/Al
Ti/Al
Sr/Al
(x 10–4)
Ca/Al
Hg/Al
(x 10–4)
Se/Al
(x 10–4)
Zr/Al
(x 10–4)
0
50
100
150
200
250
300
350
1
3
5
4b
4a
2
Moss
Bulk organic (fresh)
Lacustrine algae
SH13-Terrestrial
Guano-influenced sed. MARINE13 (ΔR=700±50)
Bulk organic (brackish)
Penguin bone–collagen
Age (cal a BP)
0
2,000
4,000
6,000
8,000
10,000
M7
M8A
M7A
B1
B2
B2.1
B2.2
B4.1
B6.1
B6.2
B6.3
B6.4
B3
B4
B5
B6
Figure 2 | Whole core geochemistry of Ardley Lake sediments. Downcore profiles of selected aluminium normalized guano-elements (P, Zn, As, Cu, TN,
TS, TC, Ca, Sr, Hg, Se), lithogenic elements (Si, Ti, Zr) and age-depth model (ARD-M5) of the ARD record (Supplementary Data 1,2). Results
G MARINE13 (ΔR=700±50)
Bulk organic (brackish)
Penguin bone–collagen
Age (cal a BP)
0
2,000
4,000
6,000
8,000
10,000
M7
M8A
M7A
B1
B2
B2.1
B2.2
B4.1
B6.1
B6.2
B6.3
B6.4
B3
B4
B5
B6
Figure 2 | Whole core geochemistry of Ardley Lake sediments. Downcore profiles of selected aluminium normalized guano-elements (P, Zn, As, Cu, TN,
TS TC Ca Sr Hg Se) lithogenic elements (Si Ti Zr) and age depth model (ARD M5) of the ARD record (Supplementary Data 1 2) Intact juvenile Depth (cm) Figure 2 | Whole core geochemistry of Ardley Lake sediments. Downcore profiles of selected aluminium normalized guano-elements (P, Zn, As, Cu, TN,
TS, TC, Ca, Sr, Hg, Se), lithogenic elements (Si, Ti, Zr) and age-depth model (ARD-M5) of the ARD record (Supplementary Data 1,2). Intact juvenile
Pygoscelis Papua bones found at core depths are labelled B1–B6 (scale bars are 1 cm): B1 is a cnemial crest bone of the tibiotarsus (left leg); at B2, two base
occipital condyle bones from a poorly fused skull(s); B3 is a heavily weathered metatarsal (foot) bone; at B4, two weathered carpometacarpus (wing)
bones; B5 is a talon; B6 are mid-upper neck cervical vertebrae bones, found intact vertically (4 of 5 bones shown). Bone-collagen was extracted and
radiocarbon dated from bones B2.1, B4.1, B6.2 (see Supplementary Fig. 4 and Supplementary Table 2 for details). strongly associated with local bedrock and tephra deposition. The
influence of penguin guano on the sediment samples from Ardley
Lake is further supported by their C/N and C/P ratios (C/N ¼ av. 6.6, C/P ¼ av. 3.3), which are close to those previously reported in
ornithogenic soils (C/N ¼ 6.3, C/P ¼ 1.2–3.7) (ref. 49) (Fig. 3b). In contrast, they differ significantly from ratios found in phyto-
plankton and local plants, for example, carpet mosses, lichens
(Usnea antarctica), liverworts and vascular plants, such as
Deschampsia antarctica (Fig. 3b, C/N ¼ 21–114)50 present in the
catchment area of both lakes. Guano phases. Sustained high concentrations of bio-elements
(weighted mean Fo.sed.410%) and stratigraphically constrained
incremental sum of squares (CONISS) cluster analysis were used
to define five phases of elevated guano flux (GP-1 to GP-5) (shown
as 1–5 in circles in Figs 2, 4 and 5; see Methods for details). Periods
of exceptionally elevated guano within each guano phase (darker
green shading in Fig. Results
G Intact juvenile
Pygoscelis Papua bones found at core depths are labelled B1–B6 (scale bars are 1 cm): B1 is a cnemial crest bone of the tibiotarsus (left leg); at B2, two base
occipital condyle bones from a poorly fused skull(s); B3 is a heavily weathered metatarsal (foot) bone; at B4, two weathered carpometacarpus (wing)
bones; B5 is a talon; B6 are mid-upper neck cervical vertebrae bones, found intact vertically (4 of 5 bones shown). Bone-collagen was extracted and
radiocarbon dated from bones B2.1, B4.1, B6.2 (see Supplementary Fig. 4 and Supplementary Table 2 for details). 0
4
8
Visible tephra deposits
Airfall tephra
Redeposited tephra
Munsell colour
2.5Y 2.5/1 Black
2.5Y 3/3 Dark olive brown
2.5Y 3/1 Very dark grey
2.5Y 3/1 Dark grey
2.5Y 3/2 Very dark greyish brown
2.5Y 4/3 Olive brown
2.5Y 4/2 Dark greyish brown
2.5Y 4/4 Olive brown
Sedimentology
Silt
Clay
Sand
Tephra-rich (<50% tephra)
Tephra bed (>50% tephra)
Nodules / peloids
Matrix-supported diamicton
Clast-supported diamicton
Moss bed (>50% moss)
Moss fragments (<50% moss)
1
2
4a
5
Penguin bones
(B1–B6) and bone
fragments
1
3
0.1
0.3
0.5
0.1 0.25 0.4
0
0.4
0.8
Sum of squares
CONISS XRF
Zones (13)
Guano phases
50
150
1
3
5
50
150
M7
M8A
M7A
Munsell colour
Visible tephra
Sedimentology
Munsell colour
Visible tephra
Sedimentology
Clay
Silt
Sand
Grain size
Fine
Med. Coarse
0
50
100
150
200
250
300
350
Depth (cm)
0
50
100
150
200
250
300
350
Depth (cm)
TC/Al
TN/Al
TS/Al
P/Al
Zn/Al
(x 10–4)
As/Al
(x 10–4)
Cu/Al
(x 10–4)
Guano and guano-related elements
4b
3
Diatom zones
Lake environment
T4
T1
T3
B1
B2
B3/4
B5
B6
B1
B2
B3/4
B5
B6
b
c
ab
T6
T7
T8? T5b
T5a
T4
T1
T3b
c
ab
T6
T7
T8? T5b
T5a
Fresh–
brackish
D1
D2
D3
D4
D5
D6
Fresh–
brackish
to
brackish
F.-Brack. Brackish–
fresh
Fresh–
brackish
and fresh
Fresh and
fresh–
brackish
B6
B1
B2
B3/4
2.6
3.0
0.08
0.12
100 200 300
0.5
1.5
0
0.01 0.02 0
4
8
10
20
30
Depth (cm)
Guano and guano-related elements
Lithogenic elements
Si/Al
Ti/Al
Sr/Al
(x 10–4)
Ca/Al
Hg/Al
(x 10–4)
Se/Al
(x 10–4)
Zr/Al
(x 10–4)
0
50
100
150
200
250
300
350
1
3
5
4b
4a
2
Moss
Bulk organic (fresh)
Lacustrine algae
SH13-Terrestrial
Guano-influenced sed. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications Results
G 4b) were defined as 4 the upper bound (95%
confidence level) of the whole-record weighted mean Fo.sed. value
of 27.93% (green dotted line in Fig. 4b). g
g
The first occupation of the Ardley Lake catchment by penguins
occurred between 6.7 and 6.3 cal ka BP (GP-1), with further Fo.sed. maxima between 5.8–5.3 (GP-2), 4.5–4.3 (GP-3), 4.0–3.0 (GP-4)
and 2.7–1.3 (GP-5) cal ka BP (Figs 4b and 5, Table 1). No similar
patterns
were
found
in
the
control
site
YAN
(Fig. 4a,
Supplementary Figs 10,11c). Intact juvenile gentoo penguin
bones and bone fragments were found in guano phases GP-2
and GP-4 and in sediments deposited between GP-2 and GP-3
(Fig. 2, Supplementary Fig. 4). Guano dry mass accumulation
rates (Fo.sed. DMAR in g cm 2 a 1, thick black line in Fig. 4b)
account for variations in the sedimentation rate that reflect
changes in erosional input into Ardley Lake, and, therefore, do
not always correspond to higher guano-influenced sediment
Fo.sed. percentages. Since
Fo.sed. DMAR
values
underpin In the ARD record, in-phase changes in several aluminium-
normalized bio (associated) elements, such as P, Zn, As, Cu, Ca,
Sr, Hg, and Se, together with TN, TC (equivalent to TOC) and TS
were recorded (Fig. 2, Table 1, Supplementary Figs 6–8,11b,16). This enabled us to derive the mean relative proportion of guano
or ornithogenically derived sediment (% Fo.sed.) in the Ardley
Lake sediment matrix using a mixing equation (equation
(1, Methods) based on the element/aluminium (Al) ratio of
selected bio-elements (Cu, P, Sr, Zn) in the Ardley Lake
sediments, the mean Al-normalized Ardley Island bedrock51
composition
and
Al-normalized
mean
composition
of
guano-bearing ornithogenic sediment and soils49 from King
George Island as end members (see Methods for details). NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications 4 4 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 | 0
1
2
3
2
4
6
8
10
Al (mass %)
a
Mg (mass %)
0
0.2
0.4
0.6
0.8
2
4
6
8
10
Al (mass %)
Cu (mg g–1)
0
0.2
0.4
0.6
0.8
1.0
2
4
6
8
10
Al (mass %)
Zn (mg g–1)
0
5
10
15
20
2
4
6
8
10
Al (mass %)
Ca (mass %)
0.5
1.0
1.5
2.0
2.5
2
4
6
8
10
Al (mass %)
Sr (mg g–1)
0
2
4
6
8
10
2
4
6
8
10
Al (mass %)
P (mass %)
r = 0.89
P<0.0001
r = –0.63
P<0.0001
r = –0.90
P<0.0001
r = –0.94
P<0.0001
r = –0.88
P<0.0001
r = –0.90
P<0.0001 0
1
2
3
2
4
6
8
10
Al (mass %)
a
Mg (mass %)
r = 0.89
P<0.0001 0
0.2
0.4
0.6
0.8
2
4
6
8
10
Al (mass %)
Cu (mg g–1)
r = –0.88
P<0.0001 0
0.2
0.4
0.6
0.8
1.0
2
4
6
8
10
Al (mass %)
Zn (mg g–1)
r = –0.90
P<0.0001 a Al (mass %) 0
5
10
15
20
2
4
6
8
10
Al (mass %)
Ca (mass %)
r = –0.63
P<0.0001 0.5
1.0
1.5
2.0
2.5
2
4
6
8
10
Al (mass %)
Sr (mg g–1)
r = –0.90
P<0.0001 0
2
4
6
8
10
2
4
6
8
10
Al (mass %)
P (mass %)
r = –0.94
P<0.0001 P (mass %) Ardley Island bedrock
Fildes Peninsula bedrock Ardley Lake (ARD) sediments
Yanou Lake (YAN) sediments ARD samples
Liverworts
Moss
Lichens
Ornithogenic soils (g
Ornithogenic soils (h
Ornithogenic soils (p
Vascular plants
0
10
20
30
40
50
0
1
2
3
4
5
TN (mass %)
TC (mass %)
r = 0.98
P<0.0001
b
Yanou
Fildes Peninsula bedrock
| Scatterplots of element/aluminium ratios and comparison of C
ake and Yanou Lake sediments (this study) ornithogenic soils49 a ARD samples
Liverworts
Moss
Lichens
Ornithogenic soils (guano)
Ornithogenic soils (humus)
Ornithogenic soils (phosphatic clay)
Vascular plants
0
10
20
30
40
50
0
TC (mass %)
0
10
20
30
40
50
0
1
2
3
4
5
TN (mass %)
TC (mass %)
r = 0.98
P<0.0001
b
Yanou Lake (YAN) sediments
Fildes Peninsula bedrock
gure 3 | Scatterplots of element/aluminium ratios and comparison of C/N and C/P ratios. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 ARTICLE ation models, guano phases GP-2, GP-3 and GP-4 corres-
to a higher number of penguins present in the Ardley Lake
h
i Fi
b (
M h d
S
l
N
details). A good correspondence between the Ardley Lake
fossil record and the sub-fossil record of former penguin c
f
h AP
i
d
i
h
h
d
il
ARD samples
Liverworts
Moss
Lichens
Ornithogenic soils (guano)
Ornithogenic soils (humus)
Ornithogenic soils (phosphatic clay)
Vascular plants
0
10
20
30
40
50
0
2
4
6
8
P (mass %)
TC (mass %)
0
10
20
30
40
50
0
1
2
3
4
5
TN (mass %)
TC (mass %)
r = 0.98
ARD data: linear regression
summary statistics
Redfield ratio
P<0.0001
r = 0.89
P<0.0001
Ardley Lake (ARD) sediments
Ornithogenic soils
Ardley Island bedrock
0
1
2
3
2
4
6
8
10
Al (mass %)
a
b
Mg (mass %)
0
0.2
0.4
0.6
0.8
2
4
6
8
10
Al (mass %)
Cu (mg g–1)
0
0.2
0.4
0.6
0.8
1.0
2
4
6
8
10
Al (mass %)
Zn (mg g–1)
0
5
10
15
20
2
4
6
8
10
Al (mass %)
Ca (mass %)
0.5
1.0
1.5
2.0
2.5
2
4
6
8
10
Al (mass %)
Sr (mg g–1)
0
2
4
6
8
10
2
4
6
8
10
Al (mass %)
P (mass %)
Yanou Lake (YAN) sediments
Fildes Peninsula bedrock
r = 0.89
P<0.0001
r = –0.63
P<0.0001
r = –0.90
P<0.0001
r = –0.94
P<0.0001
r = –0.88
P<0.0001
r = –0.90
P<0.0001
ARD: linear regression
summary statistics
3 | Scatterplots of element/aluminium ratios and comparison of C/N and C/P ratios. (a) Scatterplots of selected element/aluminium
Lake and Yanou Lake sediments (this study), ornithogenic soils49 and local bedrock86. (b) Total Carbon/Total Nitrogen (TC/TN) and To
n/Phosphorus (TC/P) ratios of Ardley Lake sediments, local lichens (for example, Usnea antarctica)50, liverworts (Cephalozia varians), mos
ar plants (Deschampsia antarctica)50 and different types of ornithogenic soils49. The solid and the dashed lines show linear regression lines of
ore ARD, and C/N and C/P ratios of phytoplankton according to the Redfield ratio, respectively (Supplementary Data 3). ARTICLE and JRI atmospheric temperature (Fig. 4f)29. Overall, none
of the guano phases were statistically related to warmer sea
surface
temperatures
in
the
Palmer
Deep
(PD)
record. Conversely,
the
non-guano
phases
were
associated
with
significantly warmer sea surface temperatures in the Palmer
Deep
record
(PD-SST
0–200 m;
Fig. 4e)48
(two-tailed
Mann–Whitney U-tests: YAN-GDGT: P ¼ 0.58, JRI: P ¼ 0.57,
PD-SST: P ¼ 0.01; Supplementary Discussion, Supplementary Palaeoenvironmental
records. We
then
compared
these
five phases of elevated guano flux with a range of local and
regional records of past environments to identify the major
drivers of changes in penguin populations. First, we found no
significant difference (5 or 10% level) in temperature data
during guano and non-guano phases from cross-northern
Peninsula 9–0 ka terrestrial temperature records, YAN-GDGT
reconstructed mean summer air temperatures (MSAT) (Fig. 4a) Warm SST (0–200 m)
Warm surface SST
SST (°C)
0
2
Palmer Deep
Temp. Record
+Warm
+Warm
0–200 m
c Maxwell Bay
Sea-ice
Record
TOC (%)
0.0
0.6
0.3
+Open water
d
Diatom ratio
(F. curta/F. kerg.)
Pelagic
open water
diatoms (%)
0
10
20
30
Anvers Shelf
Sea-ice
Record
0
1
2
3
1
2
4
5
3
Yanou Lake
Temp. Record
a
GDGT-MSAT
6–0 ka Anomaly
(°C ±1σ)
+Warm
(MSAT)
Ardley Lake
b
e
+Sea ice
+Open water
–1
0
1
PCA2μ-XRF (9%)
T8? 0.00
0.05
0.10
? T3b
T1
0
10
20
SandDMAR
(g cm–2 a–1)
Fo.sed. DMAR
(g cm–2 a–1)
SandDMAR
(g cm–2 a–1)
T2
T4
T5 T6
T3a
0
0.05
Age (cal a BP)
0
2,000
4,000
6,000
8,000
10,000
g AP Warm
periods
RRR MCA? f
James Ross
Island Ice Core
Temp. Record
JRI temp. anomaly
(°C ±1σ)
–1
0
1
Airfall/ tephra and reworked sediment
T7
6–0 ka upper bound on mean (95%)
100-year smoothed <10 °C
6–0 ka weighted mean
MHH
EHO to 11.5 ka
10%
0%
% Guano
(Fo.sed. % ±1σ)
95% conf. upper bound
0
50
100
Guano phases
Guano phases
1
4
5
3
2
Volcanic eruptions
0.00
0.01
0.02
0.03
%Fo.sed. 100-year Fo.sed. ARTICLE DMAR
–5
0
5
10
+Brackish conditions / >wind
Glaciomarine to 11 ka
Palaeoenvironmental data
>6–0 ka upper bound on mean (95%): Open water
6-0 ka weighted mean
6–0 ka upper bound on mean (95%)
6–0 ka lower bound on mean (95%)
>6–0 ka upper bound on mean (95%): Discontinuou
>6–0 ka upper bound on mean (95%): Sustained w
>2x 6–0 ka upper bound on mean (95%): Sustained
AP composite warm periods
Volcanic eruptions
VEI>4
VEI>3
VEI< or =3
Weighted mean
Eruption age
and 95% min.–max. (cal a BP)
Visible tephra
No guano
Ardley Lake post-eruption colony recovery interval
ARD Guano phases GP-1 to GP-5
Penguin data
ARD exceptionally elevated guano phases
Published bone and egg ages (cal a ± 1σ)
Diatom zone boundaries
Modelled ARD bone ages (cal a ± 95% min.–max.)
ARD bone–collagen ages (cal a ± 1σ)
Marine
100% Marine
100% Lacustrine
Brackish
Brackish
Colder
C lder
o e
d
o e
Colder
er
Warme
glaciating
Deg
RSL<5 m
5 m
Penguin
Record
NATURE COMMUNICATIONS | 8:14914 | DOI: 10 1038/ncomms14914 | www nature com/naturecom Yanou Lake
Temp. Record
a
GDGT-MSAT
6–0 ka Anomaly
(°C ±1σ)
+Warm
(MSAT)
Ardley Lake
b
–1
0
1
PCA2μ-XRF (9%)
T8? 0.00
0.05
0.10
? T3b
T1
0
10
20
SandDMAR
(g cm–2 a–1)
Fo.sed. DMAR
(g cm–2 a–1)
SandDMAR
(g cm–2 a–1)
T2
T4
T5 T6
T3a
0
0.05
Airfall/ tephra and reworked sediment
T7
6–0 ka upper bound on mean (95%)
100-year smoothed <10 °C
6–0 ka weighted mean
10%
0%
% Guano
(Fo.sed. % ±1σ)
95% conf. upper bound
0
50
100
Guano phases
1
4
5
3
2
Volcanic eruptions
0.00
0.01
0.02
0.03
%Fo.sed. 100-year Fo.sed. DMAR
–5
0
5
10
Glaciomarine to 11 ka
Marine
100% Marine
100% Lacustrine
Brackish
Brackish
Colder
C lder
o e
d
o e
Colder
er
Warme
glaciating
Deg
RSL<5 m
5 m
Penguin
Record Yanou Lake
Temp. Record
a Warm SST (0–200 m)
Warm surface SST
SST (°C)
0
2
Palmer Deep
Temp. Record
+Warm
+Warm
0–200 m
c Maxwell Bay
Sea-ice
Record
TOC (%)
0.0
0.6
0.3
+Open water
d
Diatom ratio
(F. curta/F. kerg.)
Pelagic
open water
diatoms (%)
0
10
20
30
Anvers Shelf
Sea-ice
Record
0
1
2
3
1
2
4
5
3
e
+Sea ice
+Open water
Age (cal a BP)
0
2,000
4,000
6,000
8,000
10,000
g AP Warm
periods
RRR MCA? NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 (a)
rdley Lake and Yanou Lake sediments (this study), ornithogenic soils49 and local bedrock86. (b) T
arbon/Phosphorus (TC/P) ratios of Ardley Lake sediments, local lichens (for example, Usnea anta b 0
10
20
30
40
50
0
2
4
6
8
P (mass %)
TC (mass %)
r = 0.89
P<0.0001 Redfield ratio Figure 3 | Scatterplots of element/aluminium ratios and comparison of C/N and C/P ratios. (a) Scatterplots of selected element/aluminium ratios of
Ardley Lake and Yanou Lake sediments (this study), ornithogenic soils49 and local bedrock86. (b) Total Carbon/Total Nitrogen (TC/TN) and Total
Carbon/Phosphorus (TC/P) ratios of Ardley Lake sediments, local lichens (for example, Usnea antarctica)50, liverworts (Cephalozia varians), mosses50,
vascular plants (Deschampsia antarctica)50 and different types of ornithogenic soils49. The solid and the dashed lines show linear regression lines of samples
from core ARD, and C/N and C/P ratios of phytoplankton according to the Redfield ratio, respectively (Supplementary Data 3). population models, guano phases GP-2, GP-3 and GP-4 corres-
pond to a higher number of penguins present in the Ardley Lake
catchment shown in Fig. 5b (see Methods, Supplementary Note 8,
Supplementary Figs 16–19, Supplementary Table 9 for more details). A good correspondence between the Ardley Lake guano/
fossil record and the sub-fossil record of former penguin colonies
from across the AP exists during these phases, and until the end
of guano phase GP-5, c. 1.3 cal ka BP (Fig. 5). 5 NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunication NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 ARTICLE % ¼ 43.66±15.37 (1s) %), occurred
between 3.4 and 3.0 cal ka BP when both the YAN-GDGT and JRI
records were significantly warmer than their 6–0 ka means (Fig. 4,
Supplementary Fig. 18, Supplementary Tables 7,8). Second, we compared the guano phases with sea-ice and open
water proxies, which impact on the penguins’ access to nesting
sites and prey species. Although guano-phase GP-4 coincided
with a sustained period of reduced spring/summer open water
seasonality in the Anvers Trough record from c. 4 cal ka BP
onwards (Fig. 4d), there were no significant differences in open
water conditions in Maxwell Bay (P ¼ 0.26) or at the Anvers Shelf
(P ¼ 0.25) for guano and non-guano phases. More prolonged
spring/summer open water conditions existed at the Anvers
Trough shelf-edge in mid-Holocene guano phases (GP-2 and
GP-3), but not during late Holocene guano phases (GP-4 and
GP-5) (P ¼ 0.10). Volcanic activity. Third, we compared the guano phases with the
combined record of volcanic tephra in the ARD and YAN lake
sediment records. We identified seven phases of VEI ¼ 3 or
VEI43 eruption activity (T1–T7) (Fig. 4a,b). Eruption T7 aside, Two other VEI ¼ 43 eruptions (T3a, T2) occurred at the same
time as measurable, but not-significant reductions in the Table 1 | Summary statistics of guano phases GP-1 to GP-5 timing and duration and guano-influenced sediment percentage data. ARD
ARD
ARD
Calibrated ages (cal a BP)
Duration
n
% Guano-influenced sediment
CONISS
zone
Guano
phase
Core depth
min.–max. (cm)
Weighted
mean age
min.–max. 95% conf. age range
min.–max. (years±95%
conf. diff.)
[95% min.–max.]
Weighted mean
Fo.sed. (%±1r)
95% Conf. Fo.sed. Interval
(lower–upper %)
12
5
13–35
1,290–2,670
1,160–2,830
1,380±145 [1,670]
11
23.57±10.74
16.35–30.79
9
4b
65–112
3,000–3,430
2,880–3,580
1,010±170 [1,350]
26
43.66±15.37
39.47–47.85
10
4a
112–155
3,430–4,010
3,270–4,230
26
12.95±2.76
11.41–14.49
7
3
175–190
4,310–4,510
4,090–4,640
200±175 [550]
7
26.33±12.16
18.92–33.74
5
2
284–310
5,300–5,750
5,180–6,020
450±195 [840]
9
29.38±9.90
21.95–36.82
3
1
320–326
6,270–6,670
5,820–7,360
400±570 [1,540]
3
26.77±9.49
5.31–48.23
Summary
Whole record
—
198
25.31±9.41
22.69–27.93
statistics
Guano phases
690±250 [1,190]
82
34.19±12.19
31.06–37.32
Non-guano phases
—
116
3.56±2.49
2.42–4.69
Late Holocene guano phases
1,200±160 [1,510]
62
36.57±12.73
32.73–40.40
Mid Holocene guano phases
350±310 [980]
20
27.77±10.72
23.66–31.88
All ages are in calibrated (equivalent to calendar) years before present (cal a BP), where BP is defined as 1950 CE (see Supplementary Methods); [95% min. ARTICLE (cal years) is the average of the weighted mean minimum 95% confidence minimum ages and the 95% confidence maximum –
weighted mean maximum ages; the duration of the 95% confidence minimum to maximum age range is shown in square brackets. Guano-influenced sediment (Fo.sed.) weighted mean percentages ±1s,
significance level a ¼ 0.05.. Figure 4 | Penguin occupation phases in the Ardley Lake record compared with key records of volcanic activity climate and sea-ice from the Antarctic
Peninsula region for the last 10,000 years. In order from top: (a) Yanou Lake (YAN) sediment core palaeoenvironmental summary, reconstructed mean
summer air temperature (MSAT) GDGT 100-year temperature anomaly data; 200 mm micro-XRF (m-XRF) Principal Component Analysis 2nd axis (PCA2,
9% variance explained) and sand Dry Mass Accumulation Rate (DMAR); main visible tephra deposits are black diagonally hatched zones, dotted lines
show correlation of tephra layers between the ARD and YAN records, circle size reflects Volcanic Explosivity Index (VEI) of major eruptions and circle
position is the weighted mean modelled age with 95% min.–max. confidence age ranges (grey horizontal bars) based on 2.5% and 97.5% quantiles from
Bayesian age-depth modeling (see Supplementary Notes 5–7 and Supplementary Methods). (b) Numbered, green-shaded guano phases GP-1 to GP-5 with
the calculated fractions of ornithogenic sediments in the Ardley Lake record (Fo.sed. %±1s errors in grey) overlain by Fo.sed. dry mass accumulation rate
(DMAR) (thick black line, 1s errors not shown for clarity, but in GP-4 and GP-5 these are on average c. 25-35%); red stippled areas are recovery intervals;
white squares are radiocarbon-dated penguin bone-collagen extract ages; grey squares are modelled ages of bones in the ARD record. (c) Maxwell Bay
(MB) percentage Total Organic Carbon (TOC) data (in grey) and 100-year interval negative exponential smoothed data (dark blue) used as sea-ice
proxy52; data 46–0 ka upper bound on the mean (95% confidence level) represents increased open water conditions (shaded dark blue). (d) Anvers
Trough GC047/TC046 sediment core: the commonly used diatom-based ratio (Fragilariopsis curta: Fragilariopsis kerguelensis) with data 6–0 ka upper bound
on the mean (95% confidence level) shaded dark blue representing increased open-water conditions and percentage of total spring/summer pelagic open-
water diatoms species (red line). ARTICLE f
James Ross
Island Ice Core
Temp. Record
JRI temp. anomaly
(°C ±1σ)
–1
0
1
MHH
EHO to 11.5 ka
Guano phases
+Brackish conditions / >wind
Palaeoenvironmental data
>6–0 ka upper bound on mean (95%): Open water
6-0 ka weighted mean
6–0 ka upper bound on mean (95%)
6–0 ka lower bound on mean (95%)
>6–0 ka upper bound on mean (95%): Discontinuous warmth
>6–0 ka upper bound on mean (95%): Sustained warmth
>2x 6–0 ka upper bound on mean (95%): Sustained warmth
AP composite warm periods
Volcanic eruptions
VEI>4
VEI>3
VEI< or =3
Weighted mean
Eruption age
and 95% min.–max. (cal a BP)
Visible tephra
No guano
Ardley Lake post-eruption colony recovery interval
ARD Guano phases GP-1 to GP-5
Penguin data
ARD exceptionally elevated guano phases
Published bone and egg ages (cal a ± 1σ)
Diatom zone boundaries
Modelled ARD bone ages (cal a ± 95% min.–max.)
ARD bone–collagen ages (cal a ± 1σ)
|
|
| NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications 6 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 mid-late Holocene tephra layers had well-defined basaltic-
andesitic compositions, typical of Deception Island source com-
positions (Supplementary Figs 20,21, Supplementary Table 10). Three VEI43 eruption events (T5a, T4, T3b) coincided with
immediate and significant reductions in guano deposition (that is,
Fo.sed. to o10%) (Fig. 4a,b, Table 1). The most disruptive series of
eruptions (T5a,b) recorded in both ARD and YAN sediments
occurred during the mid-Holocene between c. 5.5–4.9 cal ka BP
(combined ARD–YAN 95% maximum to mean age range; Fig. 4,
Table 2, Supplementary Figs 12,16, Supplementary Table 3). Brackish
conditions,
greater
catchment
destabilization
and
increased erosion occurred for c. 1,000 years during the T5
eruption
series
(Fig. 4,
Supplementary
Fig. 16). The
T4
(c. 4.5–4.2 cal ka BP) and T3b (c. 3.2–3.0 cal ka BP) eruptions that
followed the T5 eruption series were smaller, but also coincided
with immediate and significant reductions in guano deposition. Colony recovery after the T5a eruption took 780±50 years [530–
1,130 years], and 410±30 [0–760] years and 480±60 [160–390]
years after the T4 and T3b eruptions, respectively, with an overall
weighted
mean
(±s.e.)
recovery
time
of
570±110
years
(Table 2). Table 8). Notably, the late Holocene guano Fo.sed. DMAR maxima
in guano phase GP-4 (Fo.sed. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications ARTICLE max.] is the minimum and maximum 95%
confidence age range based on 2.5% and 97.5% quantiles from Bayesian age-depth modelling (see Supplementary Notes 5–7 and Supplementary Methods); durations are in calendar years with guano
phase 4 shown as the combined duration of 4a and 4b; 95% conf. diff. (cal years) is the average of the weighted mean minimum 95% confidence minimum ages and the 95% confidence maximum –
weighted mean maximum ages; the duration of the 95% confidence minimum to maximum age range is shown in square brackets. Guano-influenced sediment (Fo.sed.) weighted mean percentages ±1s,
significance level a ¼ 0.05.. Table 1 | Summary statistics of guano phases GP-1 to GP-5 timing and duration and guano-influenced sediment percentage data. Table 1 | Summary statistics of guano phases GP-1 to GP-5 timing and duration and guano-influenced of guano phases GP-1 to GP-5 timing and duration and guano-influenced sediment percentage data. mmary statistics of guano phases GP-1 to GP-5 timing and duration and guano-influenced sediment per All ages are in calibrated (equivalent to calendar) years before present (cal a BP), where BP is defined as 1950 CE (see Supplementary Methods); [95% min. max.] is the minimum and maximum 95%
confidence age range based on 2.5% and 97.5% quantiles from Bayesian age-depth modelling (see Supplementary Notes 5–7 and Supplementary Methods); durations are in calendar years with guano
phase 4 shown as the combined duration of 4a and 4b; 95% conf. diff. (cal years) is the average of the weighted mean minimum 95% confidence minimum ages and the 95% confidence maximum –
weighted mean maximum ages; the duration of the 95% confidence minimum to maximum age range is shown in square brackets. Guano-influenced sediment (Fo.sed.) weighted mean percentages ±1s,
significance level a ¼ 0 05 All ages are in calibrated (equivalent to calendar) years before present (cal a BP), where BP is defined as 1950 CE (see Supplementary Methods); [95% min. max.] is the minimum and maximum 95%
confidence age range based on 2.5% and 97.5% quantiles from Bayesian age-depth modelling (see Supplementary Notes 5–7 and Supplementary Methods); durations are in calendar years with guano
phase 4 shown as the combined duration of 4a and 4b; 95% conf. diff. lation changes for the Ardley Island penguin colony compared with a summary of key environmental influences g
|
p
g
p p
g
y
p
g
y
p
y
y
during the Holocene. (a) Holocene relative sea level (RSL) changes for the South Shetland Islands (SSI)45 in metres above present mean sea level
(m a.p.s.l.). (b) Modelled Ardley Lake (16 m a.p.s.l.) penguin colony population changes in guano phases GP-1 to GP-5 (this study) with major colony impact
eruptions (circles), and post-eruption recovery intervals (red stipple); estimated modelled population combined errors for the 0.96% and 11% guano-
delivery models are not shown for clarity, but typically 30–50% (Supplementary Fig. 19). (c) Sub-fossil penguin occupation record from the Antarctic
Peninsula (AP) based on radiocarbon dates of remains at abandoned nesting sites (refs 10,12,53): 1 ¼ Ardley Lake colony (this study), 2 ¼ SSI and the
Northwest AP, 3 ¼ Northeast AP, 4 ¼ Mid-southern AP (Supplementary Data 5). (d) Summarized timing of warmer phases and periods of greater open
water around the SSI and the AP48,29,56 over the last 10,000 years, defined as 46–0 ka upper bound on their respective means (95% confidence level),
where: 5 ¼ Yanou Lake mean summer air temperature (MSAT) (this study), 6 ¼ Anvers Trough open water record (this study), 7 ¼ Palmer Deep sea
surface temperature (SST)48, 8 ¼ James Ross Island temperature anomaly29, 9 ¼ AP warm periods56 (Supplementary Data 4). (e) Legend. ARTICLE (e) Palmer Deep (PD) Sea Surface Temperature (SST) 100-year interval records integrated over 0–200 m depth48 and at
the surface47 with data 46–0 ka upper bound on the mean (95% confidence level) shaded in dark red; (f) James Ross Island (JRI) ice core temperature
anomaly record (compared to 1961–1990 CE interval) with s.e. ranges of the isotope-temperature dependence shown as grey lines29. (g) AP regional
palaeoclimate synthesis56 (Supplementary Data 4). 7 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 Age (cal a BP)
0
2,000
4,000
6,000
8,000
10,000
1
4
5
3
2
15 m
10 m
5 m
2
3
4
1
+Warm 0–200 m
+Warm surface
a
c
d
RRR
MCA? EHO
MHH
8
7
6
5
9
T5a
T7
T4
T3b
Modelled penguin
population
(log scale)
b
0
1
100
10,000
,Min
Max
Warmer
Colder
Colder
e
Open water >6–0 ka upper bound (95%)
>6–0 ka upper bound (95%): Discontinuous warmth
>6–0 ka upper bound (95%): Sustained warmth
>2x 6–0 ka upper bound (95%): Sustained warmth
AP Composite warm periods
Volcanic eruptions
Palaeoenvironmental data
Penguin data
VEI>4
VEI>3
VEI< or =3
Weighted mean eruption age
and 95% min.–max. (cal a BP)
Ardley Lake post-eruption colony recovery interval
ARD guano phases GP-1 to GP-5
ARD exceptionally elevated guano phases
ARD catchment deglaciation
Published bone and egg ages (cal a ± 1σ)
Modelled ARD bone ages (cal a ± 95% min.–max.)
ARD bone collagen ages (cal a ± 1σ)
Colony population modelling
11% Guano-delivery (most likely minimum)
0.96% Guano-delivery (most likely maximum)
100% Guano-delivery (unlikely)
Ellipsoid basin (sediment-focussed); <30°
slope accum. area
RSL
(m a.p.s.l.)
0
8
16
gure 5 | Modelled penguin population changes for the Ardley Island penguin colony compared with a summary of key environmental influences e NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications Discussion percentage of guano in the sediments, while the T6 eruption
c. 6.0–5.9 cal ka BP [6.4–5.7 cal ka BP max.–min. 95% confidence
interval age range] occurred c. 200 years after the guano phase
GP-1 decline had begun (Fig. 4a,b, Supplementary Note 9,
Supplementary Discussion, Supplementary Table 3). Eruptions
in the early Holocene (T7) and in the last c. 2,000 years (T1,T2)
did not have a measurable impact on the Ardley Lake penguin
colony as the populations were already at, or near, minima during
these times. percentage of guano in the sediments, while the T6 eruption
c. 6.0–5.9 cal ka BP [6.4–5.7 cal ka BP max.–min. 95% confidence
interval age range] occurred c. 200 years after the guano phase
GP-1 decline had begun (Fig. 4a,b, Supplementary Note 9,
Supplementary Discussion, Supplementary Table 3). Eruptions
in the early Holocene (T7) and in the last c. 2,000 years (T1,T2)
did not have a measurable impact on the Ardley Lake penguin
colony as the populations were already at, or near, minima during
these times. Ardley Lake began accumulating sediments c. 8.8 cal ka BP
[9.2–8.4 cal ka BP] following retreat of the SSI Ice Cap from this
part of the Fildes Peninsula between 10.1 and 8.2 cal ka BP
(ref. 52), driven by early Holocene thermal maximum conditions
recorded in regional marine and ice core temperature records
(the early Holocene Optimum (EHO) in Fig. 4g (refs 29,47,48)). The highly explosive, T7 eruption, c. 7 cal ka BP [6.0–7.7 cal ka
BP], had a bi-modal basaltic-andesitic and trachydacitic-rhyolitic NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications 8 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 Table 2 | Major mid-late Holocene eruptions of the Deception Island volcano and Ardley Lake penguin colony recovery interval
summary statistics. Volcanic eruption data
Guano phase data
Tephra
layer
Eruption
size
ARD & YAN Age
95% max.–mean
(cal a BP)
Decline to Fo.sed. o10%
Recovery guano
phase
Recovery to Fo.sed. 410%
Weighted mean
Guano
phase
ended
Weighted mean age
[95% max.–min.]
(cal a BP)
Weighted mean age
[95% max.–min.]
(cal a BP)
Recovery interval
(years±95% conf. Discussion Warmer conditions have also been recorded at
this time in lake and moss peat bank records from Livingston
Island, Elephant Island, Beak Island56,58, some marine records
from the AP48,56,59, Antarctic ice core composite records60 and
stacked Southern Hemisphere temperature records61 (Fig. 4e–g,
Supplementary Fig. 17e–i). These ‘more favourable’ climatic
conditions for rearing juvenile penguins likely drove the Ardley
Lake penguin colony to its Holocene population maxima, and led
to the re-establishment of colonies in the mid-southern Peninsula
region (Fig. 5c). Despite the gentoo penguins’ preference to feed
near their colony, it appears that GP-4 was not adversely affected
by the persistence of sea-ice in Maxwell Bay (Fig. 4c) and around
the Anvers Shelf (Fig. 4d) and the cooler sea surface anomalies at
PD (Fig. 4e). However, as with guano phases GP-2 and GP-3,
guano phase GP-4 was abruptly terminated by a Deception Island
eruption event (T3b). The peak in penguin populations during guano phase GP-1
(6.7–6.3 cal ka BP) coincided with a continuation of the local
open water conditions in Maxwell Bay (Fig. 4c), but at the same
time there were contrasting reductions in shelf-edge spring/
summer open water conditions 6.7–6.0 cal ka BP in the Anvers
Trough (inferred from higher Fragilariopsis curta/F. kerguelensis
diatom ratios and lower percentage of pelagic open water
diatoms), and other records of ‘cooler’ and increased ‘sea-ice’
conditions around the SSI 7.3–5.2 cal ka BP (ref. 54). Local sea-ice
conditions appear to be the most significant factor in driving
GP-1, which ended when there was a gradual increase in sea-ice in
Maxwell Bay more than 200 years before the T6 eruption event. y
y
The following two (of three) prominent Ardley Lake guano dry
mass accumulation maxima occurred during GP-2 and GP-3
c. 5.8–5.3 and 4.5–4.3 cal ka BP (Fig. 4b, Supplementary Table 7). In marked contrast to GP-1, both GP-2 and GP3 occurred during
a period of greater sea-ice extent or seasonality in Maxwell Bay
(Fig. 4c), despite the preference of gentoo penguins for ice-free
conditions. These maxima also show no strong or consistent
relationships with sea-ice conditions on the Anvers Shelf
(Fig. 4d), ocean temperatures at PD (Fig. 4e) or atmospheric
temperatures in the JRI ice core (Fig. 4f), although the peak
of GP-3 corresponds with the onset of a ‘mid Holocene
Hypsithermal’ (MHH in Fig. 4g) at c. 4.5 ka in several terrestrial
cross-Peninsula
records55,56. Discussion populations increasing during volcanically inactive periods and
then experiencing abrupt catastrophic declines following major
eruptions (Fig. 4b). p
g
After the T5a Deception Island eruption abruptly ended guano
phase GP-2, the Ardley Lake colony struggled to fully re-establish
itself for c. 800 years (Table 2) due to a series of closely spaced
eruption events (Fig. 4b) and a phase of continued sea-ice
presence in Maxwell Bay (Fig. 4c). Our analysis of longer-term
(100-year interval) trends in the Maxwell Bay sea-ice reconstruc-
tion52 (Fig. 4c) show that these cooler oceanographic conditions
persisted well into the late Holocene (5.9–2.6 ka), corresponding
to ‘cooler’ conditions and increased sea-ice in the Bransfield Strait
between c. 5 and 2 cal ka BP (ref. 57), and advancing glacier
margins, increased local snow/ice and sea-ice and limited primary
production in surface waters of King George Island54. Despite
these cooler conditions the penguin population was able to re-
establish itself during GP-3, but was then abruptly terminated by
the T4 Deception Island eruption at c. 4.5–4.2 cal ka BP. Following the EHO, an extended period of generally ‘warmer’
interglacial conditions, with minor variations in temperature
existed on the AP between 9.2 and 2.5 cal ka BP (refs 48,29)
(Fig. 4f,g). These conditions, together with the extended periods
of open water in Maxwell Bay (Fig. 4c) and on the Anvers Shelf
(Fig. 4d) enabled the establishment of a small penguin colony on
Ardley Island from c. 6.7 cal ka BP [7.4–5.8 cal ka BP]. This is the
oldest in situ evidence of a Holocene penguin colony on the AP,
and up to c. 1,000 years before the sub-fossil evidence of
occupation for the mid-southern western AP from c. 5.8 cal ka BP
[5.9–5.6 cal ka BP], and the northern AP from c. 5.5 cal ka BP
[5.6–5.3 cal ka BP] (refs 12,53) (Fig. 5). p
p
The most sustained guano phase, GP-4 (c. 4.0–3.0 cal ka BP)
(Table 1), occurred during the warm conditions of the late MHH
(Fig. 4g), and is characterized by a marked increase in MSAT
reconstructed in the Yanou Lake GDGT record (Fig. 4a), positive
temperature anomalies at JRI (Fig. 4f) and a sustained period of
significantly warmer cross-Peninsula terrestrial temperatures
from c. 3.8 cal ka BP (refs 29,48) (Fig. 4a,f,g, Supplementary
Tables 7,8). Discussion diff.)
[min.–max.]
T5a
VEI44
5,530–5,360
2
5,280 [5,430–5,160]
3
4,500 [4,630–4,300]
780±50 [530–1,130]
T4
VEI43
4,480–4,230
3
4,310 [4,500–4,090]
4
3,900 [4,090–3,740]
410±30 [0–760]
T3b
VEI43
3,220–2,990
4
2,980 [3,090–2,860]
5
2,490 [2,700–2,160]
480±60 [160–390]
Only eruptions that had a significant impact on colony population levels are shown, where significant is defined as a reduction in the proportion of guano-influenced sediment (% Fo.sed.) to o10% within
200 years after an eruption event; the combined ARD and YAN 95% max. mean age was used to determine the most likely eruption age and is the maximum 95% confidence age weighted mean age,
derived from Bayesian age-depth modelling (see Supplementary Notes 5–7, Supplementary Methods); cal a BP is calibrated (or calendar) years before present, where BP is defined as 1950 CE
(Supplementary Methods); [95% max.- min.] is the maximum and minimum 95% confidence age range based on 2.5% and 97.5% quantiles from Bayesian age-depth modelling; weighted mean recovery
interval duration (cal years) ¼ weighted mean decline age - weighted mean recovery age; 95% conf. diff. is the average difference between the weighted mean recovery interval and its respective 95%
max. or min. decline max. or min. recovery interval (cal years); [min.- max.] is the absolute minimum to maximum recovery interval duration (cal years), where the minimum recovery interval
duration ¼ 95% min. decline - 95% max. recovery age and the maximum recovery interval duration ¼ 95% max. decline 95% min. recovery age; the 95% conf. diff. weighted average recovery interval
duration (±s.e.) ¼ 570±110 cal years (1s±160 cal years; 95% lower-upper confidence interval ¼ 90–1050 cal years; significance level a ¼ 0.05; age data are rounded to the nearest 10 years, but
rounding to the nearest 100 years provides a more realistic assessment of age-depth modelling errors and comparison to 100-year interval data in Figs 4 and 5. See Supplementary Table 3 for ARD and
YAN tephra deposits age data. Table 2 | Major mid-late Holocene eruptions of the Deception Island volcano and Ardley Lake penguin colony recovery interval
summary statistics. Guano phase data composition, and dispersed tephra widely across the northern
Peninsula and Scotia Sea (Supplementary Figs 20,21). This and
other more widespread early Holocene eruptions occurred
before the Ardley Lake colony was established, and could have
disrupted early post-deglaciation penguin colonization across the
north-western AP (Supplementary Discussion). NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 This
resulted in an increase in the available area for nesting sites near
the coast and may have driven the relocation of penguins from
the Ardley Lake catchment to the western side of Ardley Island,
where much of the present day colony is located (Fig. 6c). p
y
y
g
Although our new lake records suggest that warmer local
atmospheric temperatures (Figs 4a,5) and the regional expression
of the MHH led to increased penguin populations during guano
phase GP-3 c. 4.5–4.3 cal ka BP and GP-4, c. 4.0–3.0 cal ka BP, our
main finding is that large mid-late Holocene eruptions of the
Deception Island volcano had a sporadic, but devastating, impact
on the Ardley Lake penguin colony. All five phases of colony
expansion occurred in the absence of large volcanic eruptions and
three of the phases (GP-2, 3, 4) were abruptly ended by eruptions
from the Deception Island volcano at c. 5.5–5.4 cal ka BP (T5a),
4.5–4.2 cal ka BP (T4) and 3.2–3.0 cal ka BP (T3b). Only guano
phase GP-5 declined gradually, which we attribute to adverse
‘neoglacial’ conditions and migration away from nesting sites in
the centre of the island towards newly emergent coastal areas. This guano phase appears to have been negatively impacted by
the relatively minor T2 eruption event at c. 2.1 cal ka BP, but, in
general, from c. 2,500 years onwards the Ardley Lake colony was
too small to determine whether volcanic activity had a significant
impact. (
)
No significant changes in the Ardley Lake colony have
occurred in the last c. 1,000 years (Fig. 4), although we detected
a minor increase in guano input into Ardley Lake from c. 500
years onwards (Fig. 5), which coincides with the onset of
warming detected in north-eastern AP lake58 and ice core
records29 from c. 500 years, after the northern AP ‘neoglacial’
minimum. Elsewhere, increases in guano input into Lake Y2 on
Ardley Island (Fig. 6) and in Hope Bay records from the north-
eastern AP10,16 have been linked to ‘warming’ associated with a
‘Medieval Climate Anomaly’43, inferred in some AP records
between c. 1,200 and 600 years ago48,56,66. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 5a). After deglaciation,
during the Early Holocene Warm Optimum (EHO) (11.5–9.5 ka)56, the land area available on Ardley Island was c. 0.6 km2, c. 30–35% less than the present
day. The eastern half of the island, where the current penguin colony is located, was bordered by steep cliffs forcing early to mid Holocene colonies to nest
in the centre of Ardley Island. During the mid to late Holocene, relative sea level (RSL) fell, increasing the land area available. The amount of guano
deposited in Ardley Lake declined after c. 1,300 cal a BP as some colonies relocated to the Lake Y2 and Lake G catchments43. The eastern side of the island
became more easily accessible when RSL fell below 5 m above present sea level (m a.p.s.l.) after c. 1,300 years ago. Future colony population increases
could be accommodated in the central area of Ardley Island. See Supplementary Fig. 1 and Supplementary Data 6 for modern-day penguin population data;
see Supplementary Fig. 22 for an extended version of this figure. This figure includes material copyright of DigitalGlobe, Inc., All Rights Reserved, used with
permission under a NERC-BAS educational license and not included in the Creative Commons license for the article. BP. This ‘neoglacial’ is apparent in Peninsula-wide lake58,
marine57,59 and ice core29 records (Fig. 4f), and marked by the
episodic re-advance of local glaciers52,62 that slowed the rate of
RSL decline on the SSI63,64. Although reconstructed temperatures
in the YAN-GDGT record remained above average until
c. 1.5 cal ka BP, sea-ice conditions in Maxwell Bay and the
Bransfield Strait52,57, and at some localities further south65,
became progressively less favourable between c. 2.3 and 1.8 cal ka
BP (ref. 10), likely constraining the growth of the Ardley Lake and
Lake Y2 colonies. The relatively minor (VEIo3) T2 eruption
event had a measurable impact on the Ardley Lake colony in the
middle of guano-phase GP-5, c. 2.1 cal ka BP (Fig. 4b), but further
deterioration in north-western AP climate into the ‘neoglacial’
minimum probably drove more progressive reductions in the
Ardley Lake GP-5 and Lake Y2 colonies from c. 1.5 to 1.3 cal ka
BP (ref. 43). Y2 sites during the last c. 1,000 years mirrors the increased rate of
RSL fall from c. 10 to 0 m a.p.s.l. (refs 45,64,70) (Fig. 6). NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications Discussion Instead,
the
main
driver
of
these penguin population changes is volcanism, with colony We link the failure to re-establish another large and sustained
colony of similar size and duration as guano phase GP-4 to the
start of a marked ‘neoglacial’ decline in temperature at c. 2.5 cal ka 9 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 Y2
G
Y4
b 4,200–1,300 years ago
<15–10 m a.p.s.l
Ardley Lake <15–10 m a.p.s.l b 4,200–1,300 years ago b 4,200–1,300 years ago >15 m a.p.s.l. 9,000–4,200 years ago
a 9,000–4,200 years ago
a AD4
AD3
13.4–15 m
10.5–11.1 m
4.5–6.6 m
Y2
Y4
G
Raised beaches
c
<10–0 m a.p.s.l. 1,300 years ago–present day
Ardley Lake d
Main penguin landing sites
Secondary penguin landing sites
Penguin population
>1,000
0
a
b
RSL
(m a.p.s.l.)
0
16
0
2,000
4,000
6,000
8,000
10,000
c
Age (cal a BP) d d c
1,300 years ago–present day c Ardley Lake Figure 6 | Changes in land availability and colony population on Ardley Island over the last 9,000 years. (a) 9,000 to 4,200 years ago; (b) 4,200 to
1,300 years ago; (c) 1,300 years ago to the present day; (d) Legend and relative sea level (RSL) scenarios shown in (a)–(c) (see Fig. 5a). After deglaciation,
during the Early Holocene Warm Optimum (EHO) (11.5–9.5 ka)56, the land area available on Ardley Island was c. 0.6 km2, c. 30–35% less than the present
day. The eastern half of the island, where the current penguin colony is located, was bordered by steep cliffs forcing early to mid Holocene colonies to nest
in the centre of Ardley Island. During the mid to late Holocene, relative sea level (RSL) fell, increasing the land area available. The amount of guano
deposited in Ardley Lake declined after c. 1,300 cal a BP as some colonies relocated to the Lake Y2 and Lake G catchments43. The eastern side of the island
became more easily accessible when RSL fell below 5 m above present sea level (m a.p.s.l.) after c. 1,300 years ago. Future colony population increases
could be accommodated in the central area of Ardley Island. See Supplementary Fig. 1 and Supplementary Data 6 for modern-day penguin population data;
see Supplementary Fig. 22 for an extended version of this figure. This figure includes material copyright of DigitalGlobe, Inc., All Rights Reserved, used with
permission under a NERC-BAS educational license and not included in the Creative Commons license for the article. Figure 6 | Changes in land availability and colony population on Ardley Island over the last 9,000 years. (a) 9,000 to 4,200 years ago; (b) 4,200 to
1,300 years ago; (c) 1,300 years ago to the present day; (d) Legend and relative sea level (RSL) scenarios shown in (a)–(c) (see Fig. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 AD4
AD3
13.4–15 m
10.5–11.1 m
4.5–6.6 m
Y2
Y4
G
Raised beaches
? ? ? Y2
G
Y4
Y4
9,000–4,200 years ago
a
b
c
d
4,200–1,300 years ago
<10–0 m a.p.s.l. >15 m a.p.s.l. <15–10 m a.p.s.l
1,300 years ago–present day
Main penguin landing sites
Secondary penguin landing sites
Penguin population
>1,000
0
a
b
RSL
(m a.p.s.l.)
0
16
0
2,000
4,000
6,000
8,000
10,000
c
Ardley Lake
Ardley Lake
Ardley Lake
Age (cal a BP)
Figure 6 | Changes in land availability and colony population on Ardley Island over the last 9,000 years. (a) 9,000 to 4,200 years ago; (b) 4,200 to
1,300 years ago; (c) 1,300 years ago to the present day; (d) Legend and relative sea level (RSL) scenarios shown in (a)–(c) (see Fig. 5a). After deglaciation,
during the Early Holocene Warm Optimum (EHO) (11.5–9.5 ka)56, the land area available on Ardley Island was c. 0.6 km2, c. 30–35% less than the present
day. The eastern half of the island, where the current penguin colony is located, was bordered by steep cliffs forcing early to mid Holocene colonies to nest
in the centre of Ardley Island. During the mid to late Holocene, relative sea level (RSL) fell, increasing the land area available. The amount of guano
deposited in Ardley Lake declined after c. 1,300 cal a BP as some colonies relocated to the Lake Y2 and Lake G catchments43. The eastern side of the island
became more easily accessible when RSL fell below 5 m above present sea level (m a.p.s.l.) after c. 1,300 years ago. Future colony population increases
could be accommodated in the central area of Ardley Island. See Supplementary Fig. 1 and Supplementary Data 6 for modern-day penguin population data;
see Supplementary Fig. 22 for an extended version of this figure. This figure includes material copyright of DigitalGlobe, Inc., All Rights Reserved, used with
permission under a NERC-BAS educational license and not included in the Creative Commons license for the article. Y4
9,000–4,200 years ago
a
>15 m a.p.s.l. Ardley Lake ? ? ? Y2
G
Y4
b
d
4,200–1,300 years ago
<15–10 m a.p.s.l
Main penguin landing sites
Secondary penguin landing sites
Penguin population
>1,000
0
a
b
RSL
(m a.p.s.l.)
0
16
0
2,000
4,000
6,000
8,000
10,000
c
Ardley Lake
Age (cal a BP) ? ? ? Methods
S
l
ll Sample collection and laboratory analyses. Sediment cores extracted from
Ardley Lake (ARD) and Yanou Lake (YAN) were analysed for the concentration of
elements associated with changing inputs of penguin guano and volcanic ash
deposits using complementary multi-proxy biogeochemical techniques described in
this section and in Supplementary Methods. Chronologies for the lake sediment cores were established using 18 (ARD) and
15 (YAN) AMS radiocarbon (14C) ages from, in order of preference: (1) moss
macrofossil layers (consisting of hand-picked fine strands of the aquatic moss
Drepanocladus longifolius (Mitt.) Paris, but also occasional layers of Campylium
polygamum (Schimp.) Lange & C.E.O. Jensen, and some unidentifiable/mixed
species moss fragments—considered more likely to have been reworked; (2)
terrestrial and/or lacustrine algae; (3) other intact macrofossils and sub-fossils,
including bones (bone-collagen, where extractable); (4) other (macro)fossil
fragments; (5) organic-rich bulk sediments and, near the base of each core and as
a last resort, (6) bulk glaciolacustrine or glaciomarine sediments (Supplementary
Table 2). Bulk sediments were only dated where macrofossils were absent, while
paired macrofossil or bone-collagen and bulk sediment samples were measured in
the surface sediment and wherever present to check for any systematic offsets
between ages obtained from different carbon sources (see Supplementary Methods,
Supplementary Notes 5 and 6 for more details). )
Physical disablement and poisoning are the most significant
potential hazards to penguins, even though they are well-adapted
to elevated levels of F, Cu, Cd, and Hg through high dietary
intake16. Prolonged exposure to the fine abrasive glass particles in
tephra while rearing chicks on land, or during feeding at sea,
could adversely affect one (or all) of the major physiological
processes of penguins and their prey (for example, respiration,
digestion, immune function, vision; Supplementary Discussion). Colonies are more likely to be decimated if significant amounts of
ash fell during the breeding season onto unhatched eggs or
recently hatched chicks, or if one parent failed to return from
foraging. Mature individuals on long forages, outside the areas
directly affected by ashfall, would have the best chance of survival. Our recovery interval calculations suggest that these individuals
may have been displaced to alternative nesting sites such as those
that were occupied in the mid-southern AP at c. 5.4 and 4.2 cal ka
BP (Fig. 5c). NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 The increase in sub-
fossil evidence of nesting sites across the AP in the last 1,000 years
for
all
Pygoscelis
spp.,
regardless
of
whether
they
are
‘ice-dependent’ or ‘ice-avoiding’ species, could be a response to
the
more
favourable
‘Medieval
Climate
Anomaly’
and/or
post-‘neoglacial’ conditions, or reflect migratory shifts to newly
emerged, low-lying coastal areas created by declining Holocene
RSLs across the Peninsula63,64,67–69 (for example, Fig. 5a, c). The
absence of significant colonies at both the Ardley Lake and Lake The remoteness of active volcanism in Antarctica means that
modern-day analogues for volcanic impacts on penguin colonies
are inevitably sparse and hard to quantify. Although the relative
size of Deception Island eruptions is thought to have diminished
in the late Holocene, comparatively small recent eruptions were
locally hazardous, causing catastrophic flooding and lahars20. Larger
mid-late
Holocene
eruptions
are
thought
to
have
generated pyroclastic density flows and surges20,21, which could
have been particularly destructive at ground level. Circumstantial
evidence from the volcanically active South Sandwich Islands 10 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 shows that, close to an erupting volcano, penguins are largely
absent from areas affected by recent ash fall (Supplementary
Fig. 23). Proximal fallout of coarse-grained tephra could lead to
high localized mortality rates and significantly disrupt nesting
activities, or drive migration to areas less affected by ash. The
northern AP is defined as having a ‘moderate to extremely high
likelihood of supraglacial airfall by active volcanoes’, where a
‘significant risk to life’ exists31, mainly because the deposition of
far-travelled fine black basaltic ash can lead to rapid snow-melt
and (supraglacial) lahar formation71. Other indirect processes,
such as burial by tephra, the generation of tsunamis, landscape
destabilization, and the deposition of fine ash layers and aerosols
could pose a substantial risk to distal penguin colonies30, such as
those on Ardley Island (Supplementary Fig. 12, Supplementary
Discussion). nesting and foraging activities on Ardley Island. Moreover, the
saw-toothed, asymmetric pattern of successive Ardley Lake
penguin colony population maxima suggests that sustainable
colony recovery following these mid-late Holocene volcanic
eruptions was slow, taking, on average, between 400 and 800
years, but possibly as much as 1,100 years during the most
disruptive phase of volcanism (T5) c. 5.5–4.6 cal ka BP. Methods
S
l
ll For data replication and comparison purposes, the total
inorganic carbon (TIC) of 69 (out of 385) samples from both cores was determined
coulometrically by a CM 5012 CO2 coulometer coupled to a CM 5130 acidification
module (UIC, USA) while total organic carbon was then calculated as the
difference between TC and TIC (TOC% ¼ TC% TIC%). Owing to the high
correlation between TC and TOC (R240.9997) and the negligible TIC
concentrations (av. 0.10 and o0.01 mass%) compared to TC values (av. 6.2 and 2.5
mass%) in both cores, TC is considered to reflect the amount of organic carbon in
both lake sediments. Quantitative XRF analysis for major and trace elements (SiO2,
Al2O3, CaO, K2O, Na2O, P2O5, As, Ba, Cu, Co, Ni, Sr, Y, Zn, Zr) was carried out
with a conventional wavelength dispersive X-ray fluorescence (WD-XRF)
spectrometer (Philips PW 2400). For WD-XRF, glass beads were prepared
following standard procedures74 and measurements undertaken in random order
to avoid artificial trends. Trace element analysis (Cd, REE) of selected samples was
performed by Inductively Coupled Plasma Mass Spectrometry (ICP-MS, Element 2
mass spectrometer, Thermo Scientific, Germany) at 2,500-fold dilution. For
additional details concerning ICP-MS measuring conditions, see Schnetger75. Selenium was determined on acid digestions by graphite atomic absorption
spectrometry (G-AAS) using a Unicam 939 QZ AA spectrometer and a Zeeman-
effect background correction. A Milestone DMA-80 Direct Mercury Analyser was
used for the measurement of mercury via cold vapour atomic absorption
spectroscopy (CV-AAS). ICP-MS and G-AAS standard acid digestion procedures
are described in Supplementary Methods. F ll
i
t bli h d
d
d i
l d
i ti
lid
d pp
y
Sub-samples for carbon, nitrogen, XRF and ICP-MS (quantitative, dry mass)
bio-element analyses were taken at 1 cm intervals from ARD and YAN lake
sediment cores, lyophilized and ground with an agate ball mill and manually with
an agate pestle and mortar. ARD samples were analysed for total carbon (TC), total
sulphur (TS) and total nitrogen (TN) using a CNS analyser (vario EL Cube,
Elementar, Germany) equipped with a solid-state infrared and a heat conductivity
detector. TC and TS measurements were conducted on YAN sediments by means
of an ELTRA CS analyser. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications Methods
S
l
ll The physical landscape disturbance and presence of
tephra over Ardley Island prevented sustainable post-eruption
reoccupation of the site for, on average, 570±110 years (weighted
mean±s.e.), but as much as c. 800–1,100 years following the
largest mid-late Holocene (T5a) eruption c. 5,500 years ago
(Table 2). Measured radiocarbon ages from samples shown in Supplementary Table 2
were calibrated using SH13 and MARINE13 calibration curves and age-depth
models were generated using Bayesian age-depth modelling techniques (Fig. 2,
Supplementary Figs 3,9, Supplementary Methods and Supplementary Notes 5–7). All the ‘as measured’ (uncalibrated) radiocarbon age data shown in Supplementary
Table 2 were used as input data for final age-depth model runs (ARD-M5,
YAN-M4, ANVERS-M1, where model run number is indicated by the -M suffix). The weighted mean basal age of the ARD core was 8,750 cal a BP [8,410–9,230 min
–max. 95% confidence age range]. Error analysis shows that whole record mean
95% confidence age-depth model uncertainties, rounded to the nearest 10 years
with 95% confidence minimum to maximum age ranges (in years at depths in cm)
shown in square brackets are: ARD-M5: 410 years [0.6 years at 0 cm–1,430 years at
335 cm], YAN-M4: 600 years [160 years at 7.7 cm–1,990 years at 340 cm], and
ANVERS-M1: 1,420 years [590 years at 0 cm–1,810 years at 375 cm]. Equivalent
values for the late Holocene in each record are: ARD-M5: 640 years [0.6 years at
0 cm–750 years at 20 cm], YAN-M4: 680 years [160 years at 7.7 cm–760 years at
2.7 cm] and ANVERS-M1: 1,370 years [590 years at 0 cm–1,600 years at 155 cm]
(Supplementary Note 7). Measured radiocarbon ages from samples shown in Supplementary Table 2
were calibrated using SH13 and MARINE13 calibration curves and age-depth
models were generated using Bayesian age-depth modelling techniques (Fig. 2,
Supplementary Figs 3,9, Supplementary Methods and Supplementary Notes 5–7). All the ‘as measured’ (uncalibrated) radiocarbon age data shown in Supplementary
Table 2 were used as input data for final age-depth model runs (ARD-M5,
YAN-M4, ANVERS-M1, where model run number is indicated by the -M suffix). The weighted mean basal age of the ARD core was 8,750 cal a BP [8,410–9,230 min
–max. 95% confidence age range]. Methods
S
l
ll Error analysis shows that whole record mean
95% confidence age-depth model uncertainties, rounded to the nearest 10 years
with 95% confidence minimum to maximum age ranges (in years at depths in cm)
shown in square brackets are: ARD-M5: 410 years [0.6 years at 0 cm–1,430 years at
335 cm], YAN-M4: 600 years [160 years at 7.7 cm–1,990 years at 340 cm], and
ANVERS-M1: 1,420 years [590 years at 0 cm–1,810 years at 375 cm]. Equivalent
values for the late Holocene in each record are: ARD-M5: 640 years [0.6 years at
0 cm–750 years at 20 cm], YAN-M4: 680 years [160 years at 7.7 cm–760 years at
2.7 cm] and ANVERS-M1: 1,370 years [590 years at 0 cm–1,600 years at 155 cm]
(Supplementary Note 7). (
)
In conclusion, while we cannot assess some factors that
determine breeding success such as pressure from predators1, the
ability to change diet72, relative changes in species composition,
or recent anthropogenic impacts73, our detailed case study, using
innovative methodologies, has revealed the key environmental
factors influencing the Ardley Lake penguin colony through the
Holocene. Once
deglaciated,
c. 8,500
years
ago,
climatic
conditions
on
Ardley
Island
were
sufficiently
amenable
throughout the rest of the Holocene for sustained penguin
habitation. The Ardley Lake colony population maximum in first
half of the late Holocene, c. 4,000 to 3,000 years ago, occurred
during a period of particularly ‘favourable’ regional climate
(sustainably warmer than the 6–0 ka average, with fewer storms)
and
local-regional
sea-ice
conditions
(near-average
6–0 ka sea-ice cover/seasonal extent), which enhanced nesting
and foraging success. Conversely, ‘neoglacial’ conditions and
falling sea levels during the second half of the late Holocene
(c. 2,000 years ago to present) contributed to colony decline
and/or migration away from the centre of Ardley Island. (
pp
y
)
Sub-samples for carbon, nitrogen, XRF and ICP-MS (quantitative, dry mass)
bio-element analyses were taken at 1 cm intervals from ARD and YAN lake
sediment cores, lyophilized and ground with an agate ball mill and manually with
an agate pestle and mortar. ARD samples were analysed for total carbon (TC), total
sulphur (TS) and total nitrogen (TN) using a CNS analyser (vario EL Cube,
Elementar, Germany) equipped with a solid-state infrared and a heat conductivity
detector. TC and TS measurements were conducted on YAN sediments by means
of an ELTRA CS analyser. ARTICLE The target ions were m/z 1,302, 1,300, 1,298, 1,296 and 1,292
for the isoprenoid GDGTs (isoGDGTs) compounds and 1,050, 1,048, 1,046, 1,036,
1,034, 1,032, 1,022, 1,020 and 1,018 for the branched GDGT (brGDGTs) za ¼ zm 2 3 z : zm
ð
Þ0
=3½2 z : zm
ð
Þ0
1
Units : cm
ð3Þ ð3Þ For a hyperboloid basin shape: SGðtÞhyper ¼ 2
3 1
z2
m
2zm z
ð
Þ2
dzG
dtG
Units : g cm 2a 1
ð4Þ where z ¼ core depth at time t; zm ¼ maximum depth of the original basin (that is,
current lake depth þ sediment record depth); z : zm
ð
Þ0 ¼ ratio of the mean depth
ðzÞto the maximum depth of the original basin (zm); dzG=dtG
ð
Þ ¼ guano dry mass
accumulation rate ¼ Fo.sed DMAR in g cm 2 a 1. g
Assuming Ardley Lake best approximates to an ellipsoid basin shape (that is,
the ‘more likely’ basin shape scenario), the total basin-wide guano accumulated (IG)
over the ‘more likely’ o30 degree slope accumulation area (Ao30) within Ardley
Lake (Supplementary Fig. 2), corrected for the effects of sediment focussing, is
then: Diatom analysis of the ARD and YAN records is as described in ref. 45 and
summarized in Supplementary Fig. 14, while Anvers Shelf marine core (ANVERS)
diatom analysis and chronology are described in Supplementary Methods and
summarized in Supplementary Fig. 15. IGAo30ellipðtÞ ¼ SGðtÞellip: Ao30
½
Units : g cm 2a 1cm2 ¼ g a 1
ð5Þ Data analysis. Bio-element assemblages are immobile in (Antarctic) lake sedi-
ments43 and guano input to sediments leads to the formation and preservation of
stable phosphates, such as struvite (Mg(NH4)PO4 x 6 H2O), leukoposphite and, in
particular, hydroxylapatite (Ca5(PO4)3(OH)), which is one of the dominant
compounds found in ornithogenic soils/sediments on King George Island. During
the precipitation of apatites, an exchange between Ca2 þ, PO43 , F and OH
and elements such as Ag, Br, Ba, Cd, Cu, Cr, I, Na, Mg, Mo, Pb, S, Se, Sr, U, V, Y
and Zn is possible, coupled to microbial-mediated degradation of solid phases78
(see Supplementary Note 1 for more details). ARTICLE Contiguous 1 cm
subsamples were taken in the top 20 cm of the YAN record, and at 2 cm intervals
between 20 and 38 cm and 188 and 210 cm core depth (dated to c. 6.1 cal ka BP). Freeze dried and homogenized sediment samples weighing 0.2–4.3 g were
microwave-extracted in DCM:Methanol (3:1, v/v). The total extracts were
saponified and GDGTs isolated following ref. 76. Prior to analysis the GDGT
extracts were filtered through a 0.2 mm Whatman PTFE filter. GDGT analysis was
undertaken using an Acquity Xevo TQ-S (triple quadrupole with step wave; Waters
Ltd.) LC-MS set up with an atmospheric pressure chemical ionization source (Ion
saber II) operated in positive ion mode. Analytical separation was achieved using a
Grace Prevail Cyano HPLC column (3 mm, 150 2.1 mm i.d.) fitted with an in-line
filter (Waters Acquity UPLC in-line filter, 0.2 mm) at 40 C using a binary solvent
gradient where eluent A was hexane and eluent B was propanol. The flow rate of
h
b l
h
l
h
d
fil
f To summarize, the basin-wide guano influx rate, SG, at time t, and total Ardley
basin maximum core depths of z (water depth þ sediment depth, in cm) at time t,
was calculated as follows: For an ellipsoid-basin: SGðtÞellip ¼ 2
3 1
z2
a
2za þ z
ð
Þ2
dzG
dtG
Units : g cm 2a 1
ð2Þ ð2Þ the mobile phase was 0.2 ml per minute with a gradient profile of 99% A 1% B
(0–50 min); 98.2% A 1.8% B (50–55 min); 90% A 10% B (55–65 min) and finally
99% A 1% B (66–80 min). The LC-MS settings were: source offset 50 V, capillary and 1.5 kV, desolvation temperature 200 C, cone voltage 30 V, desolvation gas (N2). Detection was achieved using selected ion monitoring of targeted [M þ H] þ ions
(dwell time 50 ms). ARTICLE The average relative proportion of guano or ornithogenically derived sediment
in the Ardley Lake sediment matrix (Fo.sed.) was estimated by using the mixing
equation (equation (1)), modified after Shultz and Calder80: Several studies have shown that catchment erosion and deposition in small
closed-basins with a single catchment and non-complex inflow characteristics (for
example, Ardley Lake) can be approximated by a linear relationship (see Several studies have shown that catchment erosion and deposition in small
closed-basins with a single catchment and non-complex inflow characteristics (for
example, Ardley Lake) can be approximated by a linear relationship (see
Supplementary Note 8 for references); thus, a reasonable approximation of the total
amount of sediment or, in this case, guano delivered (GD), by erosion (Ge), into the
Ardley Lake basin, can be obtained, simply from ratio of lake-area to catchment-
area, expressed as an estimated percentage: Fo:sed: rel:%
ð
Þ ¼
P
El¼Cu;Sr;Zn;P
El=Al
ð
Þsmp El=Al
ð
Þbgd
El=Al
ð
Þo:sed: El=Al
ð
Þbgd
4
100
ð1Þ rel %
ð
Þ ¼
P
El¼Cu;Sr;Zn;P
El=Al
ð
Þsmp El=Al
ð
Þbgd
El=Al
ð
Þo:sed: El=Al
ð
Þbgd
ð1Þ example, Ardley Lake) can be approximated by a linear relationship (see
Supplementary Note 8 for references); thus, a reasonable approximation of the total
amount of sediment or, in this case, guano delivered (GD), by erosion (Ge), into the
Ardley Lake basin, can be obtained, simply from ratio of lake-area to catchment-
area, expressed as an estimated percentage: (El/Al)smp is the element/aluminium ratio of selected bio-elements (Cu, P, Sr, Zn)
in Ardley Lake sediments and (El/Al)bgd (mean Ardley Island bedrock51) and (El/
Al)o.sed. (guano-bearing ornithogenic sediment and soils49) represent the respective
ratios in both end members. In order to minimize misinterpretation of this proxy,
we calculated the average fraction of ornithogenic sediment and soils in the lake
sediments using a combination of four chemically unrelated El/Al ratios. This
provided a buffering effect on possible variations in ornithogenic soil and bedrock
composition over time. In the resultant Fo.sed. percentage plotted in Fig. 4b, for
example, Fo.sed. ¼ 20%, means that 20% of the sediment sample is eroded
ornithogenic sediment-soil and 80% eroded bedrock. Theoretically, all Fo.sed. ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 determine the precise position of tephra deposits (see Supplementary Methods,
Supplementary Note 9, Supplementary Figs 3,7,10,12 for details). Electron Probe
Micro-Analysis (EPMA) of 165 glass-shards from the most prominent T4–T7
tephra layers in the YAN, ARD and Beak 1 Lake records (Beak Island; Layers Ta–e
(ref. 63)) was used to determine the eruption characteristics and source of mid-late
Holocene eruptions that likely had the biggest environmental impacts. Results were
compared with glass-shard analyses from age-equivalent tephra layers in marine
cores PC460/461 from the Scotia Sea (new data; this study) and similarly analysed
data in Moreton and Smellie23 from the Scotia Sea, northern Weddell Sea and Boyd
Strait, and in Fretzdorff and Smellie22 from the Bransfield Basin (see
Supplementary Methods, Figs 20,21, Supplementary Table 10). 40% provide evidence for guano input above the local bedrock-terrigenous
background level, but we used a weighted mean Fo.sed. value of 410% at the cut-off
for CONISS-defined geochemical zone to indicate the sustained presence of
penguins around Ardley Lake (Table 1, Supplementary Table 7). We calculated
post-eruption colony recovery intervals as the time taken until the percentage Fo.sed. value first returned to 410% within the subsequent guano phase to represent the
return of a sustained penguin presence around Ardley Lake. Measurement errors of
o1% mean our definitions provide very conservative buffers of penguin presence
during guano phases 1–5 (GP-1 to GP-5) (Table 2). Penguin population modelling results shown in Fig. 5 utilized dry mass Fo.sed.. accumulation rates (Fo.sed. DMAR in Fig. 4b), which were calculated following
standard procedures81 (that is, multiplying Fo.sed. percentages by the dry mass
accumulation rate, calculated from sedimentation rate and dry mass density data). We also used published penguin population parameters40,41 and the ‘most-realistic’
sediment focussed ellipsoid basin accumulation models81, assuming a o30 slope-
angle accumulation area within Ardley Lake of 5,682 m2 (out of a maximum
7,274 m2 lake basin area) (see Supplementary Fig. 2). Further accumulation area
scenarios, equations and references can be found in Supplementary Note 8. We
considered the shape of Ardley Lake basin to approximate between a steep-sided
hyperboloid basin and an ellipsoid basin (as below). Supplementary Methods, Figs 20,21, Supplementary Table 10). For the YAN-GDGT reconstructed temperature record, temperature-sensitive
glycerol dialkyl glycerol tetraethers (GDGTs) biomarkers were extracted from 41
samples using a microwave-assisted solvent extraction76,77. ARTICLE These trace elements, which have
naturally higher concentrations in penguin guano, are enriched in these phosphate
phases and then immobilized in soils and sediment profiles during this substitution
process. While the high correlation between Mg and P in ornithogenic soils from
Vestfold Hills has been used to indicate the presence of struvite79, their lack of
correlation in the Ardley Lake sediments means that Mg is likely derived from the
bedrock lithology (Supplementary Fig. 3, Supplementary Table 4), and
hydroxylapatite (Ca5(PO4)3(OH)) formation reflects guano input (Supplementary
Fig. 6). where Ao30 ¼ 5; 682 568 m2 ¼ 5:68107cm2; SGðtÞellip ¼ the value for each
100-year interval obtained from equation (2). Using guano production rates of 84.5±21.1 g (25% error estimate applied) per
penguin per day on Ardley Island, and a mean density of 0.31±0.19 gentoo
penguins per m2 (for Signy Island)40,41, we estimated the total amount of guano
delivered by erosion from the catchment into Ardley Lake as the guano yield (Gy)
and the area required for the reconstructed population. As the main breeding
season and ice/snow-free periods, when active erosion from catchments to lakes
occurs on Ardley Island, last for approximately 3–4 months each year (91.3±22.8
days; 25% error estimate; equation (6) and Supplementary Table 9), we calculated
the maximum amount of guano deposited per penguin (p 1), per year (a 1)
inside the catchment and delivered to the lake as the maximum possible guano
yield (Gy-100%) as follows: Gy100% ¼ D Pg ¼ 7; 716 2; 728 g a 1p 1 c:35% combined error
ð
Þ
ð6Þ where D ¼ mean occupation time per year±estimated error ¼ 365.25/4 or
91.3±22.8 days (25% error applied); Pg ¼ amount, in grams (g) of guano deposited
per year (a 1) per penguin (p 1). Methods
S
l
ll For data replication and comparison purposes, the total
inorganic carbon (TIC) of 69 (out of 385) samples from both cores was determined
coulometrically by a CM 5012 CO2 coulometer coupled to a CM 5130 acidification
module (UIC, USA) while total organic carbon was then calculated as the
difference between TC and TIC (TOC% ¼ TC% TIC%). Owing to the high
correlation between TC and TOC (R240.9997) and the negligible TIC
concentrations (av. 0.10 and o0.01 mass%) compared to TC values (av. 6.2 and 2.5
mass%) in both cores, TC is considered to reflect the amount of organic carbon in
both lake sediments. Quantitative XRF analysis for major and trace elements (SiO2,
Al2O3, CaO, K2O, Na2O, P2O5, As, Ba, Cu, Co, Ni, Sr, Y, Zn, Zr) was carried out
with a conventional wavelength dispersive X-ray fluorescence (WD-XRF)
spectrometer (Philips PW 2400). For WD-XRF, glass beads were prepared
following standard procedures74 and measurements undertaken in random order
to avoid artificial trends. Trace element analysis (Cd, REE) of selected samples was
performed by Inductively Coupled Plasma Mass Spectrometry (ICP-MS, Element 2
mass spectrometer, Thermo Scientific, Germany) at 2,500-fold dilution. For
additional details concerning ICP-MS measuring conditions, see Schnetger75. Selenium was determined on acid digestions by graphite atomic absorption
spectrometry (G-AAS) using a Unicam 939 QZ AA spectrometer and a Zeeman-
effect background correction. A Milestone DMA-80 Direct Mercury Analyser was
used for the measurement of mercury via cold vapour atomic absorption
spectroscopy (CV-AAS). ICP-MS and G-AAS standard acid digestion procedures
are described in Supplementary Methods. Overall, though, we found no consistent relationships between
guano inputs into Ardley Lake and local-regional atmospheric
and
ocean
temperatures
or
sea-ice
conditions
across
the
Holocene. Instead, the overriding driver of long-term penguin
colony change on Ardley Island was volcanic activity from
Deception Island. Three out of five mid-late Holocene guano-
phases were interrupted by volcanic ash fallout from eruptions
that were at least an order of magnitude greater than present-day
eruptions. Mid-late Holocene volcanic eruptions deposited layer
of volcanic ash across the landscape, which severely disrupted Following established procedures, we used visual descriptions, smear slides and
contiguous micro-XRF (m-XRF) scanning, at 200 mm and 2 mm intervals, to 11 ARTICLE Contiguous 1 cm
subsamples were taken in the top 20 cm of the YAN record, and at 2 cm intervals
between 20 and 38 cm and 188 and 210 cm core depth (dated to c. 6.1 cal ka BP). Freeze dried and homogenized sediment samples weighing 0.2–4.3 g were
microwave-extracted in DCM:Methanol (3:1, v/v). The total extracts were
saponified and GDGTs isolated following ref. 76. Prior to analysis the GDGT
extracts were filtered through a 0.2 mm Whatman PTFE filter. GDGT analysis was
undertaken using an Acquity Xevo TQ-S (triple quadrupole with step wave; Waters
Ltd.) LC-MS set up with an atmospheric pressure chemical ionization source (Ion
saber II) operated in positive ion mode. Analytical separation was achieved using a
Grace Prevail Cyano HPLC column (3 mm, 150 2.1 mm i.d.) fitted with an in-line
filter (Waters Acquity UPLC in-line filter, 0.2 mm) at 40 C using a binary solvent
gradient where eluent A was hexane and eluent B was propanol. The flow rate of
the mobile phase was 0.2 ml per minute with a gradient profile of 99% A 1% B
(0–50 min); 98.2% A 1.8% B (50–55 min); 90% A 10% B (55–65 min) and finally
99% A 1% B (66–80 min). The LC-MS settings were: source offset 50 V, capillary
1.5 kV, desolvation temperature 200 C, cone voltage 30 V, desolvation gas (N2). Detection was achieved using selected ion monitoring of targeted [M þ H] þ ions
(dwell time 50 ms). The target ions were m/z 1,302, 1,300, 1,298, 1,296 and 1,292
for the isoprenoid GDGTs (isoGDGTs) compounds and 1,050, 1,048, 1,046, 1,036,
1,034, 1,032, 1,022, 1,020 and 1,018 for the branched GDGT (brGDGTs)
compounds. GDGTs were identified and integrated using MassLynx software
(v.4.1) and GDGT-derived temperatures were calculated using the Antarctic and
sub-Antarctic GDGT-temperature calibration77 (see Data Analysis section). The
Antarctic and sub-Antarctic GDGT-MSAT surface calibration data set (comprising
32 sites in total) includes surface sediments from Yanou Lake, Ardley Lake and
three other lakes from Fildes Peninsula, along with two further lakes from Potter
Peninsula and four lakes from the Trinity Peninsula, north-eastern AP (including
Beak Island). pp
y
g
pp
y
For the YAN-GDGT reconstructed temperature record, temperature-sensitive
glycerol dialkyl glycerol tetraethers (GDGTs) biomarkers were extracted from 41
samples using a microwave-assisted solvent extraction76,77. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 For Ardley Lake, the amount of guano delivered in grams (g) per year (a 1) per
penguin (p 1) in the 11% guano (Gy–11%) yield scenario is given by: assess the uncertainties in cluster analysis. We used constrained incremental sum
of squares (CONISS) stratigraphically constrained cluster analysis with broken
stick analysis to define Diatom Zones (D) in the ARD, YAN and ANVERS records,
Geochemical Zones (GZ) in the ARD and YAN records, and Guano phase GP-1 to
GP-5 boundaries in the ARD record. Downcore cluster-zonation was undertaken
on ecologically grouped diatom percentage data and square-root transformed
geochemical data using the R packages vegan and rioja (see Supplementary
Methods for software references). Downcore trends in diatom and geochemical
data sets using Principal Components Analysis (PCA) were undertaken using
square-root transformed percentage XRF data and m-XRF (Total Scatter
Normalised (TSN)) percentage geochemical data and percentage diatom count
data. Gy11% ¼ 0:11 DPg
¼ 847 300 g a 1p 1
ð8Þ ð8Þ Gy11% ¼ 0:11 DPg
¼ 847 300 g a 1p However, small lakes with restricted inflow and/or low rates of catchment erosion
or slow sedimentation rates (that is, most typically high latitude, frozen lakes, for
example, Yanou Lake during the late Holocene) are better represented by an
exponential sediment delivery model, GDST (ref. 81), which, for Ardley Lake,
produces GDST ¼ 0:96% as follows: GDST ¼ 0:36 A 0:2
max
¼ 0:36 7; 274 0:2
¼ 0:96%:
ð9Þ ð9Þ This allowed us to estimate the number of penguins (P) present in the catchment at
time (t) for three guano-yield scenarios, Gy100%;11%;0:96%: This allowed us to estimate the number of penguins (P) present in the catchment at
time (t) for three guano-yield scenarios, Gy100%;11%;0:96%: For climate and sea-ice comparisons, the Yanou Lake reconstructed GDGT
temperature (YAN-GDGT) data (grey plot, with RMSE errors shaded grey in
Supplementary Fig. 16a) and the Maxwell Bay measured TOC data (sea-ice proxy
record)52 (grey plot in Fig. 4c) were smoothed using polynomial negative
exponential regression analysis. Results were similar to smoothing by LOESS first-
order polynomial regression with tri-cube weighting (not shown). Reconstructed
GDGT temperatures reflect MSAT (December, January, February or DJF) in the
shallow and well-mixed open lake water environment of Yanou Lake76,77. ¼ Pðnumber of penguinsÞ To further validate our findings, we also
calculated the catchment area required by the reconstructed colony population
using published gentoo penguin density values40 and calculated mixed-species
density values, partitioned according to published modern-day Ardley Island
gentoo-Ade´lie-Chinstrap species compositions41 and the corresponding species
density values40 (Supplementary Fig. 19b, Supplementary Table 9). After smoothing, all climate (YAN-GDGT, JRI29 and PD48); and sea-ice
(Anvers Shelf and Maxwell Bay52) data sets were resampled at 100-year intervals
(see Supplementary Methods). We then used 46–0 ka upper bound on the
weighted mean (95% confidence level) temperature, temperature anomaly, diatom
open water ratio and smoothed TOC- and diatom-based sea-ice proxy data (Fig. 4)
to define ‘warm’ and ‘sea-ice free’ (open-water) periods. We chose the
6–0 ka period and values greater than the upper bound on the weighted mean at
95% confidence level of the weighted mean as this provides the best longer-term
assessment of the mean temperature and variability that penguin colonies on
Ardley Island would have encountered. It also corresponds to the time period
covered by the terrestrial Yanou Lake GDGT-MSAT record. Using the
Pre-industrial era (1,000–250 cal a BP) and its upper bound on the weighted mean
value (95% confidence) produced similar timings for ‘warm’ and ‘open-water’
intervals. y
pp
y
g
pp
y
The ‘most-likely’ minimum guano-delivery (yield) scenario assumes that 11% of
the guano produced by penguins in the Ardley Lake catchment was eroded into
Ardley Lake. This scenario produced a peak guano phase GP-4 colony population
of 1,024±574 penguins, which occupied an area of 1,679–3,303 m2 out of the
66,249 m2 Ardley Lake catchment area (based on partitioned mixed species
minimum density–gentoo penguin maximum density values40). Meanwhile, the
0.96% guano-yield scenario produced a maximum peak GP-4 colony population of
11,723±5,104, which corresponds to an occupied area of 20,686–37,815 m2
(Supplementary Fig. 19). Therefore, the c. 66,250 m2 Ardley Lake catchment area is
easily large enough to accommodate all modelled population scenarios shown in
Fig. 5. Assuming a hyperboloid basin shape for Ardley Lake would result in an
average 33±25% reduction in the reconstructed population across all guano
delivery scenarios. To compare variations in cross-Peninsula climate during guano and non-guano
phases, we undertook normality tests and produced a set of descriptive statistics for
the whole Ardley Fo.sed. ¼ Pðnumber of penguinsÞ ¼ Pðnumber of penguinsÞ Since the catchment colony would have produced and/or deposited guano outside
the catchment area (for example, on foraging trips), and not all guano deposited in
catchment areas is currently eroded into lake due to various factors, for example,
utilization by vegetation, we consider the Gy–100% to be very unlikely. Therefore, we
consider the Gy–11% and IGAo30ellip tð Þ to best represent a possible ‘most likely’
minimum population scenario as follows: Since the catchment colony would have produced and/or deposited guano outside
the catchment area (for example, on foraging trips), and not all guano deposited in
catchment areas is currently eroded into lake due to various factors, for example,
utilization by vegetation, we consider the Gy–100% to be very unlikely. Therefore, we
consider the Gy–11% and IGAo30ellip tð Þ to best represent a possible ‘most likely’
minimum population scenario as follows: MINPAo30ellipðtÞ ¼ IGAo30ellipðtÞ
Gy11%
Units :
g a 1
g a 1p 1 ð11Þ ¼ Pðnumber of penguinsÞ
ð11Þ ¼ Pðnumber of penguinsÞ ¼ Pðnumber of penguinsÞ ¼ Pðnumber of penguinsÞ As a reality check, the Gy-11% and IGAo30ellipðtÞ scenario recreated the near-
absence of a penguin colony (o10 penguins) in the modern day catchment. Conversely, we consider that the Gy-0.96% and IGAo30ellipðtÞ scenario represents
the ‘most likely’ maximum population scenario: As a reality check, the Gy-11% and IGAo30ellipðtÞ scenario recreated the near-
absence of a penguin colony (o10 penguins) in the modern day catchment. As a reality check, the Gy-11% and IGAo30ellipðtÞ scenario recreated the near-
absence of a penguin colony (o10 penguins) in the modern day catchment. y
y
pð Þ
absence of a penguin colony (o10 penguins) in the modern day catchment. Conversely, we consider that the Gy-0.96% and IGAo30ellipðtÞ scenario represents
the ‘most likely’ maximum population scenario: Conversely, we consider that the Gy-0.96% and IGAo30ellipðtÞ scenario represents
the ‘most likely’ maximum population scenario: MAXPAo30ellipðtÞ ¼ IGAo30ellipðtÞ
Gy0:96%
Units :
g a 1
g a 1p 1 ð12Þ ¼ Pðnumber of penguinsÞ
ð12Þ ¼ Pðnumber of penguinsÞ
ð12Þ These two end-member scenarios are shown in Fig. 5, but since sedimentation rates
in Ardley Lake have varied significantly through time, it is possible that, when
erosion rates are high, for example, between c. 5.5 and 4.5 cal ka BP, the Ardley
Island colony population would be better estimated by a guano-yield scenario
somewhere between 11 and 100%. ARTICLE ARTICLE NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 For the
YAN record, whole YAN-GDGT data set 5th and 95th percentile outliers
(o 0.33 C and 48.61 C) 11.34 C and 13.84 C at 1,164 cal a BP and 3,135 cal a
BP, respectively, were excluded by smoothing analysis (Fig. 4a,c, Supplementary
Fig. 17a). These values were also greater than the 10.3 C maximum limit of the
surface sediment-MSAT Antarctic and sub-Antarctic GDGT-MSAT calibration
(ANT-GDGT) data set77. All reconstructed GDGT temperatures were greater than
the 2.2 C minimum limit of the ANT-GDGT calibration data set. The YAN-
GDGT o10 C data set was used in 6–0 ka weighted mean temperature anomaly
calculations, statistical analyses and hypothesis testing. The mean±1s 6–0 ka
reconstructed YAN-GDGT o10 C data set weighted mean MSAT value of
þ 2.39±2.67 C [95% confidence interval: 1.52–3.25 C] (Bootstrapping,
n ¼ 10,000, þ 2.38±2.61 C [1.52–3.25 C]; 5th/95th percentile ¼ 0.51/
þ 7.96 C; weighted by Antarctic GDGT calibration data set RMSE value of
1.45 C; Supplementary Table 7) encompasses the modern-day (1968–2015 CE)
observational mean summer (DJF) temperature from Bellingshausen Research
Station on Fildes Peninsula of þ 1.09±0.56 C (2s 95% measured range ¼ 0.03
to 2.21 C; n ¼ 48, 1968–2015 CE, where year refers to December) (Marshall, pers. comm.; SCAR-READER database: http://www.antarctica.ac.uk/met/READER/). On a regional to global-scale modern-day reconstructed lake sediment GDGT-
temperatures broadly reflect changes in air temperature77. At the local, small lake
scale, water temperature might decouple from observed MSAT due to factors
such as the thickness and length of seasonal lake ice-cover and the volume of
meltwater input, both of which suppress lake water temperatures. Conversely,
since water bodies store excess heat generated during extended ice-free seasons,
small and/or shallow lakes (o10 m deep) reach temperatures of 6 C or more
(for example, Sombre Lake, Signy Island)82. As the focus of this paper is
penguin colony reconstruction, we investigate these aspects further in a
forthcoming paper. Gy100% ¼ 7; 716 2; 728 g a 1p 1
Gy11% ¼ 847 300 g a 1p 1
Gy0:96% ¼ 74 26 g a 1p 1 as follows as follows PAo30ellipðtÞ ¼
IGAo30ellipðtÞ
Gy100%;11%;0:96%
Units :
g a 1
g a 1p 1 ð10Þ ¼ Pðnumber of penguinsÞ
ð10Þ ¼ Pðnumber of penguinsÞ
ð1 ARTICLE values GD ¼ Gy100%
Ge
¼ Alake
Acatch
¼ 7; 274
66; 249
m2
m2 ¼ 1 : 9 ¼ 11%
ð7Þ ð7Þ where GD is the ratio, expressed as a percentage, of the total guano produced in the
catchment (Gy-100%) and the total guano-eroded from the catchment (Ge) into the
lake, which, here we approximate to the lake area: lake catchment ratio,
Alake=Acatch. Alake=Acatch. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 12 ARTICLE 22) and is present in the JRI ice core29. Neither the 1976 or
1970 eruptions formed visible ash layers near the top of the ARD core, probably
because only up to 1 mm of ash was deposited on Fildes Peninsula21. Therefore, we
broadly equated major VEI ¼ 3 eruptions from Deception to visible tephra deposits
o1 cm thick in the YAN and ARD records, and airfall ash deposits 41 cm thick to
VEI43 eruptions. Since the post-deglaciation (after c. 8–7.5 cal ka BP) lithogenic
deposition style in YAN and ARD is predominantly fine-grained silt-clay, the sand
dry mass accumulation rate (DMAR) provided a useful proxy for eruption size and
the volume of tephra deposited onto Ardley Island and King George Island during
VEI
3
i
(Fi
4 b S
l
Fi
12 20 21)
hil
l
d C /Ti 18. Li, C. et al. Two Antarctic penguin genomes reveal insights into their
evolutionary history and molecular changes related to the Antarctic
environment. Gigascience 3, 27 (2014). g
19. Levy, H. et al. Population structure and phylogeography of the Gentoo Penguin
(Pygoscelis papua) across the Scotia Arc. Ecol. Evol. 6, 1834–1853 (2016). 20. Bartolini, S., Geyer, A., Martı´, J., Pedrazzi, D. & Aguirre-Dı´az, G. Volcanic
hazard on Deception Island (South Shetland Islands, Antarctica). J. Volcanol. Geotherm. Res. 285, 150–168 (2014). 21. Pedrazzi, D., Aguirre-Dı´az, G., Bartolini, S., Martı´, J. & Geyer, A. The 1970
eruption on Deception Island (Antarctica): eruptive dynamics and implications
for volcanic hazards. J. Geol. Soc. London 171, 765–778 (2014). 22. Fretzdorff, S. & Smellie, J. L. Electron microprobe characterization
of ash layers in sediments from the central Bransfield basin (Antarctic
Peninsula): evidence for at least two volcanic sources. Antarct. Sci. 14, 412–421
(2003). 23. Moreton, S. G. & Smellie, J. L. Identification and correlation of distal tephra
layers in deep-sea sediment cores, Scotia Sea, Antarctica. Ann. Glaciol. 27,
285–289 (1998). Data availability. Key data sets for this study are in Supplementary Data files 1–7. All data produced by this study and associated IMCOAST/IMCONET projects are
available from the corresponding author (sjro@bas.ac.uk) and the NERC Polar
Data Centre (BAS) (https://www.bas.ac.uk/data/uk-pdc/) and Pangaea Data
Publisher website (AWI) (https://www.pangaea.de/). Antarctic location maps
and spatial data in Fig. 1 are the LIMA (Landsat Image Mosaic of Antarctica)
downloaded from https://lima.usgs.gov/index.php and the SCAR Antarctic Digital
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consistent with natural variability. ARTICLE 1a and Supplementary Figs 20,23 is the ESRI Ocean Basemap
(http://goto.arcgisonline.com/maps/Ocean_Basemap) used under a BAS-NERC
software license. Satellite images and image derivatives in Figs 1c,d and 6 and
Supplementary Figs 2,22,23 are copyright of DigitalGlobe, Inc. All Rights Reserved
(Catalogue numbers: 1030010020C0C900 and 11MAR04115702), reproduced at
low resolution in a static format under a BAS-NERC educational license, and are
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l
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(2013). 28. Bjo¨rck, S., Håkansson, H., Zale, R., Karlen, W. & Jo´nsson, B. L. A late Holocene
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climate and ice-shelf history. Nature 489, 141–144 (2012). ¼ Pðnumber of penguinsÞ data set (weighted by 1s error), the YAN-GDGT o10 C
temperature data set, the JRI temperature anomaly data set29, and the PD 0–200 m
sea-surface temperature (PD-SST) record48 (weighted by published errors, where
available). Using a ¼ 5% and 10% significance levels for three hypothesis test
scenarios A–C shown in Supplementary Table 8, we first performed Fisher’s F-test
Variance Ratio analysis. Since some data sets were not normally distributed, we
then used the Mann–Whitney U-statistic to test the hypothesis that temperature
and temperature anomaly distributions in the YAN-GDGT o10 C, JRI, PD-SST
records were statistically different during the five guano-influenced phases
(Scenario 1A in Supplementary Table 8) compared to the eight non-guano phases
(Scenario 2A). We then repeated this process comparing guano phases of the mid-
Holocene (8.2–4.2 ka; 1B) to those of the late Holocene (4.2–0 ka; 2B), and for late
Holocene guano phases (1C) versus non-guano phases (2C). We also undertook
similar hypothesis testing using the Maxwell Bay sea-ice and Anvers Shelf open-
water data sets to determine whether sea-ice conditions within guano and non-
guano were statistically different in the three scenarios (A–C) described above. Results are summarized in Supplementary Table 8. It is important to note that the apparent increase in the amount of guano
deposited into Ardley Lake over the last 500 years is less than the significant 10%
Fo.sed. level we used to determine colony presence elsewhere in its Holocene record,
and only equates to a total of 65±48 penguins (using the 11% guano-delivery
scenario). This also illustrates why the Ardley Lake guano phase colony was too
small after c. 2,500 years for us to determine whether volcanic activity had a
significant impact. Correlation analysis of geochemical data was undertaken using R 2.15.2
(R Foundation for Statistical Computing). Hierarchical R-mode cluster analyses
were conducted with the R package ‘Pvclust’ (version 1.2-2) using average linkage
and a correlation-based dissimilarity matrix (see Supplementary Methods for
software references). Based on multi-scale bootstrap resampling (number of
bootstraps: 10,000), approximately unbiased P values were further calculated to 13 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 Apart from one recent minor eruption, all visible (that is, 42 mm thick)
Holocene-age tephra deposits in lake, marine and ice core records of the northern
Antarctic Peninsula (N-AP), SSI and Scotia Sea have been linked to VEI ¼ 3 or
VEI43 eruptions from Deception Island20–23,27–29,58,63,83,84 (Supplementary Note
9, Supplementary Figs 20, 21, Supplementary Tables 3, 10). Tephra from even
relatively small 1967 and 1970 CE Deception Island eruptions (VEI ¼ 3) reached
more than 150 km (ref. 22) and is present in the JRI ice core29. Neither the 1976 or
1970 eruptions formed visible ash layers near the top of the ARD core, probably
because only up to 1 mm of ash was deposited on Fildes Peninsula21. Therefore, we
broadly equated major VEI ¼ 3 eruptions from Deception to visible tephra deposits
o1 cm thick in the YAN and ARD records, and airfall ash deposits 41 cm thick to
VEI43 eruptions. Since the post-deglaciation (after c. 8–7.5 cal ka BP) lithogenic
deposition style in YAN and ARD is predominantly fine-grained silt-clay, the sand
dry mass accumulation rate (DMAR) provided a useful proxy for eruption size and
the volume of tephra deposited onto Ardley Island and King George Island during
VEI43 eruptions (Fig. 4a,b, Supplementary Figs 12,20,21), while elevated Ca/Ti
ratios and PCA2 values from combined 2 mm and 200 mm m-XRF scanning data
and the reliable single-species aquatic moss age-depth model provided precise
stratigraphic constraints on the positions (and ages) of tephra deposits in the YAN
record (Supplementary Note 9, Supplementary Figs 9–11,16, Supplementary
Table 3). Apart from one recent minor eruption, all visible (that is, 42 mm thick)
Holocene-age tephra deposits in lake, marine and ice core records of the northern 16. Emslie, S. D., Polito, M. J., Brasso, R., Patterson, W. P. & Sun, L. Ornithogenic
soils and the paleoecology of pygoscelid penguins in Antarctica. Quat. Int. 352,
4–15 (2014). g
p
p
Antarctic Peninsula (N-AP), SSI and Scotia Sea have been linked to VEI ¼ 3 or
VEI43 eruptions from Deception Island20–23,27–29,58,63,83,84 (Supplementary Note 17. Clucas, G. V. et al. A reversal of fortunes: climate change ‘winners’ and ‘losers’
in Antarctic Peninsula penguins. Sci. Rep. 4, 5024 (2014). 9, Supplementary Figs 20, 21, Supplementary Tables 3, 10). Tephra from even
relatively small 1967 and 1970 CE Deception Island eruptions (VEI ¼ 3) reached
more than 150 km (ref. NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications Acknowledgements This study forms part of the ESF-funded IMCOAST project, AP-6 led by S.J.R., and the
EU project IMCONet (FP7404 IRSES, action no. 319718; coordinated by the Alfred
Wegener Institute, Helmholtz Centre for Polar and Marine Research, Germany) with
additional funding from the Natural Environmental Research Council (NERC), and the
German Research Foundation (DFG project no. BR 775/25-1) and logistic support from
the NERC-British Antarctic Survey (BAS), HMS Endurance and 892 Naval Air Squadron,
the Alfred Wegner Institute (AWI) and the Instituto Anta´rtico Argentino (IAA). We
thank NERC for funding studentship NE/J500173/1 (BAS and Newcastle University) to
L.C.F. (supervisors S.J.R., E.J.P., D.A.H., S.J.). We thank colleagues at the Chinese Great
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analyses, technical assistants at the Institute for Chemistry and Biology of the Marine
Environment (ICBM), Hilary Blagbrough and Paul Geissler at BAS, S. Xu at the SUERC
AMS Facility, Chris Hayward (EPMA, University of Edinburgh), the Natural History
Museum (Tring) for access to, and advice about, their avian fossil-bone collection, Helen
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S.J.R., D.A.H., E.P.H., M.J.B. and P.F.; P.M., S.J.R., L.C.F., E.J.P., S.J., J.L., B.S., H.-J.B. undertook analytical work and data analysis and contributed to the manuscript; S.J.R. and S.J.D. undertook and interpreted core scan data, A.R.H. and C.S.A. collected and
conducted diatom analyses on marine cores from the Anvers Shelf; L.I. and P.F. per-
formed satellite vegetation mapping analysis; R.O. identified mosses used for radiocarbon
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penguin populations at Ardley Island in the Antarctic, as deduced from the 14 NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/ NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications Additional information 71. Van Daele, M. et al. The 600 yr eruptive history of Villarrica Volcano (Chile)
revealed by annually laminated lake sediments. Geol. Soc. Am. Bull. 126,
481–498 (2014). Supplementary Information accompanies this paper at http://www.nature.com/
naturecommunications 15 NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications URE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications r The Author(s) 2017 NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms14914 Competing interests: The authors declare no competing financial interests. 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/ Reprints and permission information is available online at http://npg.nature.com/
reprintsandpermissions/ How to cite this article: Roberts, S. J. et al. Past penguin colony responses to explosive
volcanism on the Antarctic Peninsula. Nat. Commun. 8, 14914 doi: 10.1038/
ncomms14914 (2017). Publisher’s note: Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. r The Author(s) 2017 NATURE COMMUNICATIONS | 8:14914 | DOI: 10.1038/ncomms14914 | www.nature.com/naturecommunications 16
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A physical zero-knowledge object-comparison system for nuclear warhead verification
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ARTICLE
Received 27 Feb 2016 | Accepted 12 Aug 2016 | Published 20 Sep 2016
DOI: 10.1038/ncomms12890
OPEN
A physical zero-knowledge object-comparison
system for nuclear warhead verification
Sébastien Philippe1, Robert J. Goldston2, Alexander Glaser1 & Francesco d’Errico3,4
Zero-knowledge proofs are mathematical cryptographic methods to demonstrate the validity
of a claim while providing no further information beyond the claim itself. The possibility of
using such proofs to process classified and other sensitive physical data has attracted
attention, especially in the field of nuclear arms control. Here we demonstrate a non-electronic fast neutron differential radiography technique using superheated emulsion detectors
that can confirm that two objects are identical without revealing their geometry or composition. Such a technique could form the basis of a verification system that could confirm the
authenticity of nuclear weapons without sharing any secret design information. More broadly,
by demonstrating a physical zero-knowledge proof that can compare physical properties of
objects, this experiment opens the door to developing other such secure proof-systems for
other applications.
1 Department of Mechanical and Aerospace Engineering, Princeton University, E-Quad, Olden Street, Princeton, New Jersey 08544, USA. 2 Princeton Plasma
Physics Laboratory, Princeton University, PO Box 451, MS 41, Princeton, New Jersey 08540, USA. 3 School of Engineering, University of Pisa, Largo Lazzarino
1, 56126 Pisa, Italy. 4 School of Medicine, Yale University, 300 Cedar Street, New Haven, Connecticut 06520, USA. Correspondence and requests for
materials should be addressed to S.P. (email: sp6@princeton.edu).
NATURE COMMUNICATIONS | 7:12890 | DOI: 10.1038/ncomms12890 | www.nature.com/naturecommunications
1
ARTICLE
NATURE COMMUNICATIONS | DOI: 10.1038/ncomms12890
T
he next round of arms-control agreements may require a
trusted verification mechanism to confirm the authenticity
of items presented as nuclear warheads. Proliferation and
national security concerns require, however, that such a
verification mechanism reveals no information about the
composition or design of these warheads1–3. Considerable
research efforts have been directed towards the development
of engineered information barriers to address this paradox4,5.
These barriers consist of automated measurement and analysis
systems that process sensitive information but only display the
results of internal analysis in a binary manner (valid object and
invalid object). These systems are, by their nature, at risk of
electronic tampering and snooping—and their trusted
implementation has so far proved difficult to realize6–8.
Glaser, Barak and Goldston (GBG)6 have recently proposed a
different approach based on a zero-knowledge interactive proof,
or protocol, for warhead verification. Physical zero-knowledge
protocols can be used to perform comparisons or computations
on physical data such that sensitive information is never
measured and does not need to be protected afterwards9. They
rely on the concept of interactive zero-knowledge proofs,
originally developed for computational cryptographic
applications10, which have the property of yielding no
knowledge beyond the validity of the assertion being proven.
This property remains guaranteed only if the prover follows
the protocol11. Attempts at cheating open the possibility
of information leakage, a potential deterrent for a range of
attacks6,7. The timely demonstration of a trusted zeroknowledge warhead inspection system would represent a
breakthrough towards a verification regime targeted at deeper
and multilateral cuts in nuclear arsenals. Other critical
applications of physical zero-knowledge proofs could include
any system where classified or personal data need to be
protected, such as in forensic DNA analysis9.
We have devised a physical zero-knowledge system, using a
non-electronic neutron differential radiography technique, to
perform reproducible object comparison without ever acquiring
data about the objects being compared. We employ this system to
demonstrate experimentally the validity of key aspects of the
protocol for warhead verification proposed by GBG. In a real
inspection, this protocol requires the existence of at least one
reference warhead, for example, retrieved from active delivery
systems12,13 at the inspector’s designation. Using simple
radiographic test objects, we find experimentally that items
practically identical to the reference item can be confirmed to be
genuine while inspectors gain no knowledge about their geometry
and composition. Furthermore, items differing significantly from
the reference item can be discriminated.
Results
A zero-knowledge object-comparison system. Our technique
compares the neutron radiographic profile of an inspected item
against that of a reference item at various energies (in particular
14 MeV) to confirm that the items are identical within experimental accuracy (Fig. 1). In the case of nuclear weapons, such
data are highly sensitive. We circumvent this problem by
recording the radiographs of the inspected items on sets of previously exposed superheated emulsion (bubble) detectors14
preloaded with the ‘complement’ of the transmission image of
the reference item (or any item claimed to be similar to the
reference item; Fig. 1a). In this case, the ‘complement’
implemented by the host, the owner of the items, is defined as
the preload that will result in the total fluence recorded in each
detector being the same as if no item had been present when the
inspected item is the same as the reference item—we call this total
2
count Nmax. Such a radiograph with a flat profile of Nmax and
Poisson noise conveys zero information. We emphasize that the
inspector is not present while the host prepares the preloads. In
the GBG protocol the inspector is offered multiple sets of
detectors preloaded by the host and then randomly selects which
to use either with the reference item(s) or with the inspected
item(s). This prevents the host from matching with certainty a
modified preload to a spoof warhead. The use of non-electronic
detectors in the protocol also avoids the risks of electronic
tampering by the host once the preload has been selected and of
electronic snooping by the inspector to attempt to learn the
preload pattern.
The inspection protocol. We envision that the GBG protocol
could be realized the following way: first, the host declares (n 1)
items as ‘treaty accountable items’ that are to be inspected and
compared with a reference item (for a total of n items). Here we
assume a single reference item, but there could be more than one
in principle. The host claims that all n items are identical. Then,
the parties must agree to the appropriate level of statistics for the
inspection. This includes agreeing on Nmax as well as any statistical test to be applied to the data. Probabilities of passing a test
depend on random choices made by the inspector and the
measurement noise, which are independent between each invocation of the inspection test. Finally, we assume that parties have
agreed on procedures for chain of custody, perimeter monitoring
and other security measures related to the conduct of the
inspections.
Initialization
1. The host produces a collection of detectors. He measures and
records their neutron efficiency curves. The inspector then
chooses a subset of these detectors to be used in the
inspections, and can take home the others and independently
confirm their calibration curves.
2. The host takes a large number of radiographs of non-reference
items at m different angles, and l different incoming neutron
energies minimizing any systematic errors in the preloads. The
radiographs can be taken on non-reference items to avoid
difficulties associated with maintaining chain of custody for
the reference item, which is the only item inspectors believed
to be genuine before inspections start.
Preparation of preloads. The host, without the inspector present,
prepares n preloaded detector sets pki;j with k ¼ 1yn, each
corresponding to the complement image of the treaty accountable
items (claimed to be identical to the reference) at a particular
angle yi, for i ¼ 1ym, and particular energy Ej, for j ¼ 1yl.
Inspection
1. The inspector calls for an orientation yi of the items and
energy Ej of the neutron beam.
2. The host presents the corresponding n preloaded detector sets
p1i;j ; . . . ; pni;j to the inspector (including the associated calibration data). The inspector chooses a random assignment of the
detector sets to the reference item and (n 1) inspected items.
3. The items are exposed to the neutron source and their
radiographs are recorded on the preloaded detectors. Both
parties monitor the source fluence—each with their own
apparatus. This ensures the inspector that a measurement is
NATURE COMMUNICATIONS | 7:12890 | DOI: 10.1038/ncomms12890 | www.nature.com/naturecommunications
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NATURE COMMUNICATIONS | DOI: 10.1038/ncomms12890
a
b
+
=
Valid
Complement
(Accept)
=
+
Spoof
Complement
c
Single-pixel
bubble detector
(Reject)
Collimated neutron beam
(14-MeV DT generator)
AL
AL
Reference item
AL
SS
SS
AL
AL
SS
AL
SS
d
Staging area
(with reference item)
1 2 3 4 5 6 7
Detector position
Detector array
Figure 1 | Experimental realization of a physical zero-knowledge object comparison system. (a) Concept of zero-knowledge differential neutron
radiography using superheated droplet detectors. Items are exposed to a neutron beam and their 2D transmission radiographs are recorded on detectors
preloaded with the complement radiograph (including Poisson noise) of a reference item. If the item is valid (identical to the reference), the final radiograph
is identical to the expected exposure if no object had been present (in the ideal implementation the root mean square deviation from the expected bubble
count, Nmax, is solely because of Poisson noise, (Nmax)0.5). If the item is a spoof with an experimentally significantly different radiograph, some
characteristic features appear in the final radiograph (the results are no longer zero-knowledge) and the inspector rejects the proof. Each pixel represents
the bubble count from a single superheated droplet (bubble) detector. (b) Picture of an irradiated superheated droplet (bubble) detector. Some metastable
droplets vapourized and expanded into macroscopic bubbles after a neutron interaction. The bubble count reflects the total fluence delivered to the
detector. (c) One-dimensional experimental realization with superheated droplet detector array, reference item (black box hood not shown) on staging area
and aperture of a 14 MeV collimated neutron beam. The set-up is placed in a room shielded with borated concrete walls. A fast neutron counter (not
shown) monitored the source fluence along the axial direction. (d) Composition and pattern of the reference item with detector positions (AL, aluminium;
SS, stainless steel).
taking place, and that the agreed fluence corresponding to
Nmax has been provided.
4. After the inspection of each item, the number of macroscopic
bubbles in each detector is counted. Both parties compute the
result of the agreed upon test for the hypothesis that the
distribution of the counts is n independent Poisson random
variables each with expectation Nmax.
5. Some detectors, as selected by the inspector, are recompressed
(to remove the bubbles, preparing them for re-use) and reexposed to the source to verify their functionality and specified
calibration.
Test repetition. The inspection phase can be repeated to increase
arbitrarily the soundness of the proof. The inspector can decide to
re-test items at the same angle and energy (for example, if a
particular item has failed the test), or continue to test the items at
another (yi, Ej) pair. By this means, the protocol can meet
arbitrarily stringent overall false-positive and -negative rates by
accumulating statistics. Strategies to minimize the effort to
achieve specific overall type I and type II errors will be the subject
of a future publication.
In this realization, we assume that the inspector follows the
protocol described here. All actions of the inspector, unlike those
of the host, are performed in public view of both parties. In
particular, the inspector has only access to the bubble count in
each detector using an agreed-upon bubble-counting technique.
She does not, for example, have any possibility to measure the
neutron-induced activation level of the bubble detectors.
Properties of the protocol. Zero knowledge: At the end of the
protocol, if the host behaved honestly, we expect the total bubble
count in each detector to be Poisson-distributed with expectation
value Nmax, the sum of a matching preload and radiograph—
equal to the total count if no item had been present between the
source and the detectors. For the zero-knowledge property to be
conserved, neither the signal nor the noise may carry
information.
For a particle beam experiment, where many particles would
strike a detector for every recorded interaction, and in the case
where discrete counts are independent, random and occurring at
a constant rate, the counts should be distributed according to a
NATURE COMMUNICATIONS | 7:12890 | DOI: 10.1038/ncomms12890 | www.nature.com/naturecommunications
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NATURE COMMUNICATIONS | DOI: 10.1038/ncomms12890
Poisson distribution15–17. Recalling that the sum of two
independent Poisson random variables is a Poisson random
variable18, we obtain that the sum of the radiograph and its
matching complement is Poisson-distributed with parameter
Nmax—that is, both the mean and variance of this distribution are
Nmax, in the limit of high accuracy of calibration and preload as
discussed infra.
Therefore, as long as the items are identical, the verifier
observes n independent draws from a Poisson(Nmax) random
variable. Since the inspector could have sampled this a priori, she
does not learn anything.
Soundness and completeness: The soundness and completeness
of the protocol are based on the assumption that two items with
significantly different geometry and/or composition result in a
difference in the expected bubble counts. ‘Significant differences’
are defined by the parties within the treaty protocol.
Neutron counts in the detectors are affected by the geometry
and physical properties of the item. For example, neutron opacity
depends on the total neutron cross-section, which is energy- and
nuclide-dependent; neutron intensities and their distributions at
large angles depend on elastic and inelastic scattering, fission and
(n,2n) reaction cross-sections, again energy- and nuclidedependent; geometry and fissile material composition affect the
neutron multiplication factor, which is also energy-dependent.
Exposing the inspected item to different neutron energies
allows verifying that both geometry and material composition are
not significantly different. Energies at which neutrons are highly
penetrating (such as 14-MeV neutrons) or where large differences
in fission cross-sections19, or large resonances in the total crosssection20 exist, are of particular interest. It is possible to probe the
object at an energy lower than the detector energy threshold for
bubble nucleation to emphasize differences in the fission
signature21.
Formally, we assume that if an item X is not significantly
different from the reference item, then it passes inspections at all
angle–energy (yi, Ej) pairs with probability of at least (1 a),
where a is the false-positive rate. Furthermore, we make the
physical assumption that there exists b such that for any reference
item X and any object Y created by the adversary, if Y
significantly differs from X, then there exists an orientation–
energy pair (yi, Ej) such that testing with these parameters the
inspector will declare the item to pass the inspection with
probability of at most b.
If the host is cheating, at least sZ1 spoofs are presented for
inspection. Suppose the host also provide ps spoof preloads
(defined as the complement of the spoof item) and (n ps) valid
preloads (complement of the reference item). One of the
following cases must apply:
In the first case, s 6¼ ps , then either at least one spoof is tested
against a valid preload or at least one valid item is tested against a
spoof preload. In either case, the cheating host evades detection
with probability of at most b.
In the second case, s ¼ ps, one of the items will be tested against
1
the wrong type of preload with probability 1 Cðn;s
Þ where C(n,s)
is the number of s combinations from the set of n items. Thus, the
adversary evades detection with probability of at most
1=C ðn; sÞ þ bð1 1=Cðn; sÞÞ. In this case, the probability of
evasion is always greater than b. Therefore, such a cheating
strategy should always be preferred over s 6¼ ps .
Since s n 1, the probability of evasion is maximized when
s ¼ ps ¼ 1 or s ¼ ps ¼ n 1. Since s is under host control, we
assume that the host will present n 1 spoofs and their associated
spoof preloads. In this case, the probability to evade detection is
bounded by 1=n þ bð1 1=nÞ. Therefore, for the protocol
to be sound 1=n þ bð1 1=nÞo1 a, which can also be
written as bo1 an=ðn 1Þ. In the worst case, n ¼ 2
4
(only one reference and one inspected item), bo1 2a, which
also means that ao1/2.
As noted above, the probability of evading detection can be
arbitrarily reduced by re-testing. This would also detect cases
where the host provides n preloads with counts between those of
the spoof and the reference item. The closer b is to
1 an=ðn 1Þ, the more repetition will be needed to ensure a
high soundness level, however. Efficient and acceptable testing
strategies based on the values of a, b and the soundness and
completeness levels negotiated between parties will need to be
developed. For n ¼ 10 and b ¼ 0.1, the probability of evasion
would be equal to 0.19, which may be sufficient to deter the host
from using the strategies we described.
Experimental realization. For this proof of principle, and to
provide a physical basis to the GBG protocol, we inspected simple
items in one orientation with one neutron beam energy fixed at
14 MeV. We represented the reference warhead and the inspected
items by combinations of 2-inch cubes of aluminium and steel.
The cubes attenuate differently 14 MeV neutrons (44% and 27%
for 2.54 cm of steel and aluminium, respectively) and can be
arranged in different patterns. Figure 1c shows the experimental
set-up, as well as the cube pattern used to represent the internal
components of the reference item. The item also included a ‘black
box’ aluminium hood to mimic the fact that inspected objects
would likely be in containers, hiding their appearance. In a real
implementation, to prevent disclosure of the preload, the detectors would also be covered with visually opaque material until the
irradiation of the items was complete. In addition, a fast neutron
counter monitors the source fluence to assure that it is the agreed
value to produce the total number of bubbles expected in the
detectors in the absence of a test item.
To prove the validity and usefulness of our technique, we tested
both its ability to convey zero knowledge in cases where the item
presented for inspection is identical to the reference item (valid
case) and its robustness to detect cases in which the cube pattern
had been altered, referred to as spoofs.
For an interactive zero-knowledge proof applied to nuclear
warhead verification, the burden of proof22 falls on the host
(the owner of the inspected items) to demonstrate that his claim
is robust while his secrets are protected. As mentioned earlier, to
prepare the inspection, the host must calibrate the measurement
system and appropriately characterize the reference item.
The calibration will be checked by inspectors through test
irradiations in the absence of interposed items. In our
demonstration, after characterizing the fluence response
function, f, of the detector system, we acquired 10 radiographs
of the reference item and summed the results at each detector
position. Each exposure lasted B4 min; without an interposed
item, the corresponding fluence would produce a total value of
NmaxB1,200 bubbles.
Once the reference item is fully characterized, the host can
produce the necessary complementary radiographs, by irradiating the bare detectors
to a fluence equal to
f 1 ðNmax Þ f 1 Nref ;i where f 1 is the inverse of the detector
response function (counted bubbles as a function of counts from
the reference fast neutron detector), and Nref,i the bubble count
obtained from the radiograph of the reference item at every
position i ¼ {1,...,7}. f is a nonlinear function of the number of
bubbles present in a bubble detector. The nonlinearity is because
of bubbles occulting one another in the photographic images used
for bubble counting (see Fig. 1b). Individual exposure was kept at
NB120 to avoid large nonlinear bubble-counting response. The
analysis reported hereafter is based on the number of bubbles
present in the detectors, which is somewhat larger than the
NATURE COMMUNICATIONS | 7:12890 | DOI: 10.1038/ncomms12890 | www.nature.com/naturecommunications
ARTICLE
NATURE COMMUNICATIONS | DOI: 10.1038/ncomms12890
Experimental results. We performed measurements for five
different scenarios, one with an inspected item identical to
the reference item and four scenarios with spoofs whose cube
patterns differed from that of the reference item. During the
inspections, the patterns were placed under the ‘black box’ hood
and their radiographs recorded on a set of seven bubble detectors
preloaded with the complement radiograph of the reference item.
Each scenario was repeated 10 times and the bubble counts were
summed to achieve an effective Nmax ¼ 1,191. The use of 10
measurements allowed us to use the variance of the mean to
determine the error bars in the measurement experimentally. In
general, this variance was found to be indistinguishable from the
measurement as expected from Poisson statistics (see Methods).
Figure 2a summarizes all our experimental results (the results
uncorrected for occultation are shown in Methods). Figure 2b
shows good agreement between Monte–Carlo neutron transport
simulations of the experiment that calculated the neutron fluence
in the detectors using the code Monte Carlo N-particle23, and the
experimental results. These data also support the validity of our
nonlinear occultation model.
In the ‘valid’ case, data are randomly distributed
around Nmax and the measured mean variance from
P7 ðN Nmax Þ2
¼ 2646, is in good agreement with the
Nmax,
i¼1
7
P7 ð2Nmax þ Nref Þ0:5 2
Þ ¼ 2964. This is consistent
predicted value of i¼1 ð
7
with an inspector gaining no knowledge about the transmission
profile of the reference item from this measurement. In the first
diversion scenario (Spoof1), the cubes making up the inspected item
are swapped from left to right compared with the reference item.
This change can be easily identified in the data. The next two
diversion scenarios (Spoof2 and Spoof3) consisted of altering the
reference item pattern by either adding (increased attenuation) or
removing (decreased attenuation) a single steel cube. Again, both
cases are clearly identified as different from the reference item with
very high confidence. Finally, in the last case (Spoof4), an
aluminium cube replaced a steel cube on the right side (small
a
2,000
Experimental results (bubbles)
1,800
1,600
1,400
1,200
1,000
800
600
Valid
b
Experimental results (bubbles)
number counted, obtained by correcting the data for bubble
occultation (See Methods). In practice, when preparing detectors
for individual exposure, we used a linear approximation to f,
which introduced a o2% error in the preloads.
It is necessary to correct for the slight difference in gain
between bubble detectors and for the effect of the location of any
given detector. The number of bubbles is not exactly Nmax in each
detector exposed to the same fluence when no item is present.
Using data from 10 different exposures of the detectors at a
fluence f 1(Nmax), we found that our detectors differed in
efficiency with 3.7% 1 s dispersion. We corrected our results to
take these variations into account. This calibration itself
introduces a variance of Nmax in the final experimental
results. The total expected variance for our measurements
consists of (1) this calibration variance, Nmax, (2) the variance
of the radiograph of the reference item (or valid item), Nref,
(3) the variance of the preload, Nmax Nref and (4) the variance of
the
subsequent
exposure
of
the
inspected
item,
Nitem. The calibration variance (1) and the reference radiograph
variance (2) can be driven down as low as desired by the
inspector and the host, respectively. The former will improve
the sensitivity of the measurement, while the latter will prevent
this variance from being a source of information leakage
when a large number of valid items is inspected. In the limit
where only variance sources (3) and (4) play a role, and an
valid item is presented, therefore, Nitem ¼ Nref, then the expected
distribution is Poisson with the mean value Nmax and variance
Nmax.
Spoof 1
Spoof 2
Spoof 3
Spoof 4
2,000
1,500
1,000
500
0
Predicted by occultation model
Expected linear relationship
Observed data
Data corrected for occultation
0
500
1,000
1,500
MCNP simulations (bubbles)
2,000
Figure 2 | Experimental evidence of a practical physical zero-knowledge
proof. (a) Experimental results for the five inspection scenarios
investigated (valid item and four spoofs denominated Spoof1 to Spoof4).
The item patterns are represented for each scenario with white as empty,
light grey as aluminium and dark grey as steel. The results are corrected for
the nonlinear counting effect. Error bars represent one s.e.m. calculated at
each detector position from the 10 measurements performed for each
scenario and the calibration data (obtained from 10 measurements with no
item). The light grey band around Nmax represents the expected error from
a valid item (2Nmax þ Nref)0.5. The dark grey band corresponds to the
minimum achievable value with Nmax bubbles, (Nmax)0.5. The test statistic
P ðN Nmax Þ2
T ¼ 7i¼1 2N
was compared with a w2 distribution with 7 degrees of
max þ Nref
freedom, giving the following results for each scenario: Valid, T ¼ 6.60,
P ¼ 0.474; Spoof 1, T ¼ 453.35, Po10 16; Spoof 2, T ¼ 132.72, Po10 16;
Spoof 3, T ¼ 87.80, P ¼ 3. 10 16; Spoof 4, T ¼ 17.88, P ¼ 0.013. (b)
Observed and deduced true bubble count, from all scenarios at every
position with interposed objects, versus corresponding Monte Carlo
simulations obtained from the computational model of the experiment. The
red dashed curve is obtained from our bubble occultation model using the
calibration data with no interposed objects (see Methods). Error bars
represent one s.e.m. calculated from measurements and calibration data.
reduction of the attenuation). This case could be considered an
acceptable spoof detection, with P ¼ 0.013, depending on the
agreement between host and inspector. The data, however, suggest
that a tighter criterion or repeated testing be used for this
magnitude of P.
NATURE COMMUNICATIONS | 7:12890 | DOI: 10.1038/ncomms12890 | www.nature.com/naturecommunications
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NATURE COMMUNICATIONS | DOI: 10.1038/ncomms12890
Methods
Experimental set-up. The radiographs of the test items are performed using
14 MeV neutrons from a D–T neutron generator (Thermofisher B320) with a yield
of B108 neutrons per second. The generator is placed inside a borated polyethylene cylinder (1 m high 1.2 m in diameter) with a 5 cm high and 17 degreewide fan-shaped collimating slot. A single row of seven specially made superheated
droplet neutron (or ‘bubble’) detectors are placed B110 cm away from the source,
behind the test item. The items are mounted on a stand affixed to a honeycomb
aluminium optical table allowing precise and reproducible positioning (staging area
in Fig. 1). A fast neutron counter (Eljen EJ-410 zinc sulfide scintillator) monitors
the generator output during irradiation by detecting neutrons emerging from a
channel at the bottom of the polyethylene cylinder. The complete apparatus is
placed in a room shielded by borated concrete walls at the Princeton Plasma
Physics Laboratory (Plainsboro, USA).
The detectors developed for this application14,19 consist of glass tubes filled with
emulsions of superheated octafluorocyclobutane (C4F8, fluorocarbon C-318)
100 mm diameter droplets homogeneously dispersed in a viscous aqueous gel
matrix (4,000 per cm3). At 21 °C the detectors are only sensitive to neutrons above
1 MeV and insensitive to gamma rays. When a metastable droplet vapourizes,
because of a sufficiently energetic neutron interaction, it expands into a stable
bubble about six times larger in diameter. The detectors can be irradiated
several times in series, recording the total fluence to which they were exposed
(pre-loadable property). If an isostatic pressure of 500 p.s.i. is applied to the
aqueous gel for B10 min, the bubbles are recondensed into superheated droplets.
All bubble detectors used in this study were manufactured from the same batch.
Fourteen detectors were chosen out of twenty-one after being irradiated several
times at every position for B6 min to compare their relative behaviour. The chosen
detectors exhibited a 3.7% 1 s dispersion and were calibrated to allow
determination of their absolute efficiency (of the order of 4 10 4 bubbles per
crossing neutron in an active volume of 5.3 cm3).
Data were acquired in two ways to study the effect of recompression on the
detector response. One detector batch corresponding to 5,000, 10,000, up to 25,000,
fast neutron counts were irradiated, measured, recompressed and then irradiated to
the next higher level. A second batch was irradiated, counted and then further
irradiated to provide data at 2,500, 7,500, and so on, counts. The recompression
was shown to have no detectable effect on the measurements.
Because the energy threshold of bubble nucleation is temperature-dependent,
we monitored the temperature of the detectors throughout the study. The
experimental hall was temperature-controlled and the detector temperature
exhibited minor variations over all measurements (20.79±0.34 °C).
After irradiation, photographs of the detectors were taken using a commercial
instrument (BDR-III reader, Bubble Technology Industries (BTI)) at multiple
angles. The bubbles were then counted with the associated BTI software with
settings modified to accommodate our detector tubes. The results were crosschecked with visual counting using large printed copies of the images. The main
challenge of these techniques stems from the correct segmentation of bubbles that
overlap in the two-dimensional (2D) image.
Bubble occultation model. Before starting any measurements, we carefully
characterized the fluence response of our detector system, bvis ¼ f(n), where bvis is
the number of bubbles recorded by the reading system and n the counts from the
fast neutron detector. A nonlinear behaviour emerged, because of the bubblecounting method used in the experiments. Bubbles are counted from a 2D (y,z)
projection of the volume perpendicular to the x axis (direction of light) and parallel
to the vertical z axis of the cylindrical detector. Thus, bubbles at the same z and y
positions may occult one another. (Note that these data do not necessarily imply
that BTI bubble detectors read with BTI equipment produce the level of nonlinearity we observed. These results apply only to our own detectors with tailored
6
1,600
Uncorrected results (bubbles)
1,400
1,200
1,000
800
600
400
Valid
Spoof1
Spoof2
Spoof3
Spoof4
Scenarios
Figure 3 | Uncorrected experimental results. Uncorrected experimental
results for the five inspection scenarios investigated and defined in the
Results section (valid item and four diversions denominated Spoof1 to
Spoof4). Data points are presented with one s.e.m. error bars calculated at
each detector position from the 10 measurements performed for each
scenario and the calibration data (obtained from 10 measurements with no
item). The grey band is ð2Nmax Þ0:5 centred on Nmax.
7
6
Log (variance bubbles)
Discussion
This experiment demonstrates the key aspects of the viability of
non-electronic differential fast neutron radiography to perform
zero-knowledge object comparison, establishing a physical basis
for the nuclear warhead verification approach proposed by GBG.
It constitutes the demonstration of a physical zero-knowledge
proof protocol for a practical high-security application that can
compare physical properties of objects. We have shown that the
combination of pre-loading and direct measurement on an honest
object gives the desired null result, with a well-understood level of
noise. We have identified areas where the noise can be reduced to
improve the technique. We have also explored the capability of
this technique at the level of Nmax ¼ 1,200 bubbles for detecting
diversions. Further research, at higher bubble counts, with
different neutron energies, and with special nuclear materials,
will be needed to assess the capabilities of the system for the full
range of relevant diversion scenarios.
5
4
3
2
Expected relationship
Min 2 fit
Bootstrapped data
1
0
0
1
2
3
4
Log (corrected bubbles)
5
6
7
Figure 4 | Analysis of the superheated droplet detector variance. Plot of
the logarithm of the variance versus the logarithm of the average number of
true (corrected) bubbles. The data and one s.d. error bars were obtained by
bootstrapping the corrected experimental results (1,000 samples per data
point).
settings to accommodate our specific material and geometric conditions.) To
account for this nonlinear effect, we used a simple particle interaction model. For
an observer placed far away from the detector and looking in the x direction, a new
bubble will be visible only if its image does not cross an old bubble. Thus,
we can
br sd
assume that for each new bubble, on average the observer only sees e V bubbles,
where V is the counting volume, d is a characteristic width of the cylinder along the
line of sight, s the effective occultation cross-section and br the real number of
bubbles at the time a new bubble is created. Averaging over the cylinder indicates
that d should be taken to be 4/p times the cylinder radius. We expect the number
of real bubbles to be a linear function of the neutron count in the fast neutron
detector because only a very small fraction of the droplets have vapourized
(B0.6% for 4 min irradiation), and the fractional volume occupied by the
vapourized droplets is very small (B0.25% volume displacement). Thus, we
r
assume that db
dn ¼ e. This gives us the rate at which visible bubbles accumulate as a
br sd
function of neutron irradiation, dbdnvis ¼ ee V , and integrating this expression, using
ensd
V
br ¼ en, we obtain bvis ¼ sd ð1 e V Þ. This model has efficiency e at low fluence
V
.
and saturates, when br goes to infinity, at bvis ¼ sd
NATURE COMMUNICATIONS | 7:12890 | DOI: 10.1038/ncomms12890 | www.nature.com/naturecommunications
ARTICLE
NATURE COMMUNICATIONS | DOI: 10.1038/ncomms12890
Calibration data, obtained at increasing exposures without interposed items,
were fitted to this model to obtain the true number of bubbles br from bvis.
(In practice, this calibration procedure also compensates for the small effects
because of droplet vapourization and occupied volume.) Data obtained later from
the detector preloads confirmed the good fit and reproducibility of this effect.
We find that the effective cross-section s is equivalent to a disk with a radius of the
order of twice the radius of a single bubble (B300 mm), effectively corresponding
to two bubbles touching one another.
Uncorrected inspection results. In the main section, the inspection results were
corrected for the nonlinear effect introduced by the reading technique. Figure 3
presents the uncorrected data. These results were directly obtained from the
readout, and calibrated to account for spatial and detector gain differences as
explained in the main text.
Detector variance. The zero-knowledge property of our protocol depends
on its ability to carry information neither in the signal nor in the noise of the
measurements. Since we are measuring radiation, the sum of the detector counts
(preload and radiograph of inspected item) should follow Poisson statistics. Thus,
at each position we expect the data obtained for all detectors to have a variance
pffiffiffiffi
equal to their bubble count. To verify that the noise of our detector varies as N ,
we generated synthetic data from our experimental results using the bootstrapping
method24. The bootstrapping method consists of estimating population parameters
by randomly sampling with replacement from an approximating distribution (here
the empirical population obtained from our experimental data). We used 10
measurements for each inspection scenario (there are 5) as well as 10 radiographs
of the reference item and 10 preloads (complement radiographs) as starting data
sets. A measurement corresponds to 7 data points for each position. We generated
1,000 synthetic measurements for each case to obtain the bootstrapped mean and
variance with their respective error
pffiffiffiffi bars. The results presented in Fig. 4 shows good
agreement with the expected N noise from Poisson statistics. Note that here we
are using br deduced from the nonlinear model. The good agreement indicates that
the occultation process and its correction do not introduce significant additional
noise at the level of nonlinearity explored.
Data availability. Source data for figures are available from the corresponding
author upon request.
References
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(Springer, New York, 2005).
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22. Kaplow, L. Burden of proof. Yale L.J 121, 738–859 (2012).
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Acknowledgements
Princeton University, Yale University and the Princeton Plasma Physics Laboratory
received support for this research through DOE/NNSA’s Consortium for Verification
Technology, DE-NA 0002534. Financial support was also provided by the John D. and
Catherine T. MacArthur Foundation and the Carnegie Corporation of New York. We
thank B. Barak for his advice on the protocol construction and assumptions, A. Carpe
and the Health Physics team of the Princeton Plasma Physics Laboratory for their aid
during the conduct of the experiments, M. Gattas-Sethi (Yale University) for manufacturing the detectors, Z. Mian, M. Kütt and three reviewers for providing helpful
comments on the manuscript. All simulations were run on Princeton University’s High
Performance Cluster.
Author contributions
S.P. designed and built the apparatus, simulated and conducted the laboratory experiments. R.J.G. and A.G. mentored S.P. and contributed, along with S.P., to the elaboration
of the protocol and the analysis of the data. F.d’E. developed the detectors and participated in their characterization. All contributed to the manuscript.
Additional information
Competing financial interests: The authors declare no competing financial
interests.
Reprints and permission information is available online at http://npg.nature.com/
reprintsandpermissions/
How to cite this article: Philippe, S. et al. A physical zero-knowledge objectcomparison system for nuclear warhead verification. Nat. Commun. 7:12890
doi: 10.1038/ncomms12890 (2016).
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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/
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Constructive and Destructive Processes During the 2018–2019 Eruption Episode at Shiveluch Volcano, Kamchatka, Studied From Satellite and Aerial Data
|
Frontiers in earth science
| 2,021
|
cc-by
| 21,637
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Edited by:
Stephen Self, Edited by:
Stephen Self,
University of California, Berkeley,
United States Dome-building
volcanoes
often
develop
by
intrusion
and
extrusion,
recurrent
destabilization and sector collapses, and renewed volcanic growth inside the collapse
embayment. However, details of the structural architecture affiliated with renewed volcanic
activity and the influences of regional structures remain poorly understood. Here, we
analyze the recent activity of Shiveluch volcano, Kamchatka Peninsula, characterized by
repeated episodes of lava dome growth and destruction due to large explosions and
gravity-driven collapses. We collect and process a multisensor dataset comprising high-
resolution optical (aerial and tri-stereo Pleiades satellite), radar (TerraSAR-X and TanDEM-
X satellites), and thermal (aerial and MODIS, Sentinel-2, and Landsat 8 satellites) data. We
investigate the evolution of the 2018–2019 eruption episode and evaluate the
morphological and structural changes that led to the August 29, 2019 explosive
eruption and partial dome collapse. Our results show that a new massive lava lobe
gradually extruded onto the SW flank of the dome, concurrent with magmatic intrusion into
the eastern dome sector, adding 0.15 km3 to the lava dome complex. As the amphitheater
infilled, new eruption craters emerged along a SW-NE alignment close to the amphitheater
rim. Then, the large August 29, 2019 explosive eruption occurred, followed by partial dome
collapse, which was initially directed away from this SW-NE trend. The eruption and
collapse removed 0.11 km3 of the dome edifice and led to the formation of a new central
SW-NE-elongated crater with dimensions of 430 m × 490 m, a collapse scar at the eastern
part of the dome, and pyroclastic density currents that traveled ∼12 km downslope. This
work sheds light on the structural architecture dominated by a SW-NE lineament and the
complex interplay of volcano constructive and destructive processes. We develop a
conceptual model emphasizing the relevance of structural trends, namely, 1) a SW-
NE-oriented (possibly regional) structure and 2) the infilled amphitheater and its
decollement surface, both of which are vital for understanding the directions of growth Reviewed by:
David Matthew Hyman,
Cooperative Institute for
Meteorological Satellite Studies
(CIMSS), United States
Matt Pritchard,
Cornell University, United States
Nick Varley,
University of Colima, Mexico Reviewed by:
David Matthew Hyman,
Cooperative Institute for
Meteorological Satellite Studies
(CIMSS), United States
Matt Pritchard,
Cornell University, United States
Nick Varley,
University of Colima, Mexico *Correspondence:
Alina V. Edited by:
Stephen Self, Shevchenko
alinash@gfz-potsdam.de Specialty section:
This article was submitted to
Volcanology,
a section of the journal
Frontiers in Earth Science
Received: 13 March 2021
Accepted: 25 May 2021
Published: 08 June 2021 Specialty section:
This article was submitted to
Volcanology,
a section of the journal
Frontiers in Earth Science Received: 13 March 2021
Accepted: 25 May 2021
Published: 08 June 2021 ORIGINAL RESEARCH
published: 08 June 2021
doi: 10.3389/feart.2021.680051 1German Research Centre for Geosciences GFZ, Potsdam, Germany, 2Institute of Volcanology and Seismology FEB RAS,
Petropavlovsk-Kamchatsky, Russia, 3Institute of Photogrammetry and GeoInformation, Leibniz University Hannover, Hannover,
Germany, 4Department of Earth Sciences, University of Turin, Turin, Italy INTRODUCTION In contrast, if the lavas
have a lower viscosity, they do not lead to the formation of steep
domes but rather tend to flow over long distances, thereby
forming thick and massive coulees, as those at Merapi,
Indonesia (Walter et al., 2013), and Kizimen, Russia (Dvigalo
et al., 2013). Lava domes can grow endogenously by the intrusion
of new material into their bodies or exogenously by the extrusion
of separate lava lobes onto their surfaces through cracks or vents
(Williams and McBirney, 1979; Hale et al., 2009). The
accumulation of coherent volcaniclastic deposits together with
unconsolidated ejecta results in the growth of dome-building
volcanoes and the formation of composite volcanoes (Karátson
et al., 2010), where the transition from a lava dome to a
stratovolcano can be observed (Shevchenko et al., 2020). On
the other hand, volcanoes are destroyed by explosive eruptions
that produce craters and excavate part of the edifice. For example,
a large explosion at Bezymianny in 2006 produced a summit
crater in the center of the dome (Girina, 2013; Shevchenko et al.,
2020). Additionally, subsidence in the summit areas of active
volcanoes results in the formation of collapse calderas (Geshi
et al., 2002) or in the deepening of already existing depressions
(Walker, 1984), and these features may be obscured in the future
by growing lava domes (Tatsumi et al., 2018). Furthermore, sector
collapses can destroy large parts of a volcanic edifice (Watt, 2019). For instance, the catastrophic sector collapses that occurred at
Bezymianny in 1956 (Gorshkov, 1959; Belousov and Belousova,
1998), at Mount St. Helens in 1980 (Lipman and Mullineaux,
1981) and at Anak Krakatau, Indonesia, in 2018 (Walter et al.,
2019) resulted in the formation of large and wide-open collapse
amphitheaters that span 0.5–2 km in width; in contrast, smaller- Remote sensing is an efficient and safe method for monitoring
the evolution of a volcano; effective observation techniques
include
thermal
remote
sensing
(Coppola
et
al.,
2020),
synthetic aperture radar (SAR) analysis from spaceborne or
airborne platforms (Schaefer et al., 2016), and multisensor
approaches (Corradini et al., 2016). Freely available satellite
data
and
smart
data
science
allow
the
monitoring
of
deformation fields, thermal anomalies, and gas emissions in
near real time (e.g., Valade et al., 2019; Massimetti et al.,
2020). In this study, we use a multisensor remote sensing
approach to investigate Shiveluch, one of the most active
volcanoes in Kamchatka (Figures 1A,B). INTRODUCTION scale partial dome collapses, e.g., those that occurred at Soufriere
Hills, Montserrat, in 1997 (Voight et al., 2002) and 2010 (Stinton
et al., 2014) and at Merapi, Indonesia, in 2006 (Ratdomopurbo
et al., 2013), produce narrower collapse scars and are more
common. Volcanic edifices develop as a result of interactions between
volcano
growth
and
mass
wasting
-
constructive
and
destructive processes, respectively. A volcano is constructed as
a result of the deposition of lava flows, lava domes, cinder- or
stratocones, shallow magma intrusions, among others. Volcanoes
are destroyed again by the formation of craters, collapse scars,
landslides,
and
calderas. Important
volcano
architectures
comprising detachment surfaces, fault zones, and lithological
contrasts evolve in association with these activities, and these
structures may control the future evolution of a volcano and its
magma pathways (Gudmundsson, 2020). Such
constructive
and
destructive
processes
may
act
simultaneously or in alternating ways. Both types of processes
are largely affected by existing and evolving tectonic structures,
both of which are related to the regional tectonics and local
volcano-tectonics
(Gudmundsson,
2020). Sector
collapses
evolving along decollements yield open amphitheaters that are
infilled by renewed volcanism until a repeat collapse occurs
(Walter and Schmincke, 2002), and the original sliding plane
is preserved as a mechanically weak zone that affects future
activities. Furthermore, tectonic alignments may control the
direction of growth (such as the preferred geometry of dike
intrusions) and the direction of collapse (directed away from
fault zones), potentially allowing the location of such a collapse to
be inferred indirectly (Merle et al., 2001; Acocella, 2005). While
infilled
sliding
planes
and
former
decollements
may
be
represented by inclined to horizontal lithologies, exposed
tectonic faults may be nearly vertical. Nevertheless, since
constructive and destructive processes may interfere with
regional and local tectonic processes, details regarding their
structural alignments are commonly difficult to decipher. The constructive and destructive dynamics of volcanoes have
been analyzed for various volcano types and are particularly
dramatic at dome-building volcanoes. Some volcanoes are
constructed
through
the
accumulation
of
viscous
lava,
resulting in the formation of lava domes; examples include
Mount St. Helens, United States (Swanson and Holcomb,
1990), Bezymianny, Russia (Gorshkov and Bogoyavlenskaya,
1965), Unzen, Japan (Nakada et al., 1999), and Popocatépetl,
Mexico (Gómez-Vazquez et al., 2016). Citation: Shevchenko AV, Dvigalo VN, Zorn EU,
Vassileva MS, Massimetti F, Walter TR,
Svirid IY, Chirkov SA, Ozerov AY,
Tsvetkov VA and Borisov IA (2021)
Constructive and Destructive
Processes During the 2018–2019
Eruption Episode at Shiveluch
Volcano, Kamchatka, Studied From
Satellite and Aerial Data. Front. Earth Sci. 9:680051. doi: 10.3389/feart.2021.680051 June 2021 | Volume 9 | Article 680051 Frontiers in Earth Science | www.frontiersin.org 1 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. and collapse and for assessing the potential hazards at both Shiveluch and dome-building
volcanoes elsewhere. and collapse and for assessing the potential hazards at both Shiveluch and dome-building
volcanoes elsewhere. INTRODUCTION FIGURE 1 | Shiveluch volcano and its deposit field (A) Optical image from the Dove satellite (Planet Labs, Inc.https://api.planet.com) acquired on September 13,
2019 showing the location of the active lava dome encircled by the 1964 collapse amphitheater (red dotted line), from which all subsequent eruptive deposits (labeled
1964 2005 2010 and 2019) spread outward toward the south The scattered deposits from the 2019 eruption are visible and marked by black arrows The upper right FIGURE 1 | Shiveluch volcano and its deposit field (A) Optical image from the Dove satellite (Planet Labs, Inc.https://api.planet.com) acquired on September 13,
2019 showing the location of the active lava dome encircled by the 1964 collapse amphitheater (red dotted line), from which all subsequent eruptive deposits (labeled
1964, 2005, 2010, and 2019) spread outward toward the south. The scattered deposits from the 2019 eruption are visible and marked by black arrows. The upper right
inset map shows the location of the volcano (red square) on the Kamchatka Peninsula (B) Oblique helicopter flight view to the north showing the Shiveluch lava
dome on August 22, 2019. The 1964 collapse amphitheater is delineated by a red dotted line. The map was generated using ArcGIS 10.2.1 in the WGS84 coordinate
system (C) Data used in the investigation. The high-resolution optical data (diamonds) acquired before and during the eruption were used for topographic analysis and
compared with the TSX satellite radar data (green triangles). The thermal emissions were analyzed using the Sentinel 2 and Landsat 8 satellites (red bars). Blue lines with
circles summarize the 2018–2019 VRP time series (in watts) provided by the MIROVA system (www.mirovaweb.it). Black stars and dotted lines mark the occurrence of
the two main explosions on December 30, 2018 and August 29, 2019. the remnants of Old Shiveluch (Stariy Shiveluch), a stratovolcano
visible to the NE that was destroyed by a giant collapse at 30 ka
(Ponomareva et al., 1998), and 2) Young Shiveluch (Molodoy
Shiveluch), which is visible to the SW and is currently active
(Dvigalo, 1988; Dirksen et al., 2006; Shevchenko et al., 2015). major destructive event was soon followed by the new
construction of an edifice located atop the former decollement
plane and gradual infilling of the amphitheater. Fifteen
years
following
this
event,
in
1979,
the
first
photogrammetric
aerial
survey
of
Shiveluch’s
collapse
amphitheater was performed by the Institute of Volcanology
and Seismology (IVS). INTRODUCTION Shiveluch,
which
can
be
characterized
by
long-term
interactions
between
constructive
(dome
growth)
and
destructive (explosions, dome collapses) processes, is located at
the junction of the Aleutian and Kuril-Kamchatka volcanic arcs
in the northern part of the Central Kamchatka depression. The
volcano is situated to the north of the Klyuchevskaya volcanic
group,
which
comprises
the
active
volcanoes
Tolbachik,
Bezymianny, and Klyuchevskoy (Koulakov et al., 2020). The
details of the structural trend at Shiveluch remain unclear, but
the volcano appears to be associated with a regional SW–NE-
aligned tectonic architecture that is traceable by an alignment of
monogenic cones in this direction (Koulakov et al., 2020). The age of Shiveluch is estimated to reach 60–70 ka
(Melekestsev et al., 2003). Its edifice consists of two parts: 1) Frontiers in Earth Science | www.frontiersin.org June 2021 | Volume 9 | Article 680051 2 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. FIGURE 1 | Shiveluch volcano and its deposit field (A) Optical image from the Dove satellite (Planet Labs, Inc.https://api.planet.com) acquired on September 13,
2019 showing the location of the active lava dome encircled by the 1964 collapse amphitheater (red dotted line), from which all subsequent eruptive deposits (labeled
1964, 2005, 2010, and 2019) spread outward toward the south. The scattered deposits from the 2019 eruption are visible and marked by black arrows. The upper right
inset map shows the location of the volcano (red square) on the Kamchatka Peninsula (B) Oblique helicopter flight view to the north showing the Shiveluch lava
dome on August 22, 2019. The 1964 collapse amphitheater is delineated by a red dotted line. The map was generated using ArcGIS 10.2.1 in the WGS84 coordinate
system (C) Data used in the investigation. The high-resolution optical data (diamonds) acquired before and during the eruption were used for topographic analysis and
compared with the TSX satellite radar data (green triangles). The thermal emissions were analyzed using the Sentinel 2 and Landsat 8 satellites (red bars). Blue lines with
circles summarize the 2018–2019 VRP time series (in watts) provided by the MIROVA system (www.mirovaweb.it). Black stars and dotted lines mark the occurrence of
the two main explosions on December 30, 2018 and August 29, 2019. Data and Methods This study of the 2018–2019 eruptive activity at Shiveluch is
based on remote sensing data acquired by optical sensors
complemented by SAR and thermal sensors. While optical
sensors provide a high spatial resolution and permit the three-
dimensional mapping, SAR sensors possess the high temporal
resolution required to detect and measure the processes involved. Accordingly, the methods section describes the techniques used
to process and analyze the optical, radar, and thermal sensor data. The
limitations
of
these
methods
are
discussed
in
the
Supplementary Material Limitations section. g
g
During the 2018–2019 period, the Kamchatka Volcanic
Eruption Response Team (KVERT) (http://www.kscnet.ru/ivs/
kvert/index?langen; Gordeev and Girina, 2014) and the online
Middle Infrared Observation of Volcanic Activity (MIROVA)
system
(https://www.mirovaweb.it;
Coppola
et
al.,
2016)
suggested
pronounced
two-stage
activity
consisting
of
a
constructive-destructive
episode
at
Shiveluch
volcano. Additionally, the regional seismic network operated by the
Kamchatka Branch of the Unified Geophysical Service (http://
www.emsd.ru; Chebrov et al., 2013) detected evidence reflecting
the culminating activity of this episode. The MIROVA system
showed
that
the
2018
thermal
activity
was
weak
and
discontinuous
and
consisted
of
low-power
anomalies,
indicating that hot exposed magmatic material was absent and
that these anomalies were related just to moderate gas and steam. Changes in the thermal emissions of the volcano were observed in
late December 2018, when an explosive event that marked the
beginning of a new eruptive phase was identified by KVERT,
which issued a Volcano Observatory Notice for Aviation
(VONA) on December 30, 2018 (VONA note 20201229/
0050Z). Thereafter, the thermal flux continued to be high but
gradually declined throughout 2019, suggesting ongoing shallow
activity and the production of hot ejecta over the dome edifice. Another large explosive eruption occurred on August 29, 2019
(VONA note 20190829/0339Z), marking another peak in thermal
emissions on September 02, 2019 that then declined by the end of
2019. This trend in volcanic radiative power (VRP) was
monitored by the online MIROVA system, which revealed
abrupt changes after the explosion and suggested an important
role of explosive events in the shallow volcanic behavior and the
production of diverse volcanic products and styles. According to
data from the Kamchatka Branch of the Unified Geophysical INTRODUCTION A comparison of the 1979 data with
the data obtained during the second survey in 1980 revealed
precursors of further activity: surface deformation of the
amphitheater
floor,
fractures,
and
the
disappearance
of
thermal lakes that were previously observed (Kirsanova, 1970;
Dvigalo, 1988; Dvigalo, 2000). The evolving activity was further
monitored and in August 1980, the growth of a new lava dome On 12 November 1964, a catastrophic event occurred at
Young Shiveluch (Belousov, 1995) in association with 1) the
collapse of a complex of lava domes, 2) the formation of a collapse
amphitheater open to the SSW with dimensions of 1.8 km ×
3.5 km, 3) the emplacement of a debris-avalanche covering an
area of 104 km2 (Dvigalo and Shevchenko, 2015) at the southern
foot of the volcano, and 4) a Plinian eruption caused by
decompression due to the collapse (Belousov, 1995). This June 2021 | Volume 9 | Article 680051 Frontiers in Earth Science | www.frontiersin.org 3 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. was observed within the amphitheater; this growth continued
over several intervals to the present (2021). During the first two
growth periods in 1980–1981 and 1993–1995, the dome grew
endogenously (Dvigalo, 1988; Melekestsev et al., 2004). However,
the activity shifted in 2001 (Fedotov et al., 2001) with the
manifestation of exogenous growth as lava lobes began to
extrude and crease structures formed (Shevchenko et al.,
2015). These constructive episodes continued, but the dome
edifice became unstable due to the growing load, uneven
distribution of the extrusive bodies, episodic endogenous
growth, and increased explosive activity (Shevchenko et al.,
2015). As a consequence, the construction of the Shiveluch
dome
was
repeatedly
interrupted
by
destructive
events
(Shevchenko and Svirid, 2014): the two largest events occurred
in 2005 and 2010, which left collapse scars on the SSW and SSE
flanks of its edifice, respectively, and the pyroclastic density
currents (PDCs) from these collapses extended distances of
∼19 and ∼16 km, respectively (Dvigalo et al., 2011; Ramsey
et al., 2012). The eruption columns from the explosive events
reached a height of 15 km (Ozerov et al., 2020). To the best of our
knowledge, the Shiveluch lava dome has not been visited for
direct study since 2008 because it is hazardous to access and
exhibits unpredictable activity. Therefore, the remote sensing
techniques employed in this work are relevant for studying the
ongoing evolution of the Shiveluch dome in detail. INTRODUCTION was observed within the amphitheater; this growth continued
over several intervals to the present (2021). During the first two
growth periods in 1980–1981 and 1993–1995, the dome grew
endogenously (Dvigalo, 1988; Melekestsev et al., 2004). However,
the activity shifted in 2001 (Fedotov et al., 2001) with the
manifestation of exogenous growth as lava lobes began to
extrude and crease structures formed (Shevchenko et al.,
2015). These constructive episodes continued, but the dome
edifice became unstable due to the growing load, uneven
distribution of the extrusive bodies, episodic endogenous
growth, and increased explosive activity (Shevchenko et al.,
2015). As a consequence, the construction of the Shiveluch
dome
was
repeatedly
interrupted
by
destructive
events
(Shevchenko and Svirid, 2014): the two largest events occurred
in 2005 and 2010, which left collapse scars on the SSW and SSE
flanks of its edifice, respectively, and the pyroclastic density
currents (PDCs) from these collapses extended distances of
∼19 and ∼16 km, respectively (Dvigalo et al., 2011; Ramsey
et al., 2012). The eruption columns from the explosive events
reached a height of 15 km (Ozerov et al., 2020). To the best of our
knowledge, the Shiveluch lava dome has not been visited for
direct study since 2008 because it is hazardous to access and
exhibits unpredictable activity. Therefore, the remote sensing
techniques employed in this work are relevant for studying the
ongoing evolution of the Shiveluch dome in detail. Service, the seismicity exceeded the background level on August
29, 2019, with 53 events occurring across the edifice. Continuous
spasmodic volcanic tremors up to 0.5 μm/s were detected, and
from 00:57 to 06:00 (GMT), a series of shallow events were
recorded, possibly accompanying a powerful explosive eruption
with ash emissions reaching 12 km above sea level (a.s.l.). In this study, we utilize a set of multisensor data (Figure 1C;
Shevchenko et al., 2021) to explore these events in the frame of the
complex
constructive-destructive
behavior
that
Shiveluch
typically exhibits with regard to its volcanic activity. Moreover,
we
discuss
the
influence
of
structural
control,
possibly
manifesting as a tectonic SW–NE-oriented structure together
with a local decollement. To better understand the relationship
between these constructive and destructive events and to shed
some light on the structural architecture of the volcano, we
investigated the 2018–2019 activity and revealed an interesting
and
complex
relationship
among
the
different
intrusive,
extrusive, explosive, and thermal characteristics of the dome. Photogrammetry and Digital Elevation
Model Analysis TABLE 1 | Main geometric parameters summarizing the initial construction and later destruction of the Shiveluch dome. The volumes include the talus and deposits in the western (2005) and eastern (2010) collapse scars. The volume changes and rates were calculated between two consecutive
survey dates. aResults from Shevchenko et al., 2015. Heights are given in the WGS84 datum; in the previous study (Shevchenko et al., 2015), heights were given in the Baltic system of heights. The
relative heights and dome volumes were measured from the 1979 DEM of the amphitheater floor prior to the growth of the dome (Dvigalo, 1988; Shevchenko et al., 2015). while a rational polynomial coefficient block adjustment, which is
a transformation from pixel information to latitude, longitude,
and height, was automatically employed for the interior and
exterior orientations. After constraining the image orientation,
we obtained a photogrammetric model with a total root mean
square error (RMSE) of 0.2 m. By using the Enhanced Automatic
Terrain Extraction (eATE) module with the normalized cross-
correlation algorithm implemented in Erdas Imagine, we were
able to extract a 2-m resolution point cloud (PC) referenced to the
World Geodetic System 1984 (WGS84) coordinate system (UTM
zone 57). This PC was filtered with the CloudCompare v2.9.1
noise filter and then manually cleaned with the CloudCompare
segmentation tool. As strong volcanic steam emissions caused a
large gap in the PC in the NE part of the dome, we used a 5-m
resolution DEM constructed from TanDEM-X data (see SAR
Data and Monitoring the Material Redistribution (d)) to fill the
gap and obtain the missing topography. emissions and by atmospheric clouds were filled in by collecting
manual points using the anaglyph stereo mode of Photomod 5,
which was performed by placing a floating mark on the visible
surface and storing the XYZ coordinates of each point similar to
(Schilling et al., 2008; Shevchenko et al., 2020). g
The aerial PCs had the same spatial scale as the Pleiades PC but
were geopositionally shifted due to the different coordinate systems. Hence, to compare the PCs, we aligned the aerial PCs to the Pleiades
PC with several points along the rim of the amphitheater using the
CloudCompare alignment tool. The RMSEs of the alignment vary
from 2.3 to 3.1 m (Supplementary Table S1). Thus, we obtained
four stacked PCs in WGS84 UTM57 and were able to calculate the
differences between them. Photogrammetry and Digital Elevation
Model Analysis We outlined the areas of the lava dome,
including the talus, separately for each date and calculated the
volumes within these specific areas between two consecutive PCs. The total volumes of the dome were calculated relative to the 1979
DEM with the topography of the amphitheater floor prior to the
dome growth (Dvigalo, 1988; Shevchenko et al., 2015). The time-
averaged growth rates were obtained by dividing each volume
difference by the time interval between the two corresponding
consecutive acquisitions. Helicopter surveys allowed us to acquire nadir and oblique
aerial images during overflights on July 12, 2012 with a
conventional Canon EOS 20D digital camera (focal length:
14.183 mm, resolution: 3,504 px × 2,336 px) and on August 22,
2019 and October 22, 2019 with a PhaseOne IXA 160 digital aerial
camera (focal length: 28 mm, resolution: 8,984 px × 6,732 px). The average flying height was 4,000 m a.s.l. for the nadir survey
and 3,200 m a.s.l. for the oblique survey. We processed the images
in Agisoft Metashape 1.5.2. To ascertain the interior orientation,
we set the camera parameters (focal length and sensor size), and
the relative orientation was performed automatically by aligning
the images and calculating tie points. To perform the exterior
orientation and assign ground control points (GCPs), we used
coordinates taken from stable, prominent topographic peaks
identified in the 1979 photogrammetric model (Dvigalo, 1988;
Dvigalo, 2000), which is referenced to the USSR State Geodetic
Network coordinate system (Chumachenko, 1966); the same
technique
was
employed
to
georeference
the
previous
photogrammetric dataset of Shiveluch volcano (Shevchenko
et al., 2015). The total RMSEs of the aerial models orientation
vary from 1.5 to 2 m (Supplementary Table S1). As a result of
processing, we obtained three aerial PCs with an average
resolution of 2 m; these PCs were then filtered and cleaned in
the same way described above. The gaps caused by volcanic steam To estimate the uncertainties in the calculated volumes, we
distributed the RMSE for each acquisition date (Supplementary
Table S1) over the corresponding area of the dome (Table 1). For
the volume derived from the Pleiades DEM, we used the RMSE of
the photogrammetric model orientation; for the volumes derived
from the aerial DEMs, we used the total RMSEs, which includes
the orientation errors and the errors of alignment to the Pleiades
PC. Photogrammetry and Digital Elevation
Model Analysis The maximum volume error is 12 × 106 m3 on August 22,
2019, which is 1.6% of the total dome volume (Table 1). The
uncertainties in the growth rates were calculated by dividing the
volume errors by the time interval between two neighboring
dates. The maximum growth rate error amounts to 31,000 m3/
day (0.36 m3/s) or 8.5% for the August 22, 2019 data (Table 1;
Supplementary Table S1). Photogrammetry and Digital Elevation
Model Analysis An initial overview was obtained by utilizing satellite imagery
acquired by the Dove satellites, the largest satellite constellation
dedicated to imaging the Earth, and distributed by Planet Labs,
Inc. (https://api.planet.com). We downloaded the available Planet
data and imported the 3-m resolution imagery as background
information in a geoinformatics framework using ArcGIS 10.2.1
to
aid
the
interpretation
of
our
higher-resolution
photogrammetric dataset. The photogrammetric dataset was acquired by processing
high-resolution
aerial
and
satellite
optical
imagery. Photogrammetry was conducted to extract the pre-eruption
topography for July 18, 2018 and to monitor the co-eruption
topography on August 22, 2019 and October 22, 2019. We also
reprocessed the July 12, 2012 data described in (Shevchenko et al.,
2015) with new techniques to achieve a better resolution and used
the data in this work to continue the topographic chronology
recorded for 2001–2012 (Shevchenko et al., 2015). The optical satellite data were tri-stereo panchromatic 1-m
resolution imagery acquired on July 18, 2018 with the Pleiades
satellite PHR1B sensor. We processed the data in Erdas Imagine
2015 v15.1 similar to (Bagnardi et al., 2016; Shevchenko et al.,
2020). To determine the relative orientation of the images, 37 tie
points were calculated automatically with a manual correction, Frontiers in Earth Science | www.frontiersin.org June 2021 | Volume 9 | Article 680051 4 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. TABLE 1 | Main geometric parameters summarizing the initial construction and later destruction of the Shiveluch dome. Date
Dome
elevation
(m)
Dome
relative
height
(m)
Dome
area
(m2)
Volume
change
(km3)
Dome
volume
(km3)
Dome
volume
error
(%)
Growth
rate
(m3/day)/
(m3/sec)
Growth
rate
error
(%)
July 12, 2012
2,670
526a
2,602,585
0.09a
0.63a
1.3
150,000a/1.74
9.2
July 18, 2018
2,757
613
3,265,734
0.016
0.65
0.1
7,200/0.083
4.1
August 22,
2019
2,755
611
3,457,470
0.146
0.79
1.6
365,000/4.22
8.5
October 22,
2019
2,729
585
3,551,788
-0.11
0.68
1.6
–
–
The volumes include the talus and deposits in the western (2005) and eastern (2010) collapse scars. The volume changes and rates were calculated between two consecutive
survey dates. aResults from Shevchenko et al., 2015. Heights are given in the WGS84 datum; in the previous study (Shevchenko et al., 2015), heights were given in the Baltic system of heights. The
relative heights and dome volumes were measured from the 1979 DEM of the amphitheater floor prior to the growth of the dome (Dvigalo, 1988; Shevchenko et al., 2015). SAR Data and Monitoring the Material
Redistribution The image cross-
correlation and pixel offset methods have been used to
solve
other
geodetic
problems
for
many
years;
for
instance, these techniques have been applied to optical
imagery and SAR data of glaciers (Evans, 2000), to
analyze the displacements of landslides and man-made
activities
(Sun
and
Muller,
2016),
and
to
monitor
seismogenic and volcanic terrains (Funning et al., 2005;
Casu et al., 2011). The pixel offset method has also been
used to measure the subpixel deformations of dome-building
volcanoes at high resolution (Salzer et al., 2016; Zorn et al.,
2020). Unlike optical data, SAR pixel offset vectors are
measured in the LOS (range) direction and in the
satellite’s along-track flight direction, where the data row
and column (range and azimuth) offsets between two
consecutive acquisitions are determined (Pathier et al.,
2006). These pixel offset measurements are ideally scaled
to units of meters because even submeter displacements may
be determined (Casu et al., 2011). Here, we derived an
approximate uniform pixel-to-meter scale only, which is
based on the dimensions of known, prominent cliff faces
(0.59 px/m for the ascending view and 0.73 px/m for the
descending
view). We
thus
focused
on
qualitatively
interpreting the pixel-scale range/azimuth displacements. However, as the image perspective is the same between
images, we can still quantify the pattern, the relative
magnitude,
and
the
approximate
direction
of
the
displacements. Features are tracked on the coregistered
images with repeat passes of decreasing subwindows, twice
with 128 px × 128 px and 50% overlap and once with 68 px ×
68 px and 75% overlap. (c) g
g y
(b) Second, we performed a more quantitative analysis of the
shadowing effects located in areas containing approximately
N–S-oriented topographic valleys and ridges with slopes at
an angle higher than the SAR line-of-sight (LOS) incidence
angle (similar to Wadge et al., 2011; Arnold et al., 2017;
Arnold et al., 2019). In other words, radar shadows develop
in deeply eroded ravines but disappear if these ravines are
refilled by new volcanic materials. SAR Data and Monitoring the Material
Redistribution Tasking the TerraSAR-X (TSX) satellite allows us to select a set of
6 ascending and 26 descending amplitude images of Shiveluch Frontiers in Earth Science | www.frontiersin.org June 2021 | Volume 9 | Article 680051 5 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. for the different dates by dividing the deposition extents
obtained by visual digitization using the SAR images into
polygonal subareas (i.e., Voronoi diagrams) based on the
deposit thicknesses calculated at given points. Polygons of
different sizes varying between hundreds of square meters
and hundreds of thousands of square meters were generated;
for each polygon, a constant thickness was assumed. A sketch
of this method is illustrated in Supplementary Figure S1. volcano from December 5, 2018 to December 25, 2019. The data
were acquired in spotlight mode, which allows the redistribution
of the dome material to be monitored at a ∼1-m spatial resolution
with a temporal resolution reaching 11 days (for descending
data). The SAR data were then analyzed in the following ways: (a) First, we visually described the amplitude imagery used for
interpretation in radar coordinates similar to the method
previously applied to other volcanoes (e.g., Arnold et al.,
2019). For this purpose, we mainly used the descending data,
as their acquisition was more regular and the viewing
geometry was more favorable with fewer foreshortening
and shadowing effects than the ascending data. We loaded
all available data into a coregistered stack using ENVI
SARScape v. 5.5.3 and applied a 3 × 3 kernel filter to
reduce the speckle effect and visualize the reflectance
changes observed in the imagery. of this method is illustrated in Supplementary Figure S1. c) As small-scale (on the order of millimeter-to centimeter-
level) deformations were not detectable using the differential
interferometric SAR method due to decorrelation and
coherence loss, we focused on investigating large-scale
(meter-level) deformations using the pixel offset method. Accordingly, we determined pixel offsets by applying the
particle image velocimetry (PIV) technique using the
LaVision DaVis v10.0.5 software package to track and
visualize changes in the coregistered SAR images. This
method vectorizes pixel offsets in the image plane based
on the intensity value of the image. SAR Data and Monitoring the Material
Redistribution The radar shadow width is
proportional to the relative height h of the topographic
feature (h wloscosϕ/tanθ), where wlos is the radar shadow
width in the LOS direction and is measured as a distance in
the geocoded image; ϕ is the angle between the satellite LOS
direction and the slope direction based on the DEM and is
measured as an angle between two lines in the geocoded
image; and θ is the radar incidence angle, a given parameter
related to the SAR acquisition geometry. For this purpose, we
geocoded the coregistered and filtered TSX images and
resampled them to 1 × 1 m2 pixels using the 2018–2019
optical DEMs (see Photogrammetry and Digital Elevation
Model Analysis). Then, we applied the abovementioned radar
shadow method to indirectly derive the minimum deposit
thickness during this period of constructive and destructive
activity assuming that shadows change by altering the depths
of the ravines. We derived a time series of the minimum
deposition thickness by comparing the shadow width
between a reference image and a specific date. We used
the QGIS v. 3.16.3 software package to perform the distance
and angle measurements and further analysis. We measured
wlos and ϕ at several points along the slopes where the shadow
was projected, and obtained a pointwise measure of the
deposit thickness. We note that this shadow method
allows us to obtain only a minimum value of the
thickness
at
some
points,
for
instance,
where
the
accumulated material exceeds the slope height casting the
shadow. Accordingly, we can estimate the thickness up to the
total height of the topographic features, but cannot measure
how much deposited material has accumulated above that
height. Finally, we estimated approximate deposit volumes (d) (d) Finally, we used the SAR images to construct a 5-m
resolution DEM from the July 10, 2018 descending
TanDEM-X (TDX) data to fill the gap in the 2018
Pleiades DEM (see Photogrammetry and Digital Elevation
Model Analysis). TDX is a bistatic SAR mission formed by
adding a second, almost identical spacecraft to TSX June 2021 | Volume 9 | Article 680051 Frontiers in Earth Science | www.frontiersin.org 6 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. 2020). The reliability of the applied algorithm has already
been
successfully
verified
on
a
variety
of
different
volcanological
thermal-emitting
phenomena
worldwide
(Valade
et
al.,
2019;
Massimetti
et
al.,
2020). SAR Data and Monitoring the Material
Redistribution The
combined thermal datasets allow major hot volcanic
thermal
processes
and
their
effects
to
be
tracked,
particularly those in a complex volcanic context such as
Shiveluch volcano with a variety of volcanic products and
styles. (Kubanek et al., 2021). Therefore, this mission allows the
acquisition of two simultaneous SAR images over the same
area, thereby eliminating possible temporal decorrelations
between the images and maintaining a normal baseline
between 250 and 500 m, which is suitable for SAR
interferometry and the generation of a DEM. We used the
interferometric module in ENVI SARscape to build the
interferogram, perform the unwrapping step, and finally
convert the result into height information using a forward
transformation from radar to geographic coordinates. The
RMSE
of
the
generated
DEM
was
evaluated
to
be
approximately 5 m based on the coherence value, i.e., the
quality of the interferogram. (b) y
(b) We also acquired thermal infrared images of the lava dome
from a helicopter in conjunction with the optical survey (see
Photogrammetry and Digital Elevation Model Analysis)
before and after the August 29, 2019 eruption. On the
first flight, we used a FLIR Tau 2 camera with a 9 mm
lens and a TEAX ThermalCapture frame grabber set to a
sampling rate of 8 Hz. The resulting images had a resolution
of 640 px × 512 px and provided radiometric temperature
data. The images were processed and exported using
Thermoviewer (v3.0.4) assuming a constant emissivity of
0.95, a transmissivity of 0.7 and environmental and path
temperatures of 10°C, which are comparable to those in
similar studies (Stevenson and Varley, 2008; Walter et al.,
2013a; Zorn et al., 2020). For the second flight, we used a
ThermaCAM P640 camera at a resolution of 640 px × 480 px,
and the images were exported and processed with FLIR Tools
(v.5.13) while assuming the same environmental parameters
as before. Thermal Infrared Data and Determination of
Migrating Temperature Anomalies Satellite-acquired thermal infrared data were also used in this
study and were validated during our fieldwork overflights using
handheld cameras. (a) The satellite images used for this study were acquired by
different infrared satellite platforms, including Moderate
Resolution Imaging Spectroradiometer (MODIS) images
from
the
Terra
and
Aqua
satellites,
Multispectral
Instrument
(MSI)
images
from
Sentinel-2
(S2),
and
Landsat 8 (L8) Operational Land Imager (OLI) images
(Coppola et al., 2020; Plank et al., 2021). These products
are complementary, as, for instance, MODIS acquires images
with a near-daily temporal resolution at a low spatial
resolution of 1 km, whereas the S2 and L8 sensors provide
data at spatial resolutions of 20 and 30 m, respectively,
although they have temporal resolutions of only 2–5 days
and 8–16 days, respectively (Ramsey and Harris, 2013;
Coppola et al., 2016). The MODIS data were processed by
the MIROVA system in the mid-infrared (3.9 µm) region,
providing the VRP (in watts) emitted by volcanic activity at
magmatic temperatures (T > 500 K) with an average error of
±30% (Coppola et al., 2016). MODIS infrared data have a
1 km spatial resolution and a high revisit frequency (up to
four times daily) for volcanic monitoring purposes. High-
spatial resolution thermal satellite datasets, including S2 and
L8, have been investigated by applying a novel hotspot
detection algorithm based on fixed ratios in the shortwave
infrared (SWIR) regions with a contextual threshold derived
from a statistical distribution of hotspot pixel clusters
(Massimetti et al., 2020), as SWIR signals, in particular,
record almost purely thermal emissions produced by hot
emitting bodies (Blackett, 2017). Images were analyzed
considering
the
SWIR
top-of-atmosphere
(TOA)
reflectances in the ρ12 (2.19 µm), ρ11 (1.61 µm), and ρ8A
(0.86 µm) bands for the S2 MSI and the ρ7 (2.11–2.29 µm),
ρ6 (1.57–1.65 µm), and ρ5 (0.85–0.88 µm) bands for the L8
OLI. The algorithm works on both imagery datasets and
detects the number of “hot” pixels (S2-L8 number of pixels),
where a hotter area is superficially exposed, with an overall
estimate of 2–4% false alerts detected (Massimetti et al., ) The satellite images used for this study were acquired by
different infrared satellite platforms, including Moderate
Resolution Imaging Spectroradiometer (MODIS) images
from
the
Terra
and
Aqua
satellites,
Multispectral
Instrument
(MSI)
images
from
Sentinel-2
(S2),
and
Landsat 8 (L8) Operational Land Imager (OLI) images
(Coppola et al., 2020; Plank et al., 2021). Thermal Infrared Data and Determination of
Migrating Temperature Anomalies These products
are complementary, as, for instance, MODIS acquires images
with a near-daily temporal resolution at a low spatial
resolution of 1 km, whereas the S2 and L8 sensors provide
data at spatial resolutions of 20 and 30 m, respectively,
although they have temporal resolutions of only 2–5 days
and 8–16 days, respectively (Ramsey and Harris, 2013;
Coppola et al., 2016). The MODIS data were processed by
the MIROVA system in the mid-infrared (3.9 µm) region,
providing the VRP (in watts) emitted by volcanic activity at
magmatic temperatures (T > 500 K) with an average error of
±30% (Coppola et al., 2016). MODIS infrared data have a
1 km spatial resolution and a high revisit frequency (up to
four times daily) for volcanic monitoring purposes. High-
spatial resolution thermal satellite datasets, including S2 and
L8, have been investigated by applying a novel hotspot
detection algorithm based on fixed ratios in the shortwave
infrared (SWIR) regions with a contextual threshold derived
from a statistical distribution of hotspot pixel clusters
(Massimetti et al., 2020), as SWIR signals, in particular,
record almost purely thermal emissions produced by hot
emitting bodies (Blackett, 2017). Images were analyzed
considering
the
SWIR
top-of-atmosphere
(TOA)
reflectances in the ρ12 (2.19 µm), ρ11 (1.61 µm), and ρ8A
(0.86 µm) bands for the S2 MSI and the ρ7 (2.11–2.29 µm),
ρ6 (1.57–1.65 µm), and ρ5 (0.85–0.88 µm) bands for the L8
OLI. The algorithm works on both imagery datasets and
detects the number of “hot” pixels (S2-L8 number of pixels),
where a hotter area is superficially exposed, with an overall
estimate of 2–4% false alerts detected (Massimetti et al., Morphological Changes Derived From a
Comparison of the Optical DEMs For a base map, we used a photogrammetric dataset that was
acquired on July 12, 2012 and has already been described earlier
(Shevchenko et al., 2015). This base map shows the collapse
amphitheater resulting from the 1964 collapse, the central dome
that grew inside the amphitheater, and two smaller scars that
formed in 2005 and 2010 (highlighted in Figure 2A). Two lava
lobes can be identified on the dome: the northern lobe that
partially overlaps the NW rim of the 2010 scar and the SSE
lobe with a crater on top (see Figure 3 and the details in
Shevchenko et al., 2015). Reprocessing the data at a higher
resolution allowed us to identify a SW–NE-striking lineament
with an azimuth of 027°N (dashed line in Figure 3A). This
lineament is also traceable through complex topography;
because it notably bisects the lava lobes, the crater, and the
talus in the NE sector of the amphitheater and is visible in
both the optical and the topographic data, this lineament may
represent an important structural feature (Figures 2A, 3A). The DEM that we constructed from the July 18, 2018 Pleiades
dataset (Figures 2B, 3B) shows the morphology of the volcano
several months prior to the beginning of the studied extrusive
eruption (which commenced in December 2018). The western to
SW sector of the dome currently accommodates a new collapse
scar (800 m × 2,000 m) originating from the September 18, 2016
partial collapse. This scar outcrops the core parts of the previously June 2021 | Volume 9 | Article 680051 Frontiers in Earth Science | www.frontiersin.org 7 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. photos of Young Shiveluch constructed from aerial (A,C,D) and Pleiades satellite (B) data with the main destruction features indicated by the FIGURE 2 | Orthophotos of Young Shiveluch constructed from aerial (A,C,D) and Pleiades satellite (B) data with the main destruction features indicated by the
colored lines. FIGURE 2 | Orthophotos of Young Shiveluch constructed from aerial (A,C,D) and Pleiades satellite (B) data with the main destruc
colored lines. formed lava lobes and narrows towards the SSW into an
avalanche chute within the borders of the 2005 scar. Another
new, smaller scar (370 m × 700 m) can be observed on the NE
flank of the dome, where it narrows into a chute following the
eastern rim of the amphitheater. Morphological Changes Derived From a
Comparison of the Optical DEMs At the summit of the dome, a central crater with a diameter of approximately 350 m is
identified (red outline in Figure 2B). The 2012 lava lobe on
the SSE flank persists without any major morphological changes;
it was destroyed only at the very summit due to the formation of
the scar and crater. The main accumulation of material is detected June 2021 | Volume 9 | Article 680051 Frontiers in Earth Science | www.frontiersin.org 8 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. in the northern sector of the dome near the former amphitheater
rim (Figures 3B, 4A). A peak-like remnant of the northern part of
the dome, which was destroyed by the two collapses (blue outlines
in Figures 2B, 3B), had an elevation of 2,757 m and almost
reached the highest point of Young Shiveluch, the Fourth Su
(Chetvertaya Vershina), which is 2,782 m in height. abovementioned SW–NE-striking structural lineament is
observed here, where it bisects the peak-like remnant an
FIGURE 3 | Hillshade maps of the Young Shiveluch dome for the 2012 base map and three acquisitions covering the 2018–2019 construction-destruction period. Note the formation of new central craters (red circles) and short-lived explosion craters (green circles). The DEMs were derived from aerial photogrammetric data (A,C
and from Pleiades satellite data locally complemented by TDX data (B). Shevchenko et al. The 2018–2019 Shiveluch Volcano E FIGURE 3 | Hillshade maps of the Young Shiveluch dome for the 2012 base map and three acquisitions covering the 2018–2019 construction-destruction period. Note the formation of new central craters (red circles) and short-lived explosion craters (green circles). The DEMs were derived from aerial photogrammetric data (A,C,D)
and from Pleiades satellite data locally complemented by TDX data (B). FIGURE 3 | Hillshade maps of the Young Shiveluch dome for the 2012 base map and three acquisitions covering the 2018–2019 construction-destruction period. Note the formation of new central craters (red circles) and short-lived explosion craters (green circles). The DEMs were derived from aerial photogrammetric data (A,C,D)
and from Pleiades satellite data locally complemented by TDX data (B). reached the highest point of Young Shiveluch, the Fourth Summit
(Chetvertaya Vershina), which is 2,782 m in height. The
abovementioned SW–NE-striking structural lineament is also
observed here, where it bisects the peak-like remnant and the reached the highest point of Young Shiveluch, the Fourth Summit
(Chetvertaya Vershina), which is 2,782 m in height. Morphological Changes Derived From a
Comparison of the Optical DEMs The
abovementioned SW–NE-striking structural lineament is also
observed here, where it bisects the peak-like remnant and the in the northern sector of the dome near the former amphitheater
rim (Figures 3B, 4A). A peak-like remnant of the northern part of
the dome, which was destroyed by the two collapses (blue outlines
in Figures 2B, 3B), had an elevation of 2,757 m and almost Frontiers in Earth Science | www.frontiersin.org June 2021 | Volume 9 | Article 680051 9 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. northern half of the central crater (Figure 3B). The relative height
of the dome was 613 m. By July 2018, the northern and NE rims
of the amphitheater had been almost completely buried under
new unconsolidated material. The 2010 collapse scar at the SE
foot of the dome was also filled with new material. By comparing
the DEMs from 2012 to 2018, we estimate that the dome volume
increased by 16 × 106 m3, with a total dome volume of
approximately 646 × 106 m3 (Figure 4A). Hence, the average
growth rate over the 2012–2018 period was 7,200 m3/day
(0.08 m3/s), and further details are provided in Table 1. scar decreased by approximately 5 × 106 m3, while that within the
eastern scar decreased by 84 × 106 m3. The height of the dome
decreased by 26 m due to the partial destruction of the northern
peak and the formation of the northern crater, yielding a new
height of 585 m. The total volume of the dome decreased by 110 ×
106 m3 (including the scars); thus, the total dome volume became
682 × 106 m3. The August 29, 2019 eruption produced a PDC that traveled
12.3 km towards the SE, and the majority of the volume was
deposited on top of the 2010 PDC deposits, albeit with a
shorter
run-out
distance. A
visual
inspection
and
measurements of the Planet satellite image (Figure 1A)
suggest that the August 29, 2019 PDC was deposited in
several scattered fields along its path over a total area of
12 km2. A small amount of material also descended along
the western (2005) scar and was deposited at the SW foot
over an area of 0.5 km2, but this deposition was not captured
during our aerial survey. Morphological Changes Derived From a
Comparison of the Optical DEMs To further analyze the main August
2019 deposition field, we inspected the aerial orthophoto and
performed a comparison of the optical DEMs (Figure 5). Material deposition occurred within an area of 7.2 km2
(Figure 5A), reaching a maximum thickness of almost 30 m
and an average thickness of approximately 12 m (Figure 5B). We estimate that the volume of the main deposits was 87 ×
106 m3, which is 23 × 106 m3 lower than the volume estimated
to have been removed from the source edifice. The differences
between the volumes of the source material and the deposits
can be explained by the scattered regions of deposition in other
areas not captured during the aerial survey, by the lack of dense
rock equivalent (DRE) measurements, and by the dispersion of
fine particles to more distant locations. A geometric analysis of
the deposition area implies that this was the third-largest PDC
that occurred during the current period (since 2001), after the
2005 and 2010 deposits, which extended over distances of 19
and 16 km, respectively, and spanned areas of 25 km2 (Ramsey
et al., 2012) and 27 km2 (Dvigalo et al., 2011). (
)
p
During the December 2018 – August 2019 period, a new
extrusive
eruption
emplaced
a
massive
lava
lobe
(see
Chronology Derived From the TSX Amplitude Images). By
August 2019, this lava lobe occupied the entire central part of
the dome and covered its western flank (Figures 2C, 3C) with
dimensions of 700 m × 1,080 m and a volume (as determined by
DEM differencing) of 51 × 106 m3. The lava lobe might be the
largest extrusive body that emerged on the dome over the current
period of regrowth (since 2001). Furthermore, the data allow the
recognition of two new craters: one in the NE sector of the lobe
(approximately 180 m in diameter) and another along the
northern rim of the amphitheater (130 m × 200 m). During
the observation period (July
2018 – August
2019), the
thickness of added loose material along the 2005 (western)
collapse scar reached 90 and 100 m within the 2010 (eastern)
scar. We also estimated the volumes of added material since July
2018 to be approximately 19 × 106 m3 in the 2005 scar and 33 ×
106 m3 in the 2010 scar. Morphological Changes Derived From a
Comparison of the Optical DEMs The height of the dome remained almost
the same at 611 m, as its highest northern part did not exhibit any
morphological changes that can be identified in the DEMs. The
dome volume increased by 146 × 106 m3 after July 2018, which
includes the talus and deposits within the two collapse scars
(Figure 4B). Ultimately, the total dome volume on August 22,
2019 was 792 × 106 m3. Thus, the average extrusion rate over
1 year was 365,000 m3/day (4.22 m3/s). y
y (
)
On August 29, 2019, a large explosive eruption occurred at
Shiveluch, which led to a secondary partial dome collapse (see
Chronology Derived From the TSX Amplitude Images). Analysis of
the August 2019 (Figure 2C) and October 2019 (Figure 2D)
aerial
orthophotos
allows
us
to
describe
details
of
the
morphological changes that occurred in association with this
eruption. A new large central summit crater is identified in the
October 2019 dataset with dimensions of 430 m × 490 m, and a
new extrusion is observed inside this crater with a blocky
appearance
and
dimensions
of
220 m
×
250 m. At
the
northern part of the dome, another large crater 300 m in
diameter can be recognized. We identify four new small side
craters (Figure 3D) with diameters varying from 45 to 90 m. In
the eastern and NE parts of the dome, a newly formed scar is
visible, which narrows into an avalanche chute in the south; the
size of this scar is 600 m × 1,100 m, and its depth varies from
shallow (up to 50 m) in its southern sector to deep (up to 270 m)
in its NE sector. The western (2005) and eastern (2010) scars also
appear to have lost material (Figure 4C). The October 2019
dataset suggests that after the August 29, 2019 eruption, the
western scar became deeper by 15 m, while the eastern scar
deepened by 40 m on average. The volume within the western Topographic profiles help to further visualize the effects of the
constructive and destructive processes at Shiveluch volcano over
the studied period (Figure 6). The 2018 profiles show significant
enlargement of the edifice in the northern part of the dome
relative to 2012 but, in contrast, the loss of material in the central
and western parts due to the 2016 collapse and formation of the
summit crater (Figures 4A, 6B,C). Material Redistribution Observed by
Satellite Radar Observations Chronology Derived From the TSX Amplitude Images
The analysis of TSX amplitude images provides a more
continuous overview of the deformation, as the active
system onboard TSX can penetrate dense clouds and thus
provide ground scattering observations that can display
morphological details. Here, we examine descending orbit
images only; however, the ascending imagery is provided in
Supplementary Figure S2. The TSX data reveal that the
morphology
of
the
dome
remained
almost
the
same
throughout the year from January 2018 to December 2018
(Figure 7A; Supplementary Movie S1) until December 27,
2018 (Figure 7B), when the new lava lobe became visible at
the top of the Shiveluch dome (see Morphological Changes
Derived From a Comparison of the Optical DEMs). This new
lobe seems to have extruded from the summit crater and spread
laterally towards the SW flank. The image from January 7, 2019
shows a further extension of the new lobe (Figure 7C) that covers
the older lithology, including the 2012 lava lobe. By January 18,
2019, two sectors of the new lobe had slumped (Figure 7D). In the
January 29, 2019 TSX image (Figure 7E), we identify a new half-
circular darkened area resulting from low signal backscatter located
along the northern rim of the amphitheater and the adjacent outer
slope. This darkening is possibly associated with the shadowing
effects caused by steepening topography. By February 20, 2019, we
can identify the beginning of the gradual destruction of the front of
the new lava lobe (Figure 7F). The March 14, 2019 image shows a
new small crater (see Morphological Changes Derived From a
Comparison of the Optical DEMs) at the top of the lobe in its
NE sector (Figure 7G). On April 16, 2019, another new small
crater (see Morphological Changes Derived From a Comparison of
the Optical DEMs) can be seen in our TSX imagery at the northern
rim of the amphitheater (Figure 7H) where the half-circular pp
y
The most profound changes are identified in the first post-
eruption (i.e., after August 29, 2019) TSX image, which was
acquired on September 17, 2019 (Figure 7K); this image
reveals the large central crater (see Morphological Changes
Derived From a Comparison of the Optical DEMs) that opens
eastward into the deep collapse scar, which rotates southward. Morphological Changes Derived From a
Comparison of the Optical DEMs By August 22, 2019, the edifice
height had increased with respect to that in 2012 in the central
part and notably surpassed the 2018 height in the eastern sector of
the dome (Figures 4B, 6B,C). Because of the substantial loss of
material due to the August 29, 2019 eruption, the central dome
height decreased even in comparison with the 2012 height;
relative to the 2019 pre-eruption morphology, this decrease in
height exceeded 250 m in the eastern part of the dome (Figures
4C,D, 6B,C). The accumulation of loose material alternated with
its removal within the western (2005) and eastern (2010) scars
(Figures 6D,E). In 2018, there was a significant loss of material in
the western scar due to the 2016 collapse; then, new material was
added in 2019 and eroded again during the 2019 explosive
eruption and collapse (Figures 4A–C, 6D). In the eastern scar,
deposits
accumulated
significantly
after
2012
but
were June 2021 | Volume 9 | Article 680051 Frontiers in Earth Science | www.frontiersin.org 10 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. FIGURE 4 | Incremental height difference maps generated from the base DEM and the 2018–2019 DEMs. Green indicates no major change, blue indicates mater
oss (destruction), and red indicates material addition (construction). (A) Comparison between the July 2012 and July 2018 DEMs; (B) comparison between t
December 2018 and post-August 2019 extrusive eruption DEMs; (C) comparison between the pre- and post-August 2019 explosive eruption DEMs; (D) com
between the July 2012 and October 2019 DEMs (covering the whole period of study). GURE 4 | Incremental height difference maps generated from the base DEM and the 2018–2019 DEMs. Green indicates no major change, blue indicate FIGURE 4 | Incremental height difference maps generated from the base DEM and the 2018–2019 DEMs. Green indicates no major change, blue indicates material
loss (destruction), and red indicates material addition (construction). (A) Comparison between the July 2012 and July 2018 DEMs; (B) comparison between the pre-
December 2018 and post-August 2019 extrusive eruption DEMs; (C) comparison between the pre- and post-August 2019 explosive eruption DEMs; (D) comparison
between the July 2012 and October 2019 DEMs (covering the whole period of study). June 2021 | Volume 9 | Article 680051 Frontiers in Earth Science | www.frontiersin.org 11 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. Morphological Changes Derived From a
Comparison of the Optical DEMs FIGURE 5 | Orthophoto (A) and height difference map (B) of the main PDC deposit field from the August 29, 2019 eruption. The location of the field is shown in
Figure 1. FIGURE 5 | Orthophoto (A) and height difference map (B) of the main PDC deposit field from the August 29, 2019 eruption. The location of the field is shown in
Figure 1. FIGURE 5 | Orthophoto (A) and height difference map (B) of the main PDC deposit field from the August 29, 2019 eruption. The location of the field is shown in
Figure 1 subsequently removed due to the 2019 destructive events
(Figures 4A–C, 6E). darkened area had previously been located (Figure 7E). The
image from May 8, 2019 shows the continuation of the gradual
collapse of the lobe’s front and a noticeable increase in the
deposition of loose material along the eastern rim of the
amphitheater (Figure 7I). Subsequently, no major morphological
changes are revealed, and the image from August 26, 2019
(Figure 7J) shows a very similar morphology, with the exception
of the continued minor collapse of the lobe’s front and the deposition
of loose material, as well as a new small area of darkening visible at
the NE rim of the amphitheater. The extrusion of the lava lobe
continued throughout almost the whole observation period, being
more intense from the end of December 2018 to the end of April
2019, when the lava lobe virtually ceased growing and was visible
only as minor deformations in the vent area (further details are
provided
in
Lava
Dome
Deformations
Revealed
by
PIV;
Supplementary Movie S1). Material Redistribution Observed by
Satellite Radar Observations One new small side crater is visible close to the NE rim of the
amphitheater exactly where the area of darkening was previously
observed (Figure 7J). The other two craters identified in the aerial
data (see Morphological Changes Derived From a Comparison of the
Optical DEMs) are not visible in the TSX images due to distortion
and shadowing. The southern flank of the dome did not collapse. The image from October 20, 2019 (Figure 7L) shows extrusion
occurring from the central crater and destruction of the upper part
of the peak (see Morphological Changes Derived From a
Comparison of the Optical DEMs) at the northern sector of the
dome coincident with the formation of a second large crater. Therefore, although the TSX amplitude images are geometrically
distorted, important chronological details of morphological
changes can be distinguished, including the relatively precise
timing of lava lobe extrusion and the appearance of new craters
and collapse scars. June 2021 | Volume 9 | Article 680051 Frontiers in Earth Science | www.frontiersin.org 12 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. GURE 6 | Topographic profiles of the Shiveluch lava dome (B,C) and collapse scars (D,E). The profile lines are shown in the insert map (A). The blue shading
resents a negative difference between the pre- and post-2019 destructive events. FIGURE 6 | Topographic profiles of the Shiveluch lava dome (B,C) and collapse scars (D,E). The profile lines are shown in the insert map (A). The blue shading GURE 6 | Topographic profiles of the Shiveluch lava dome (B C) and collapse scars (D E) The profile lines are shown in the insert map (A) The blue shading FIGURE 6 | Topographic profiles of the Shiveluch lava dome (B,C) and collapse scars (D,E). The profile lines are shown in the insert map (A). The blue shading
represents a negative difference between the pre- and post-2019 destructive events. Frontiers in Earth Science | www.frontiersin.org June 2021 | Volume 9 | Article 680051 13 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. E 7 | Time series of TSX descending orbit amplitude images (in radar coordinates: azimuth and range) showing the chronology of the eruptive events an
orphological changes that occurred over the studied period. Low-amplitude features (craters and scars) are shown with dotted lines; high-amplitude fe
ve bodies) are shown with dashed lines. Material Redistribution Observed by
Satellite Radar Observations Arrows point to the features labeled in the bottom left corners of the images. FIGURE 7 | Time series of TSX descending orbit amplitude images (in radar coordinates: azimuth and range) showing the chronology of the eruptive events and
main morphological changes that occurred over the studied period. Low-amplitude features (craters and scars) are shown with dotted lines; high-amplitude features
(extrusive bodies) are shown with dashed lines. Arrows point to the features labeled in the bottom left corners of the images. Frontiers in Earth Science | www.frontiersin.org June 2021 | Volume 9 | Article 680051 14 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. FIGURE 8 | Selected PIV tracking maps from the TSX data in ascending (A–D) and descending (E–H) orbits. The yellow dashed lines outline the new lava lobe; the
yellow dotted lines indicate the outlines of motion before the partial destruction of the dome (C,F) and the shape of the area affected by destruction (D,G). The
approximate scales are 0.59 px/m for the ascending view and 0.73 px/m for the descending view, but these scales should be used with caution (see the Data and
Methods). The full time series of the tracking results can be found in the supplementary material (Supplementary Figure S3). For the base images, please refer to
Figure 7 for the descending data and to Supplementary Figure S2 for the ascending data. FIGURE 8 | Selected PIV tracking maps from the TSX data in ascending (A–D) and descending (E–H) orbits. The yellow dashed lines outline the new lava lobe; the
yellow dotted lines indicate the outlines of motion before the partial destruction of the dome (C,F) and the shape of the area affected by destruction (D,G). The
approximate scales are 0.59 px/m for the ascending view and 0.73 px/m for the descending view, but these scales should be used with caution (see the Data and
Methods). The full time series of the tracking results can be found in the supplementary material (Supplementary Figure S3). For the base images, please refer to
Figure 7 for the descending data and to Supplementary Figure S2 for the ascending data. Lava Dome Deformations Revealed by PIV
Th T
l
d d
ll
d
d Lava Dome Deformations Revealed by PIV
The TSX amplitude data allowed us to determine pixel offsets. Material Redistribution Observed by
Satellite Radar Observations As
regular TSX acquisitions were realized in descending orbit, they
captured the period covered in this study better than the
acquisition in ascending orbit, as the ascending view was less
regular and available only during the timeframe preceding the
August 29, 2019 eruption and dome collapse. The tracking results
are highlighted in Figure 8, and the full tracking sequence can be
found in Supplementary Figure S3. The results are displayed in
radar coordinates to preserve the constant-pixel dimensions,
where the displacement vectors combine range and azimuth
offsets. The tracking initially shows the emplacement of the
lava lobe in January 2019, presenting a mostly decorrelated
surface at the top and in the western sector of the dome due
to the intense extrusion of new material. With the gradual slowing
of extrusion, increased vector lengths can be observed along the
ESE dome flank, which was not covered by the new lava lobe. These offsets started in early February 2019 and persisted through
February–March 2019 (Figures 8A,B,E). The main area of
motion was then restricted to the summit dome, which
presented deformations of the upper part of the lava lobe;
however, slower motion of the lower flanks persisted (Figures
8C,F). No definitive statement can be made regarding the exact
growth direction (the range depends on both horizontal and vertical motions); however, since both the ascending and the
descending views appear to show predominantly SE motion, the
dominant growth direction was likely toward the SE with little or
no vertical motion. The pixel offsets were measured at varying rates, which were
highest
during
the
first
measurement
in
March
2019
(Figure 8E) at nearly 0.65 px/day (orthogonal to the radar
LOS). The rates then decreased and varied between 0.30 and
0.45 px/day, being higher only between mid-June 2019 and
mid-July 2019. In the weeks before the large explosive eruption
and dome collapse, the offsets returned to their previous levels. In the ascending view, the pixel offsets similarly varied
between
0.31
and
0.42 px/day,
which
are
slower
rates
compared
to
those
during
the
same
timespan
in
the
descending view, likely due to the different perspectives. The decorrelated area after the explosion and collapse
events on August 29, 2019 is consistent with the area of
high
deformation
preceding
the
collapse,
both
in
the
ascending (Figures 8C,D) and the descending (Figures
8F,G) views. Analysis of Thermal Anomalies
2018–2019 Satellite Infrared Data Series The evolution of thermal anomalies over the Shiveluch dome area
is derived from the S2 and L8 imagery in SWIR bands
(Figure 10). Our analysis begins in December 2018, when
intense degassing and fumarolic activity obscured the summit
of the dome mainly over the central and northern sectors
(Figure 10A). In the previous S2 MSI and L8 OLI images
during October–December 2018 (see Supplementary Figure
S4), signs of newly emplaced gray deposits (most likely related
to PDCs, gravitational collapses, hot avalanches, and/or ash fall
deposits), probably produced by sporadic explosive activity, are
visible due to the contrast with the snow-covered ground. Moreover, some thermal anomalies are visible on the upper
surface of the dome and become more apparent during
December 2018; these anomalies, which appeared one and
one-half months prior to the main explosion on December 30,
2018, were localized mainly in the central summit crater atop
Shiveluch and its eastern sector (see Supplementary Figures S4,
S5). The first image to be collected after the strong explosion on
December 30, 2018 was acquired one day later on December 31,
2018, revealing a glow emanating from the flanks of the dome
associated
with
extrusions
and
newly
deposited,
still-
incandescent
material
(likely
sourced
by
collapses,
hot
avalanches or PDCs) that is traceable up to 5.5 km from the
summit towards the SW (Supplementary Figure S4). We were able to detect changes in the radar shadows located on
the western (2005) and eastern (2010) collapse scars due to the
accumulation and removal of materials. In the following, we
refer to these materials as deposits, although we cannot
distinguish
the
exact
types
of
rock
and
deposition
mechanisms (e.g., pyroclastics, collapse material, tephra). We applied the radar shadow method to the geocoded TSX
amplitude images for the period from December 2018 to
December 2019 to estimate the pointwise thicknesses and
derive the deposit volumes by using Voronoi diagrams (see
Data and Methods SAR Data and Monitoring the Material
Redistribution (b)). The results are presented in Figure 9 and
Table 2. Analysis of Thermal Anomalies
2018–2019 Satellite Infrared Data Series Based on the available SAR data, we can distinguish
three main periods/episodes: the first construction/deposition
period that occurred between December 16, 2018 and August
26, 2019 estimated in relation to the December 16, 2018 image;
the second destruction episode related to the August 29, 2019
explosion and partial dome collapse and described by one pre-
eruption image (August 26, 2019) and one post-eruption
image (September 17, 2019); and the third period of new
deposition between September 17, 2019 and December 25,
2019 estimated in relation to the September 17, 2019 image. During the first period, we observe a higher accumulation rate
in the first month with an average rate of 670,000 m3/day or
7.7 m3/s (December 16, 2018 – January 18, 2019) and a
cumulative volume increase of 22 × 106 m3 (Figure 9A). After that, the accumulation rate slowed down to an
average value of 106,000 m3/day or 1.2 m3/s (January 18 –
March 25, 2019) and then to 39,000 m3/day or 0.4 m3/s
(March 25 – August 26, 2019), reaching a cumulative
volume increase of 29 × 106 m3 (Figure 9B) at the end of
March and a cumulative volume increase of 35 × 106 m3
(Figure 9C) by the end of August. After the August 29,
2019 eruption and partial dome collapse, a significant
volume (65 × 106 m3) of material was removed (Figures
9D,G). Since the TSX acquisitions just before and after the
collapse episode cover a time span of only 22 days, we cannot
constrain the exact duration of the period during which
material was removed from the scars. Subsequently, a new
accumulation period, caused the refilling of the scars, mainly
the eastern collapse scar. The material accumulation rate was
790,000 m3/day or 9.1 m3/s from September 17 to October 20,
2019, reaching a cumulative volume increase of 26 × 106 m3
(Figure 9E), while the rate was 90,000 m3/day or 1 m3/s from
October 20 to December 25, 2019, reaching a final cumulative
volume increase of 32 × 106 m3 (Figure 9F). During the construction episode deposits accumulated within During January 2019, we identify intense thermal activity due
to an explosive event, hot ejecta, and rockfalls causing elongated
thermal anomalies on the volcano flanks (Figure 10B). Material Redistribution Observed by
Satellite Radar Observations Due to the significant surface changes, no
further measurements could be made in descending orbit
until December 2019, when a new extrusion occurred at the
top
of
the
dome
with
a
steady-state
pixel
offset
of
approximately 0.50 px/day (Figure 8H). June 2021 | Volume 9 | Article 680051 Frontiers in Earth Science | www.frontiersin.org 15 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. Frontiers in Earth Science | www.frontiersin.org Analysis of Thermal Anomalies
2018–2019 Satellite Infrared Data Series During
this period of rockfalls and SW-directed lava extrusion, the
uppermost summit area is only partially thermally expressed,
with a few hotspots visible (Figures 10B–D), and persistent white
plume emissions are observable from the northern sector of the
dome (Figure 10D). g
A series of cloud-free images from March 2019 allowed us to
investigate the details of new features expressed near the summit
of the Shiveluch dome (Figures 10E–H). Several glowing
hotspots are present, representing a thermally active area in an
elongated zone traversing the summit of the dome in a SW-NE
direction. We find that the eastern sector of this region is
thermally more expressed than the western sector. Most of the
thermal hotspots appear to change over time, but some remain
stable and persist over several months (see also Supplementary
Figures S5, S6). The SW-NE-elongated zone, well identified in
the cloud-free thermal imagery (March–September 2019), is also
morphologically expressed by a pronounced structural lineament
and
crater
rows,
as
mentioned
before
(Figures
3A,D). Furthermore, small collapses of the lobe’s front are observed
to trigger hot PDCs that mainly travel towards the south and east. Moreover, by September 2019, we recognize a thermal anomaly at
a location where a new explosion crater will later develop in the
northern part of the dome (Figure 10I). We note that the summit
crater (the location of the August 29, 2019 explosion) appears
cold in the thermal imagery (Figures 10I,J), whereas this new
northern crater is hot (Figure 10J). However, the thermal activity
inside this new northern crater wanes rapidly (Figure 10K). The
thermal image taken in December 2019 (Figure 10L) reveals During the construction episode, deposits accumulated within
the 2005 and 2010 collapse scars, reaching an average thickness of
15–20 m and a maximum thickness of 75 m in the upper part of
the scars. After the August 29, 2019 destruction episode, the
deposited material was concentrated mainly at the top section of
the 2010 scar, reaching a thickness of 50 m. Hence, the August
2019 eruption and partial dome collapse caused the removal of
material from the two scars (twice the volume of material that had
accumulated in the first period). Frontiers in Earth Science | www.frontiersin.org June 2021 | Volume 9 | Article 680051 16 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. Analysis of Thermal Anomalies
2018–2019 Satellite Infrared Data Series FIGURE 9 | Time series of the minimum deposit thickness within the 2005 and 2010 collapse scars estimated using the radar shadow method for several SAR
acquisitions between December 2018 and December 2019 (see Data and Methods SAR Data and Monitoring the Material Redistribution (b)). Reddish and bluish
polygons show the Voronoi diagram approximations of the area of accumulation and removal of material, respectively (A–C) show the first period of deposition starting
from the dome reactivation in December 2018 up to just before the August 29, 2019 explosion estimated with respect to the December 16, 2018 image (D) shows
the material removal episode that occurred after the explosion estimated in relation to the August 26, 2019 image (E,F) show the successive material accumulation
episodes estimated in relation to the September 17, 2019 image. As the background images for (A–F), the dates of the compared geocoded TSX images are displayed;
(G) presents the time series of the deposit volume change; all values are relative to the December 16, 2018 image. FIGURE 9 | Time series of the minimum deposit thickness within the 2005 and 2010 collapse scars estimated using the radar shadow method for several SAR
acquisitions between December 2018 and December 2019 (see Data and Methods SAR Data and Monitoring the Material Redistribution (b)). Reddish and bluish
polygons show the Voronoi diagram approximations of the area of accumulation and removal of material, respectively (A–C) show the first period of deposition starting
from the dome reactivation in December 2018 up to just before the August 29, 2019 explosion estimated with respect to the December 16, 2018 image (D) shows
the material removal episode that occurred after the explosion estimated in relation to the August 26, 2019 image (E,F) show the successive material accumulation
episodes estimated in relation to the September 17, 2019 image. As the background images for (A–F), the dates of the compared geocoded TSX images are displayed;
(G) presents the time series of the deposit volume change; all values are relative to the December 16, 2018 image. Frontiers in Earth Science | www.frontiersin.org June 2021 | Volume 9 | Article 680051 17 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. TABLE 2 | Minimum volumetric accumulation of deposits and corresponding
deposition rates in the western and eastern collapse scars combined. DISCUSSION The described eruptive activity during 2018–2019 was some of
the strongest in the recent history of Young Shiveluch (since
1980) in terms of the eruption volume and morphological
changes. A massive lava lobe developed at the dome during
the extrusive period of December 2018 – April 2019, while a
430 m × 490 m SW–NE-elongated crater formed during the
explosive eruption on August 29, 2019, which led to the
significant destruction of the NE sector and the collapse of the
eastern flank of the dome. The PDC generated from this eruption
after the 2005 and 2010 flows was the largest on record for this
volcano (Dvigalo et al., 2011; Ramsey et al., 2012; Shevchenko and
Svirid, 2014; Krippner et al., 2018). Such composite destructive
events are common during large explosive eruptions at dome-
building volcanoes and have been recently observed during major
eruptions and erosional ravine-forming episodes, such as in 2015
at Volcan de Colima, Mexico (Reyes-Dávila et al., 2016), and in
2010 at Merapi volcano (Surono et al., 2012). Volumes before the August 29, 2019 eruption were estimated relative to the December
16, 2018 TSX acquisition, while those after the eruption were estimated relative to the
September 17, 2019 TSX acquisition. thermal anomalies localized on the eastern flank, mainly on the
outer walls of the central crater, and only minor thermal activity
on the western inner crater wall; in contrast, the new northern
crater appears cold. Aerial Infrared Data Before and After the August 29,
2019 Eruption To further elaborate on the appearance of new explosion
craters
located
close
to the
intersection
of the
newly
identified SW–NE structure and the former amphitheater
rim, we analyzed high-resolution aerial thermal infrared
survey
data. The
data
were
acquired
using
handheld
cameras from a helicopter on August 22, 2019 and October
22, 2019; thus, data were recorded both before and after the
August 29, 2019 explosive event (Figure 11). The infrared data
similarly reveal the locations of temperature anomalies
throughout
the
dome,
thereby
highlighting
the
areas
affected by ongoing extrusion, rockfalls, and degassing at a
resolution not seen in the satellite imagery. The data taken a
week before the event highlight four distinct areas with
elevated temperatures at an approximate ground resolution
of 3 m. First, we note the upper edge of the steep southern
flank, which regularly sources smaller rockfalls appearing as
thin lines spreading radially outward from the dome towards
the south. Similarly, on the eastern flank, distributed smaller
anomalies are observed, stemming mostly from fumaroles and
cooling products. The central dome area is cold but displays a
N–S-striking
thermal
anomaly
of
unknown
origin
(Figure 11A), which is located almost in the center of the
future crater (marked by a yellow solid line in Figure 11B). We
detect a patch of high-temperature anomalies on the northern
edge of the dome that coincides with the strongest fumarole
activity. Here, the highest measured temperatures exceed
270°C,
although
these
temperatures
may
still
be
underestimated, as localized temperature anomalies may be
smaller than the sensor resolution. Analysis of Thermal Anomalies
2018–2019 Satellite Infrared Data Series Date
Volume (106 m3)
Accumulation
rate (106 m3/day)/(m3/sec)
December 16, 2018
0
–
December 27, 2018
7.00
0.64/7.37
January 07, 2019
18.00
1.00/11.6
January 18, 2019
22.00
0.36/4.21
January 29, 2019
24.00
0.18/2.10
February 20, 2019
26.00
0.09/1.05
March 25, 2019
29.00
0.09/1.05
May 08, 2019
31.00
0.05/0.53
June 21, 2019
33.00
0.05/0.53
July 24, 2019
34.00
0.03/0.35
August 26, 2019
35.00
0.03/0.35
September 17, 2019
0
–
October 20, 2019
26.00
0.79/9.12
December 25, 2019
32.00
0.09/1.05
Volumes before the August 29, 2019 eruption were estimated relative to the December
16, 2018 TSX acquisition, while those after the eruption were estimated relative to the
September 17, 2019 TSX acquisition. TABLE 2 | Minimum volumetric accumulation of deposits and corresponding
deposition rates in the western and eastern collapse scars combined. The post-eruption recording (Figure 11B) reveals a significant
redistribution of thermal activity. While the southern flank
remained intact, the high-temperature fumaroles were missing;
in their place was a large central crater with low thermal
emissions. The highest measured temperatures appear to the
north of the dome within the fresh explosion crater. These
observations perfectly coincide with the thermal satellite data
(cf. Figure 10J), in which we detect a large anomaly north of the
dome. Here, the highest recorded temperatures exceed 390°C, but
as
previously
mentioned,
these
measurements
may
still
underestimate the actual temperatures. Main Peculiarities of the 2018–2019 Eruptive
Episode p
One of the main distinctions between the 2019 and previous
destructive events at Shiveluch is the preservation of the southern
flank of the dome. The southern flank was partially destroyed
during the 2005 eruption and completely destroyed during the
2010 collapse but appeared stable during the August 29, 2019
eruption. This preservation could be explained by the presence of
the extensive lava lobe that formed in 2012, which remained
stable on the flank for more than 7 years. We speculate that this
lobe could have acted like armor blanketing the flank and
preventing
the
collapse
of
unconsolidated
material. For
example, loading, gradual cooling, and degassing will close
pore spaces and increase the compressive and tensile strengths
of the lobe and dome rocks over time (Zorn et al., 2018). Additionally, hydrothermal alteration can significantly change
the strength of volcanic rocks depending on the type of alteration
(Heap et al., 2021). In most studied cases, hydrothermal alteration
weakened volcanic rocks (Wyering et al., 2014; Ball et al., 2015;
Mordensky et al., 2019) or even induced explosive behavior
(Heap et al., 2019), mainly through changes in the mineral
content, porosity and permeability of the rocks. However,
volcanic rocks also exhibit increased strength under certain June 2021 | Volume 9 | Article 680051 Frontiers in Earth Science | www.frontiersin.org 18 Shevchenko et al. The 2018–2019 Shiveluch Volcano Eruption RE 10 | Selected thermal imagery. S2 MSI RGB false-color composite bands 12-11-8a (SWIR) showing the evolution of the Shiveluch dome from Decemb
o December 2019. Brownish and grayish colors display cold deposits and bedrock. Blue indicates snow cover. Reddish to yellowish gradients repres
atic ejecta and materials (see the text for details). Images are cropped over the Shiveluch dome top within an area of 2 km × 2 km. White dashed lines indi
s described in Morphological Changes Derived From a Comparison of the Optical DEMs. FIGURE 10 | Selected thermal imagery. S2 MSI RGB false-color composite bands 12-11-8a (SWIR) showing the evolution of the Shiveluch dome from December
2018 to December 2019. Brownish and grayish colors display cold deposits and bedrock. Blue indicates snow cover. Reddish to yellowish gradients represent hot
magmatic ejecta and materials (see the text for details). Images are cropped over the Shiveluch dome top within an area of 2 km × 2 km. Main Peculiarities of the 2018–2019 Eruptive
Episode similarities with Bezymianny volcano, on which the slopes of the
lava dome were protected with lava flows that promoted stability
and led to stratocone development (Shevchenko et al., 2020). Similarly, the western flank of Shiveluch, covered by the 2019 lava
lobe, remained intact during the August 29, 2019 explosive event
and partial destruction of the dome, which may indicate that the
stabilization effect produced by lava lobes is significant for other
episodes. Additionally, the locations of the new craters, either elongated
along the SW–NE structural trend or along the former
amphitheater
rim
(Figures
3C,D,
7H,I,K),
argue
for
a
structural control, as further discussed below. Craters that form during an explosion (Figures 3C, 7G) due to
degassing or an interaction with meteoric water are typical on
Shiveluch and have been previously recognized on lava lobes
(Shevchenko et al., 2015) but never along or near the
amphitheater rim. The central crater caused by the August 29,
2019 eruption is similar to the 2005 crater (∼750 m in diameter)
but with smaller dimensions (430 m × 490 m), probably due to
the smaller magnitude of the explosion. p
Another notable distinction from the previous activity is the
never-before-seen formation of multiple small craters along
the northern and NE peripheries of the dome, either at or near
the rim of the former amphitheater (Figures 3C,D). The first
of these craters appeared in mid-April 2019 (Figure 7H) at the
northern rim of the amphitheater, which was covered by new
material. The half-circular area of darkening in the region
where this crater formed became noticeable in late January
2019, resembling the melting of perennial snow preserved by
loose volcanic deposits coverage (see Chronology Derived From
the TSX Amplitude Images and Figure 7E). The second
peripheral
crater
appeared
at
the
NE
rim
of
the
amphitheater
after
the
August
29,
2019
eruption
(Figure 7K) and was preceded by the appearance of a dark
spot (Figure 7J). Furthermore, clusters of craters originated
within the new 2019 collapse scar, probably due to the contact
of the incandescent outcropped dome core with meteoric
water. As
these
craters
appeared
suddenly
and
in
association with only short eruptive/explosive activity, they
may be considered monogenetic. Our careful analysis of
available photogrammetric data does not reveal an extrusion
or emission of large volumes of materials from these new crater
sites. Main Peculiarities of the 2018–2019 Eruptive
Episode White dashed lines indicate the
features described in Morphological Changes Derived From a Comparison of the Optical DEMs. conditions through the deposition of minerals in hydrothermal
areas (Heap et al., 2020). Here, it is not clear whether the dome or
lobe were subject to either type of alteration, but since this lobe
was relatively stationary and stable for several years, it would have likely experienced substantial cooling and degassing while also
being subject to nearly constant hydrothermal alteration. Theoretically, these combined effects could have significantly
increased the rock strength of the lobe. We also note June 2021 | Volume 9 | Article 680051 Frontiers in Earth Science | www.frontiersin.org 19 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. FIGURE 11 | Aerial FLIR data of the lava dome superimposed onto the DEMs of the pre-eruption survey on August 22, 2019 (A) and the post-eruption survey on
October 22, 2019 (B). While the southern side of the dome remained mostly intact and unchanged, the eruption was followed by a significant new anomaly in the
northern part of the dome. The yellow lines in (B) outline new craters, and the dotted lines in (A) show the areas before these craters formed. The yellow dashed line
outlines the 1964 amphitheater. The top of the dome is bisected by a N-S-striking anomaly shown with a solid yellow line in (A) in the area where the central crater
was subsequently formed (B). The scale bar maximum is 200°C because only a few local pixels significantly exceed this value. FIGURE 11 | Aerial FLIR data of the lava dome superimposed onto the DEMs of the pre-eruption survey on August 22, 2019 (A) and the post-eruption survey on
October 22, 2019 (B). While the southern side of the dome remained mostly intact and unchanged, the eruption was followed by a significant new anomaly in the
northern part of the dome. The yellow lines in (B) outline new craters, and the dotted lines in (A) show the areas before these craters formed. The yellow dashed line
outlines the 1964 amphitheater. The top of the dome is bisected by a N-S-striking anomaly shown with a solid yellow line in (A) in the area where the central crater
was subsequently formed (B). The scale bar maximum is 200°C because only a few local pixels significantly exceed this value. thermal emissions, suggests that the origin of these craters
could be phreatomagmatic. The SW–NE Lineament and Structural
Implications vapor (Hashimoto et al., 2018); however, these craters did not
show any strong visible steaming. As we observed cold crater
floors in multiple S2 acquisitions and our helicopter overflight, we
are confident that the low temperatures in these craters are real. Therefore, we can also assume that the extrusion of new blocky
material observed in this crater that started in September shortly
after the eruption could represent the extrusion of cold debris. Indeed, the crater that developed off-center and farther to the
north exhibited one of the highest thermal anomalies in the study
area during the period of observation (Figures 10J, 11B). The SW–NE lineament is inferred from 1) a pronounced linear
kink in the slope during 2012, 2) structural features bisecting the
peak-like remnant in 2018, 3) aligned explosion (monogenetic)
craters
that
evolved
during
2018–2019,
and
4)
thermal
anisotropy. Moreover, we conjecture that the collapses (and
especially the collapse directions) are largely governed by this
structural feature. However, whether this feature has deeper roots
and/or is the surface expression of a fault remains speculative. Accordingly, we hypothesize that this SW–NE lineament
(Figure 12) could play an important role in the development
of the dome and in its construction and destruction. The same
SW–NE structural trend can be identified in optical and
topographic data as early as 2012 (see Figures 2A, 3A) and
was hypothesized in a previous study based on monogenetic
cones located in the surrounding areas and lower apron of the
Shiveluch edifice (Koulakov et al., 2020). Nevertheless, this is the
first evidence of the presence and relevance of the structural
architecture at the summit of Shiveluch volcano governed by a
SW–NE-trending structure and of the alleged intersection
between the curved plane and amphitheater of the 1964 sector
collapse. g
p
g
The growth rate calculated for the period from July 2018 to
August
2019
was
365,000 m3/day
(4.22 m3/s),
which
is
significantly higher than the long-term average growth rate
over the 2001–2012 period (225,000 m3/day or 2.6 m3/s) but
comparable to that over the 2001–2003 period (320,000 m3/day
or 3.7 m3/s) (Shevchenko et al., 2015). These growth rates are also
higher than the average growth rates at other dome-building
volcanoes:
26,400 m3/day
(0.31 m3/s)
at
Bezymianny
in
1956–2017 (Shevchenko et al., 2020), 37,000 m3/day (0.43 m3/
s) at Santa Maria, Guatemala, in 1922–2000 (Ebmeer et al., 2012),
and 173,000 m3/day (2 m3/s) at Mount St. Main Peculiarities of the 2018–2019 Eruptive
Episode This finding, together with the observation of high We find that some of the explosion craters are thermally well
expressed, while others appear cold. Some craters, such as the
central summit crater, are characterized by thermal anomalies
around the rim only but not on the crater floor. A cold crater floor
might have different explanations, both volcanological and
observational: the extrusion of cold crystalline material (Mania
et al., 2019), the surface crust of cool lava masking hotter material
beneath (Sahetapy-Engel and Harris, 2008), the occurrence of a
phreatic explosion not followed by the extrusion of lava (Barberi
et al., 1992), low thermal activity due to hydrothermal sealing or
the tectonic blocking of fluid paths (Matthews et al., 1997; Laiolo
et al., 2017), or even satellite techniques that are too inaccurate to
detect anomalies with excessively inclined observation geometries
or sensors that have an inadequate spatial resolution (Coppola
et al., 2016; Blackett, 2017). One more reason that cannot be
entirely excluded in this context is that the thermal infrared signal
was partially covered and thus biased by the steam of whitish Frontiers in Earth Science | www.frontiersin.org June 2021 | Volume 9 | Article 680051 20 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. FIGURE 12 | SW–NE lineament in relation to the Shiveluch dome’s features. The lineament is shown as the white dashed line. The yellow line outlines the collapse
amphitheater, and the dotted lines outline the features (craters and collapse scars). The red arrows show the directions of partial dome collapses. The base images are
aerial orthophotos. FIGURE 12 | SW–NE lineament in relation to the Shiveluch dome’s features. The lineament is shown as the white dashed line. The yellow line outlines the collapse
amphitheater, and the dotted lines outline the features (craters and collapse scars). The red arrows show the directions of partial dome collapses. The base images are
aerial orthophotos FIGURE 12 | SW–NE lineament in relation to the Shiveluch dome’s features. The lineament is shown as the white dashed line. The yellow line outlines the collapse
amphitheater, and the dotted lines outline the features (craters and collapse scars). The red arrows show the directions of partial dome collapses. The base images are
aerial orthophotos. June 2021 | Volume 9 | Article 680051 The SW–NE Lineament and Structural
Implications Nevertheless, an assessment of the crater locations might
provide evidence for an elongated zone or for several parallel
alignments striking SW–NE, possibly associated with a fracture
zone that is wide rather than focused along a single fault. The
thermal anomaly locations (Figures 10E–H; Supplementary
Figure
S6)
are
also
in
agreement
with
this
lineament. Moreover, this structure is parallel to the 1964 collapse
direction,
to
the
lineaments
of
the
northern
groups
of
volcanoes described in (Koulakov et al., 2020), to the regional
tectonic structures (Kozhurin et al., 2006), and to the Kuril-
Kamchatka volcanic arc in general. However, the recent partial
dome collapse directions are approximately perpendicular (east-
west) to the lineament in the upper sectors of the collapse scars
and oblique (SE and SW) to the lineament in the lower sectors
(Figure 12B). According to (Tibaldi et al., 2008), the tectonics of a
volcano substrate influence the evolution of its edifice, and
normal and strike-slip faults propagating through a volcano
induce its instability in the directions perpendicular and
oblique to the fault strike, respectively. If we assume a SW–NE-trending, nearly vertical fracture zone
to be present, then we may expect a curved intersection arc at the
base of Young Shiveluch along the former décollement surface
(Figure 13). We note, however, that although multiple lines of
evidence support such a structural trend, a critical view regarding
the emergence and locations of explosion vents is warranted. We
note that many craters are consistent with this lineament, such as
the crater on the upper surface of the 2012 lava lobe (Figures 3A,
12A), the summit crater in the center of the dome in 2018
(Figure 3B), and three craters (the central and northern
craters and the side crater on the NE amphitheater rim) that
originated during the period of study (Figures 3D, 12B), which is
why we suggest that this structural feature can affect the
formation
of
these
craters. However,
neither
the
radar
observations nor the pixel offset method could confirm
whether the fracture slides as a strike-slip or dip-slip fault or
is an opening fracture. The SW–NE Lineament and Structural
Implications IGURE 13 | Conceptual model of the 2018–2019 eruptive activity (A) The initial stage of increased eruptive activity and the deposition of the new lava lobe (B) The
resence of the new lobe hindered the further extrusion of lava and induced endogenous swelling of the eastern flank (C) The explosive eruption and collapse of the
t
d
t
Th
SW NE li
t i
h
ith th
bl
k d
h d li
j
ti
t
th
d
ll
t
f FIGURE 13 | Conceptual model of the 2018–2019 eruptive activity (A) The initial stage of increased eruptive activity and the deposition of the new lava lobe (B) The
presence of the new lobe hindered the further extrusion of lava and induced endogenous swelling of the eastern flank (C) The explosive eruption and collapse of the
eastern dome sector. The SW–NE lineament is shown with the black dashed line as a projection onto the decollement surface. 2015). Nevertheless, an assessment of the crater locations might
provide evidence for an elongated zone or for several parallel
alignments striking SW–NE, possibly associated with a fracture
zone that is wide rather than focused along a single fault. The
thermal anomaly locations (Figures 10E–H; Supplementary
Figure
S6)
are
also
in
agreement
with
this
lineament. Moreover, this structure is parallel to the 1964 collapse
direction,
to
the
lineaments
of
the
northern
groups
of
volcanoes described in (Koulakov et al., 2020), to the regional
tectonic structures (Kozhurin et al., 2006), and to the Kuril-
Kamchatka volcanic arc in general. However, the recent partial
dome collapse directions are approximately perpendicular (east-
west) to the lineament in the upper sectors of the collapse scars
and oblique (SE and SW) to the lineament in the lower sectors
(Figure 12B). According to (Tibaldi et al., 2008), the tectonics of a
volcano substrate influence the evolution of its edifice, and
normal and strike-slip faults propagating through a volcano
induce its instability in the directions perpendicular and
oblique to the fault strike, respectively. Conceptual Model for the 2018–2019
Constructive and Destructive Events
The complex interrelation and even bidirectional interaction of
events responsible for constructing and destroying the volcano (Walter et al., 2015), supporting the idea that regional faults may
indeed affect dome growth and collapse processes. 2015). The SW–NE Lineament and Structural
Implications This lack of fault displacement evidence
might indicate that the activity of this structure is below the
detection threshold, that the fault kinematics simply did not
activate over the observation period, that the lineament is a
fracture zone without clear kinematics, or that it is possibly
associated with shear fracturing, as identified in experimental
studies of rock properties simulating shallow depths (Heap et al., The SW–NE Lineament and Structural
Implications Helens in 2004–2005
(Schilling et al., 2008). At Shiveluch, we further identified
particularly strong activity during the first month of eruptive
activity coincident with the extrusion of the lava lobe. While no
discrete growth rates for the whole dome could be measured, only
loose material accumulated within the scars during the first
month of eruptive activity, with the deposition rate reaching
670,000 m3/day (7.7 m3/s). Thus, the growth rates during the
construction period significantly exceed the average rates
presented here, illustrating that this volcano is currently very
productive compared to its own previous episodes and other
volcanoes. The observed SW–NE-trending feature is identified on the
Shiveluch dome only. We could not find any evidence for its
continuation farther north, such as crossing the amphitheater
headwall, implying that this lineament is either a local volcano-
tectonic feature or a structure that is amplified and strongly
expressed on the Young Shiveluch edifice only. Similar local
tectonic features have been suggested to impact the structural
architecture of lava domes at other volcanoes, such as Merapi June 2021 | Volume 9 | Article 680051 Frontiers in Earth Science | www.frontiersin.org 21 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. FIGURE 13 | Conceptual model of the 2018–2019 eruptive activity (A) The initial stage of increased eruptive activity and the deposition of the new lava lobe (B) The
presence of the new lobe hindered the further extrusion of lava and induced endogenous swelling of the eastern flank (C) The explosive eruption and collapse of the
eastern dome sector. The SW–NE lineament is shown with the black dashed line as a projection onto the decollement surface. Conceptual Model for the 2018–2019
Constructive and Destructive Events In contrast, the 2005 collapse was secondary and was
caused by a large explosive eruption that formed a 750-m
diameter crater, which opened into the large collapse scar
(Ramsey
et
al.,
2012;
Shevchenko
and
Svirid,
2014;
Shevchenko et al., 2015). The formation of the large crater on
top of the dome during the August 29, 2019 eruption suggests that
the sequence of events (primary explosion and secondary
collapse) is similar to the sequence of the 2005 destruction
episode, though the collapse direction and deposition of the
main part of the PDC coincide with the 2010 collapse. The development of Shiveluch volcano is controlled through
the interaction of constructive and destructive processes. Destruction
follows
construction
when
the
dome
height
reaches
a
critical
elevation
and
its
flanks
become
oversteepened or when massive extrusive bodies block the vent
and
endogenous
growth
destabilizes
its
structure. Then,
construction continues after destruction when the vent opens
again, allowing new material to freely extrude onto the surface. Further modeling might help to better understand the details of
these relationships, which are governed by stress changes,
growing
and
changing
masses
and
slopes,
and
material
heterogeneities, such as fracture lines and former decollement
surfaces. We speculate that if construction processes prevail at
Shiveluch, they might lead to the formation of a new stratocone,
as happened at Bezymianny (Shevchenko et al., 2020). The
prerequisite
for
this
phenomenon
has
already
occurred,
i.e., the 2012 lava lobe that stabilized the southern flank. Moreover, as was identified at Bezymianny, the establishment
of a major and centralized summit crater, such as the Shiveluch
central crater since 2018 (Figures 3B,D), might indicate the
stabilization of a vent and the formation of a stratocone
(Shevchenko et al., 2020). At Shiveluch, however, the relevance
of the SW–NE structural trend and its intersection with the base
of the edifice are of major importance and may govern future
episodes of construction and destruction. A previous study (Shevchenko et al., 2015) showed that the
two major collapses at Shiveluch in 2005 and 2010 were preceded
by periods of endogenous growth, while the dome remained
stable during the extrusions of lava lobes due to the constant
discharge of the new material. Conceptual Model for the 2018–2019
Constructive and Destructive Events The complex interrelation and even bidirectional interaction of
events responsible for constructing and destroying the volcano June 2021 | Volume 9 | Article 680051 Frontiers in Earth Science | www.frontiersin.org 22 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. edifice have been identified for volcanoes worldwide, both on
land (Germa et al., 2015) and in the ocean (Sibrant et al., 2014). The relevant observations range from local-scale lava dome
growth and collapse (Kelfoun et al., 2021) to large-scale ocean
islands, where collapse-related unloading even affects deep
crustal magma reservoirs (Manconi et al., 2009). The details of
such growth and collapse, however, may be strongly dependent
on the local site conditions. At Merapi, it was recently identified
that the mechanism of collapse is controlled by the basement and
dome slopes, which also control the directions of destruction
episodes (Kelfoun et al., 2021). At Shiveluch, when considering
the outlines and directions of the western (originating in 2005)
and eastern (originating in 2010) collapse scars, we find that these
azimuthal directions have a certain longevity. These two scars
serve as accumulation centers and erosion pathways; for example,
they accumulate deposits from small explosive eruptions and
gradual collapses or disintegration of the lava lobes and then
repeatedly discharge materials during large destructive events
(see Deposit Accumulation and Discharge Within the 2005 and
2010 Collapse Scars). These unconsolidated deposits are rather
weak and unstable compared to the lava material composing the
main dome edifice; thus, the repeated discharge of loose material
from these scars, which can occur due to gravitational processes
or earthquakes, can be hazardous even if the dome flanks remain
stable. associated
with
rainfall
and/or
snowmelt
(Figure
13B). Consequently, short-lived explosions formed craters aligned
SW–NE. Further, the inability to discharge magma through
extrusion led to a pressure buildup that could have caused the
large August 29, 2019 explosive eruption and the formation of the
central crater, which in turn led to the collapse of the eastern
flank; another side crater appeared along the fault lineament after
the eruption (Figure 13C). The 2010 collapse was caused by dome instability due to
gravitational processes and was followed by a relatively small
decompression explosion. This is evidenced by the formation of
the large and deep collapse scar that exposed the core of the dome,
thereby revealing a small explosion crater at the top (Dvigalo
et al., 2011; Shevchenko and Svirid, 2014; Shevchenko et al.,
2015). Conceptual Model for the 2018–2019
Constructive and Destructive Events Collapses induced by intrusions
and faulting activity at volcanoes have been debated based on
experimental
simulations
(Acocella,
2005)
and
numerical
modeling (Massaro et al., 2020), and evidence that intrusions
such as plugs, dikes, and sills may ultimately cause complete or
partial flank collapse is growing (Giampiccolo et al., 2020). Conversely, flank collapses may affect the locations and
directions of intrusions (Maccaferri et al., 2017), so a complex
interplay is likely (Lénat et al., 2012). This idea, together with the
results of our remote sensing data analysis, led us to suggest the
following conceptual model for the constructive and destructive
events of Shiveluch (Figure 13). After intense extrusion
(Figure 13A), a massive lava lobe covered the entire central
part and SW flank of the dome. The lateral expansion and
deformation of the eastern flank (see Lava Dome Deformations
Revealed by PIV) started after the extrusion had slowed down,
which could be evidence for blockage of the main vent by the
massive solidified lava lobe on top of the dome that prevented the
discharge of fresh eruptive material. As magma intruded the core
of the dome, the flanks deformed and steepened, and several
events of local instability occurred (slumping, hot avalanches,
etc.), exposing hot materials and generating thermal anomalies. We hypothesize that, during this stage, when magma did not
reach the surface, it began to propagate along the SW-NE fracture
system, along the base of Young Shiveluch, or along the
intersection between the fracture system and the decollement. As magma approached the surface to the north, close to the
amphitheater rim, it could come into contact with meteoric water DATA AVAILABILITY STATEMENT Data supporting the conclusions of this article are available through the
GFZ Data Publishing Service at https://doi.org/10.5880/GFZ.2.1. 2021.002 AUTHOR CONTRIBUTIONS Photogrammetric analysis was performed by AVS and VND,
radar analysis was performed by MSV (shadow method, TDX
processing),
EUZ
(PIV),
and
AVS
(amplitude
image
interpretation), and thermal analysis was performed by FM
(satellite data) and EUZ (aerial data). TRW was involved in
the preparation and realization of the analysis. The 2019 field data
were collected by AVS, EUZ, MSV, IYS, and SAC, with a ACKNOWLEDGMENTS We acknowledge Sergey Ushakov (IVS) for his assistance in
organizing the fieldwork; our colleagues from GFZ and IVS
for
their
discussions;
Diego
Coppola
and
Marco
Laiolo
(MIROVA team, University of Torino) for providing the
MODIS-MIROVA dataset; the German Aerospace Center
(DLR) for providing the TSX data through proposal GEO1505
and the TDX data through proposal motagh_XTI_LAND6959;
the Planet Team, 2017 for providing the Planet data via the Planet
application program interface: In Space for Life on Earth. San
Francisco, CA. https://api.planet.com the Kamchatka Volcanic
Eruption Response Team (KVERT) for releasing eruption
chronology data, and the Kamchatka Branch of the Unified
Geophysical Service of the Russian Academy of Sciences for
providing the seismic data obtained with large-scale research
facilities: “Seismic infrasound array for monitoring Arctic
cryolitozone
and
continuous
seismic
monitoring
of
the
Russian Federation, neighboring territories and the world.” We
also thank the three journal reviewers and the editor for their very
detailed reviews and comments that allowed us to further
improve this work. CONCLUSION In this article, we analyzed a broad remote sensing dataset to shed
light on the growth and collapse of the Shiveluch volcano,
Kamchatka. We were able to conduct helicopter overflights
shortly before and after one of the main explosive eruptions. In this article, we analyzed a broad remote sensing dataset to shed
light on the growth and collapse of the Shiveluch volcano,
Kamchatka. We were able to conduct helicopter overflights
shortly before and after one of the main explosive eruptions. June 2021 | Volume 9 | Article 680051 Frontiers in Earth Science | www.frontiersin.org 23 The 2018–2019 Shiveluch Volcano Eruption Shevchenko et al. We compared the high-resolution aerial data with the Pleiades
satellite photogrammetric data, derived DEMs of the volcano
during the 2018–2019 activity, and complemented the study with
satellite radar and thermal data. The likely cause for the explosion
and partial dome collapse is a blockage of the vent caused by the
massive 2018 lava lobe extrusion, inducing endogenous swelling
on the eastern dome flank. This gradually oversteepened the flank
and induced gravitational instability. We could identify the
presence
of
an
important
lineament
oriented
SW–NE,
expressed first by a fracture bisecting the dome in 2012 and
then by the formation of multiple side craters in the 2018–2019
period, which were not observed before. We discuss whether
these craters evolved due to lateral migration of magmas along a
basal decollement or along the newly identified SW–NE fracture
system. The new craters all formed within the new deposits
located at or close to the former amphitheater crater wall,
arguing for a possible influence of structural reactivation and/
or water percolation involved in the explosion initiation. While
most of the craters are cold, we identify thermal anomalies related
to the SW–NE structural trend. We also found that the collapse
scars originated in 2005 and 2010 retain their outlines very well,
being periodically filled and discharged with unconsolidated
material,
proximally
forming
deeply
incised
valleys
that
eventually curve into the main amphitheater direction. contribution from AYO and assistance from VND, VAT, and
IAB. AVS wrote the manuscript, and TRW, VND, EUZ, MSV,
and FM contributed to the writing. FUNDING This is a contribution to VOLCAPSE, a research project funded
by the European Research Council under the European Union’s
H2020 Program/ERC consolidator grant ERC-CoG 646858. The
fieldwork was funded by GFZ (Project X-021-19-01) and by IVS. SUPPLEMENTARY MATERIAL The Supplementary Material for this article can be found online at:
https://www.frontiersin.org/articles/10.3389/feart.2021.680051/
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12284-5 Conflict of Interest: The authors declare that the research was conducted in the
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Show Episodic Dome Growth of the Colima Volcano. J. Geophys. Res. Solid
Earth 118, 1408–1419. doi:10.1002/jgrb.50066 Copyright © 2021 Shevchenko, Dvigalo, Zorn, Vassileva, Massimetti, Walter, Svirid,
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under the terms of the Creative Commons Attribution License (CC BY). Frontiers in Earth Science | www.frontiersin.org June 2021 | Volume 9 | Article 680051 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. Walter, T. R., Ratdomopurbo, A., Subandriyo, N., Aisyah, K. S., Salzer, J., et al. (2013b). Dome Growth and Coulée Spreading Controlled by Surface
Morphology, as Determined by Pixel Offsets in Photographs of the 2006
Merapi Eruption. J. Volcanology Geothermal Res. 261, 121–129. doi:10.1016/
j.jvolgeores.2013.02.004 June 2021 | Volume 9 | Article 680051 Frontiers in Earth Science | www.frontiersin.org 27
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Inflammatory and myeloid-associated gene expression before and one day after infant vaccination with MVA85A correlates with induction of a T cell response
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Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 Open Access Inflammatory and myeloid-associated gene
expression before and one day after infant
vaccination with MVA85A correlates with induction
of a T cell response Magali Matsumiya1*, Stephanie A Harris1, Iman Satti1, Lisa Stockdale1, Rachel Tanner1, Matthew K O’Shea1,
Michelle Tameris2, Hassan Mahomed3,4, Mark Hatherill2, Thomas J Scriba2, Willem A Hanekom2, Helen McShane2
and Helen A Fletcher1,5* * Correspondence: magali.matsumiya@ndm.ox.ac.uk; helen.fletcher@lshtm.ac.uk
1Jenner Institute, University of Oxford, Old Road Campus Research Building,
Oxford, UK
5Current affiliation: London School of Hygiene and Tropical Medicine, Keppel
St, London WC1E 7HT, UK
Full list of author information is available at the end of the article Background antigen presentation and the development of a stronger
immune response [17]. Similar approaches have been
used by other groups and are beginning to reveal some
of the factors contributing to the variability of the hu-
man immune response. The data show the importance
of innate pathways in determining the magnitude of
subsequent adaptive immune responses with a role for
the stress response and gut microbiota in particular
[18]. The cellular environment and its modification by
vaccines and adjuvants are determined by many factors,
underscoring the large variation seen in the immune re-
sponse to vaccines across individuals and populations. Tuberculosis (TB) is a major global health problem with
an estimated 8.6 million new cases and 1.3 million
deaths in 2012 [1]. Effective vaccination is likely to be
necessary for the long-term control of the TB epidemic
however Bacille Calmette-Guerin (BCG), the only cur-
rently licensed vaccine, provides variable protection
against pulmonary disease [2]. Despite high BCG cover-
age, the incidence of TB remains high in endemic coun-
tries. Research efforts into new TB vaccines have focused
largely on two strategies; either to modify BCG or replace
it with an attenuated strain of Mycobacterium tuberculosis
(M.tb), or to improve the protection provided by BCG
through prime-boost regimes, often using viral vectors ex-
pressing TB antigens to enhance the pool of circulating
memory cells primed by vaccination with BCG [3]. Twelve
novel TB vaccines are currently in clinical trials, including
two in Phase 2b efficacy studies [1]. The results of the first
efficacy trial of a novel vaccine, Modified Vaccinia virus
Ankara expressing antigen 85A (MVA85A) were pub-
lished in early 2013 [4]. Understanding the differences in immune responses in
different groups is key to developing targeted approaches
to vaccination. The immune system changes with age,
with a decrease in response to vaccination often noted
in the elderly [19], though a recent study found no de-
crease in T cell responses in older adults following a
novel MVA-vectored influenza vaccine [20]. Inflamma-
tion, apoptosis and immune senescence have all been
linked to lower responses to vaccination in this age
group [16,21]. As the population of the developed world
continues to age, understanding these factors will be im-
portant in developing effective vaccination strategies. At
the other end of the spectrum are the immature immune
systems of infants, which also differ to those of adults
[8,22]. Background Although children and infants, particularly in the
developing world, are the target population for many
vaccines against infectious diseases, the factors under-
pinning the immune response to vaccination in this
population remain poorly characterized. Understanding
the immune response to vaccination in infants living in
areas with a high burden of disease, and how this differs
from the immune response of healthy, young adults liv-
ing in areas of lower disease prevalence –but in whom
early testing of vaccines is usually carried out- is there-
fore a crucial component in the development and early
selection of many of the vaccines in development. y
Although the efficacy of boosting BCG with MVA85A
was not superior to that of BCG alone, the study dem-
onstrated that a trial of a novel TB vaccine is feasible in
a high burden setting. Furthermore, the collection of
blood samples from all infants during the trial will en-
able research into the mechanisms of disease risk and
response to vaccination in this setting. Previous studies
with MVA85A have shown it to be safe and immuno-
genic in several diverse populations including adults
without or with latent TB infection in the UK; healthy,
latently infected and HIV-infected adults in Africa and
healthy adolescents, children and infants in Africa [5-8]. The vaccine shows a quantitatively lower immunogen-
icity in African adults and in younger children and in-
fants in Africa compared to UK adults [4]. In all trials to
date, MVA85A induces antigen-specific Th1 and Th17
cells, believed to be important in protection against tuber-
culosis [9-11]. If, as has been suggested [12], low T cell re-
sponses to vaccination in this trial contributed to the lack
of vaccine efficacy, understanding the mechanisms deter-
mining the magnitude of the response to vaccination is
important to the development of an improved vaccine. In this study, we have analysed gene expression signa-
tures pre- and post-vaccination in infants from the
MVA85A Phase 2b efficacy trial who did not develop TB
disease during the trial (non-cases) and correlated these
changes to the antigen-specific T cell response to vaccin-
ation, as measured by IFN-γ ELISpot to Ag85A peptides,
in an effort to understand the variability in response to
vaccination in this setting. Finally, we compare these
findings with previous work performed in UK adults re-
ceiving the same vaccine [23], in an effort to characterise
some of the differences between these populations. Background Several studies published in the last five years have
demonstrated the power of genomics approaches in un-
derstanding the molecular mechanisms of the immune
response to vaccination [13-16]. Work using the yellow
fever vaccine, YF-17D, identified a gene expression sig-
nature in circulating leukocytes of vaccinated volunteers
shortly after vaccination which could predict the magni-
tude of the subsequent CD8+ T cell response [13]. Follow-
up studies have yielded further mechanistic insight,
showing that activation of the nutrient sensor GCN2 in
dendritic cells following vaccination leads to increased Abstract BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 Page 2 of 14 Abstract Background: Tuberculosis (TB) remains a global health problem, with vaccination likely to be a necessary part of a
successful control strategy. Results of the first Phase 2b efficacy trial of a candidate vaccine, MVA85A, evaluated in
BCG-vaccinated infants were published last year. Although no improvement in efficacy above BCG alone was seen,
cryopreserved samples from this trial provide an opportunity to study the immune response to vaccination in this
population. Methods: We investigated blood samples taken before vaccination (baseline) and one and 28 days post-vaccination
with MVA85A or placebo (Candin). The IFN-γ ELISpot assay was performed at baseline and on day 28 to quantify the
adaptive response to Ag85A peptides. Gene expression analysis was performed at all three timepoints to identify early
gene signatures predictive of the magnitude of the subsequent adaptive T cell response using the significance analysis
of microarrays (SAM) statistical package and gene set enrichment analysis. Results: One day post-MVA85A, there is an induction of inflammatory pathways compared to placebo samples. Modules associated with myeloid cells and inflammation pre- and one day post-MVA85A correlate with a higher
IFN-γ ELISpot response post-vaccination. By contrast, previous work done in UK adults shows early inflammation
in this population is not associated with a strong T cell response but that induction of regulatory pathways inversely
correlates with the magnitude of the T cell response. This may be indicative of important mechanistic differences in
how T cell responses develop in these two populations following vaccination with MVA85A. Conclusion: The results suggest the capacity of MVA85A to induce a strong innate response is key to the initiation of
an adaptive immune response in South African infants but induction of regulatory pathways may be more important
in UK adults. Understanding differences in immune response to vaccination between populations is likely to be an
important aspect of developing successful vaccines and vaccination strategies. Trial registration: ClinicalTrials.gov number NCT00953927 Keywords: Tuberculosis, Vaccine, Innate immunity, Transcriptomics, MVA85A Keywords: Tuberculosis, Vaccine, Innate immunity, Transcriptomics, MVA85A © 2014 Matsumiya 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/4.0), which permits unrestricted use,
distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public
Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this
article, unless otherwise stated. Matsumiya et al. Ex-vivo IFN-γ ELISpot assay Ex-vivo IFN-γ ELISpot assay γ
p
y
The ex-vivo IFN-γ ELISpot assay was performed on thawed
PBMC samples collected pre-vaccination and 28 days post- Table 2 Differentially expressed genes 1 day post-
vaccination: MVA85A vs Candin
PROBE_ID
SYMBOL
Fold change
AveExpr
adj.P.Val
ILMN_1791759
CXCL10
3.2
7.18
0.04
ILMN_1799848
ANKRD22
2.61
6.65
0.04
ILMN_1656310
INDO
2.53
5.68
0.04
ILMN_2114568
GBP5
2.52
8.7
0.02
ILMN_2132599
ANKRD22
2.46
7.09
0.04
ILMN_3239965
IDO1
2.35
6.17
0.04
ILMN_3247506
FCGR1C
2.13
6.59
0.04
ILMN_1782487
LOC400759
1.96
5.38
0.01
ILMN_2066849
FAM26F
1.89
5.99
0.04
ILMN_1809086
XRN1
1.74
6.83
0.04
ILMN_2053527
PARP9
1.67
6.81
0.04
ILMN_1769520
UBE2L6
1.61
11.07
0.04
ILMN_1707979
CARD17
1.57
5.07
0.04
ILMN_2326509
CASP1
1.57
8.86
0.04
ILMN_1671452
MRPL44
1.5
6.05
0.04
ILMN_1700671
ETV7
1.49
4.83
0.04
ILMN_1678454
CASP4
1.48
9.83
0.04
ILMN_1715401
MT1G
1.43
4.78
0.01
ILMN_3238525
CARD17
1.35
4.6
0.04
ILMN_1693287
POMP
1.32
9.68
0.04
ILMN_1761159
ESYT1
−1.34
8.78
0.05
ILMN_1693410
BRI3BP
−1.37
6.56
0.04
ILMN_1774828
VEZT
−1.4
5.72
0.04
ILMN_3236036
LOC283663
−1.41
5.39
0.04
ILMN_3256478
LOC100129034
−1.41
5.38
0.04
ILMN_3240997
ARAP3
−1.43
5.7
0.04
ILMN_1767612
BBS2
−1.44
5.6
0.04
ILMN_1775542
FAIM3
−1.45
9.66
0.04
ILMN_3251155
PCBP2
−1.48
5.49
0.01
ILMN_1772876
ZNF395
−1.5
6.21
0.04
ILMN_3305938
SGK1
−1.56
6.59
0.04
ILMN_1731064
CABC1
−1.59
6.1
0.02
ILMN_3229324
SGK1
−1.6
6.3
0.04
Unstimulated whole blood genes identified using the R package limma Table 2 Differentially expressed genes 1 day post-
vaccination: MVA85A vs Candin The samples used in this study were selected from a
subset of 100 infants who had a small blood sample
taken one day post-vaccination. The samples were se-
lected to exclude cases (infants who went on to develop
TB disease) and controls (selected to demographically
match the cases), which will be used in a future study
looking at correlates of risk of TB disease. Therefore
none of the samples used in this study were taken from
infants diagnosed with TB during the course of the trial. Cells were collected 0–7 days pre- and 28 days post-
vaccination with MVA85A/placebo in cell preparation
tubes with sodium heparin (CPT; Vacutainer; BD) and
PBMC separated and cryopreserved. The cells were thawed
and stimulated as detailed below. One day post-vaccination,
50-300 μL of whole blood was collected directly via heel
prick into a tube filled with RLT buffer (RNeasy kit, Qiagen)
containing 10 μL/mL β-mercaptoethanol using a BD
Quikheel Lancet. The sample was immediately frozen
and RNA extracted as detailed below. Unstimulated whole blood, genes identified using the R package limma. Origin of samples Samples used in these experiments were cryopreserved
peripheral blood mononuclear cells (PBMC) or whole Page 3 of 14 Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 blood in RNA lysis buffer from a double-blind, rando-
mised, placebo-controlled Phase 2b efficacy trial of a
candidate TB vaccine, MVA85A, in BCG-vaccinated, HIV-
negative South African infants (South African National
Clinical Trials Register DOH-27-0109-2654, Clinical-
Trials.gov NCT00953927). Infants were randomized to
receive either one dose of MVA85A (1 × 108 plaque
forming units in 0.06 mL) or an equal volume of Candida
skin test antigen (Candin, AllerMed, USA) as placebo
at 4–6 months of age [4]. The trial was approved by the
University of Cape Town Faculty of Health Sciences
Human Research Ethics Committee, Oxford University
Tropical Research Ethics Committee, and the Medicines
Control Council of South Africa. Parents or legal guard-
ians provided written, informed consent. Storage of sam-
ples for exploratory immunological analyses was fully
ethically approved. pelleted, supernatants discarded and resuspended in
10 mL R10 with 20 μL Benzonase (Merck Chemicals
Ltd.) and rested overnight at 37°C, 5% CO2. PBMC were
counted on a Casy Counter (Roche) and split into ap-
propriate volumes for each assay. Not all assays were
performed on all samples. Cell thawing Cryopreserved PBMC were rapidly thawed in a 37°C
waterbath and transferred to a 15 mL Falcon tube con-
taining 10 mL R10 (RPMI, 10% FCS, 1% L-glutamine,
1% Pen-Strep and 1% sodium pyruvate). PBMC were Table 1 Samples processed for each assay as part of
this study
Assay
Samples
processed
No. of
infants
GEX: unstimulated PBMC days 0 and 28
60
30
GEX: whole blood day 1
82
82
GEX: Ag85A peptide-stimulated PBMC days 0 and 28
20
10
IFN-γ ELISpot (unstim, PHA, 85A) days 0 and 28
99
50
RNA-Sequencing: unstimulated PBMC days 0 and 28 12
6
GEX: gene expression analysis using Illumina Human HT-12 v4 microarray beadchips. Day 0: day of vaccination with MVA85A/Candin placebo. Table 1 Samples processed for each assay as part of
this study Table 1 Samples processed for each assay as part of
thi
t d Page 4 of 14 Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 vaccination as previously described [23]. 3 × 105 PBMC
were stimulated in triplicate with a pool of Ag85A peptides,
consisting of 66 15mers, overlapping by 10 amino acids
(2 μg/ml) (Peptide Protein Research). vaccination as previously described [23]. 3 × 105 PBMC
were stimulated in triplicate with a pool of Ag85A peptides,
consisting of 66 15mers, overlapping by 10 amino acids
(2 μg/ml) (Peptide Protein Research). Blood in RLT buffer was thawed and RNA extracted
using the RNeasy kit (Qiagen) according to manufac-
turer’s instructions, including the optional protocol for
DNA digest (RNase-free DNase kit, Qiagen). The proto-
col was modified in the following way for the heelprick
samples due to the small volume of whole blood col-
lected: 80% ethanol was added to precipitate the RNA
(rather than the recommended 70%) and an extra wash with
350 μL RW1 buffer was performed prior to DNA digest. Gene expression assays PBMC from pre-vaccination and 28 days post-vaccination
were incubated for 12 hours with either R10 media alone
(unstimulated) or pooled Ag85A peptides as described for
the ELISpot (2 μg/mL). After 12 hours supernatant was
removed and the PBMC resuspended in 350uL RLT buffer
(Qiagen) containing 10 μL/mL β-mercaptoethanol and
frozen at -20C. Messenger RNA was amplified from the total RNA
using the Illumina Totalprep kit (Ambion) according to
manufacturer’s instructions. RNA quantity and quality was
assessed using a Nanodrop ND-1000 Spectrophotometer
and an Agilent Bioanalyser (Agilent RNA 6000 Nano Kit). Figure 1 Heatmap of differential gene expression 1 day post vaccination. Heatmap showing changes in gene expression one day post-
vaccination with either MVA85A or a Candin placebo. Colors at the top show vaccination: MVA85A (blue) or Candin (red). Genes were selected
on the basis of differential expression between the two groups (fdr < 0.05). Clustering using euclidean distance and average clustering methods. Red indicates up-regulated mRNA, blue indicates downregulated. Figure 1 Heatmap of differential gene expression 1 day post vaccination. Heatmap showing changes in gene expression one day post-
vaccination with either MVA85A or a Candin placebo. Colors at the top show vaccination: MVA85A (blue) or Candin (red). Genes were selected
on the basis of differential expression between the two groups (fdr < 0.05). Clustering using euclidean distance and average clustering methods. Red indicates up-regulated mRNA, blue indicates downregulated. Figure 1 Heatmap of differential gene expression 1 day post vaccination. Heatmap showing changes in gene expression one day post-
vaccination with either MVA85A or a Candin placebo. Colors at the top show vaccination: MVA85A (blue) or Candin (red). Genes were selected
on the basis of differential expression between the two groups (fdr < 0.05). Clustering using euclidean distance and average clustering methods. Red indicates up-regulated mRNA, blue indicates downregulated. Page 5 of 14 Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 750 ng amplified cRNA was labeled and hybridized to
Illumina Human HT-12 v4 beadchips as specified in the
manufacturer’s instructions. Beadchips were scanned on
an Illumina iScan machine and data extracted using the
GenomeStudio software. used to perform background correction and normalization
and the gene list was filtered using the gene filter pack-
age to remove genes with an expression IQR < 0.3 (log2
transformed). Lists of differentially expressed genes
were generated using limma (p-value cut-off of 0.05
after Benjamini-Hochberg correction [25-27]). Ex vivo IFN-γ ELISpot assay Phytohaemagglutinin (PHA) (Sigma) was used as a positive
control and unstimulated wells were used as a measure of
background IFN-γ production. Results are reported as spot
forming cells (SFC) per million PBMC, calculated by sub-
tracting the mean of the unstimulated wells from the mean
of triplicate antigen wells and correcting for the number of
PBMC in the well. An ELISpot response was deemed posi-
tive if the average count in the positive control wells was at
least twice that in the negative control wells and at least 5
spots more than the negative control wells. RNA sequencing
G
f
h h Genes for which the reads per kilobase per million value
(rpkm) was <1 in over 40% of samples were excluded. RPKM was calculated as (10^9*C)/(N*L) where C = number
of reads uniquely mapped to transcript, N = total number
of uniquely mapped reads in sample and L = maximum
length of transcript. Raw counts were then analysed in the
R package limma and converted to log2 transformed counts
per million. These values were compared to the gene ex-
pression values for the equivalent samples obtained by
microarray analysis. Gene expression assays RNA-Seq was performed on pre- and post-vaccination
PBMC from 6 infants (12 samples). Total RNA was sent
to the Beijing Genomics Institute (BGI). Libraries were
constructed using the TruSeq kit (Illumina) and se-
quenced on a HiSeq2000 sequencer, using paired-end
reads of 90 bp and 30 M sequencing depth. Quality con-
trol was performed and the reads aligned to the genome
hg19, downloaded from UCSC (http://genome.ucsc.edu/),
using SOAPaligner2.21 with the following constraints:
maximum number of mismatches allowed on one read is
5 bp, no gaps allowed, only repeat hits reported. The package Significance Analysis of Microarrays
(SAM) was used to rank genes correlating with the IFN-
γ ELISpot response according to the strength of the cor-
relation [28-30]. The ranked gene list was then inputted into
Broad Institute gene set enrichment analysis programme
(GSEA) [31,32] as an externally supplied preranked list. The reference gene set used was the Blood Transcrip-
tion Modules compiled by Li et al. [33]. The significance
of module enrichment was assessed by permutation in the
GSEA program. All heatmaps were generated in R, using Euclidean
distance and average linkage as methods to calculate the
distance matrix and hierarchical clustering respectively. Where correlations are shown, these use the Pearson
product–moment correlation coefficient. Results and discussion Table 1 shows the number of samples used in each assay
in this study. Accession codes associated with the immune response (differentially
expressed genes are shown in Table 2 with genes asso-
ciated with the immune response highlighted in bold). Hierarchical clustering showed that infants fall into
three clusters with a mixed MVA85A/Candin cluster
exhibiting a moderate level of expression of inflamma-
tory genes (Figure 1). This analysis shows MVA85A-
vaccinated infants exhibit a more inflammatory gene
expression profile than those in the placebo group how-
ever the range is large in both groups and there is an
overlap between the two groups. This overlap could be
due to the immunomodulatory properties of Candin,
which induces inflammation and may lead to functional
reprogramming of monocytes associated with protec-
tion from subsequent infection [34]. Gene expression omnibus: GSE56559 (day 1 heelprick,
South African infants), GSE56561 (PBMC, South African
infants) GSE40719 (UK adults). Illumina microarray The R package arrayQualityMetrics [24] was used to as-
sess sample quality. 82 heelprick samples and all PBMC
samples passed quality control. The R package limma was 0
10
20
30
40
50
0
10
20
30
40
50
6
7
8
9
10
0
5
10
15
20
25
6.5
7.0
7.5
8.0
8.5
9.0
9.5
Figure 2 Stimulation of PBMC with Ag85A peptide pools. (a) IFN-γ ELISpot of PBMC taken pre- or post-vaccination in MVA85A or candin-
vaccinated infants. Responses are significantly higher in the MVA85A group, 4 weeks post-vaccination (Wilcoxon test, p < 0.05). b,c. STAT1 expression in
unstimulated (b) and 85A peptide-stimulated (c) PBMC. Squares = pre-vaccination, circles = 28 days post-vaccination; red = candin, blue = MVA85A. Dashed lines indicate a positive ELISpot response (x = 15) and elevated expression of STAT1 (y = 9.5). 0
10
20
30
40
50
6
7
8
9
10 0
5
10
15
20
25
6.5
7.0
7.5
8.0
8.5
9.0
9.5 0
10
20
30
40
50 Figure 2 Stimulation of PBMC with Ag85A peptide pools. (a) IFN-γ ELISpot of PBMC taken pre- or post-vaccination in MVA85A or candin-
vaccinated infants. Responses are significantly higher in the MVA85A group, 4 weeks post-vaccination (Wilcoxon test, p < 0.05). b,c. STAT1 expression in
unstimulated (b) and 85A peptide-stimulated (c) PBMC. Squares = pre-vaccination, circles = 28 days post-vaccination; red = candin, blue = MVA85A. Dashed lines indicate a positive ELISpot response (x = 15) and elevated expression of STAT1 (y = 9.5). Page 6 of 14 Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 PBMC stimulated for 12 hours with Ag85A peptide pools, genes identified using the R package limma. Genes in italics have an adjusted p value 0.05 < p < 0.2). MC stimulated for 12 hours with Ag85A peptide pools, genes identified using the R package limma. Genes in italics have an adjusted p with Ag85A peptide pools, genes identified using the R package limma. Genes in italics have an adjusted p value 0.05 < p < 0.2). MVA85A induces an inflammatory signature one day
post-vaccination Illumina microarray gene expression analysis of 82
whole blood samples taken one day post-vaccination
(37 MVA85A, 45 Candin placebo) identified 32 differ-
entially expressed genes. These genes were largely Table 3 Differentially expressed genes following Ag85A stimulation post-MVA85A vaccination
Vaccinated infants: day 28- day-7
Day 28 samples: vaccinated- placebo
SYMBOL
logFC
Fold change
adj.P.Val
SYMBOL
logFC
Fold change
adj.P.Val
LOC400759
2.04
4.11
0.0047
LOC400759
2.71
6.55
0.012
GBP5
2.16
4.46
0.0079
STAT1
2.69
6.46
0.012
LOC730249
1.93
3.82
0.0079
STAT1
2.31
4.96
0.012
WARS
1.37
2.58
0.0079
CXCL10
3.41
10.64
0.015
ANKRD22
1.67
3.19
0.018
CCL8
4.02
16.21
0.027
GBP4
1.4
2.63
0.018
GBP4
2.19
4.55
0.027
WARS
1.25
2.38
0.018
CXCL9
1.95
3.86
0.027
TAP1
0.79
1.73
0.0234
STAT1
1.78
3.44
0.027
AIM2
1.05
2.07
0.0251
WARS
1.69
3.23
0.027
PSME2
0.72
1.65
0.0251
IFI35
1.49
2.8
0.027
CXCL9
1.63
3.09
0.0259
WARS
1.73
3.31
0.03
GBP1
1.9
3.72
0.0349
GBP1
2.86
7.28
0.031
STAT1
1.15
2.22
0.0354
PARP9
1.56
2.94
0.031
STAT1
1.32
2.49
0.0476
FBXO6
1.84
3.57
0.037
STAT1
0.92
1.89
0.0746
PARP9
1.46
2.75
0.051
GBP1
1.87
3.66
0.0911
PARP14
1.24
2.36
0.051
CD38
0.8
1.74
0.0925
PSME2
1.12
2.17
0.051
CXCL10
2.3
4.92
0.1295
GBP5
2.65
6.3
0.058
LAP3
1.13
2.19
0.1295
EPSTI1
1.51
2.85
0.058
CEACAM1
0.96
1.95
0.1412
GBP1
3.01
8.05
0.062
PARP14
0.71
1.63
0.1412
IFNG
2.17
4.51
0.062
IFNG
1.67
3.19
0.1599
P2RX7
1.77
3.42
0.062
SAMD9L
1.37
2.58
0.062
PTER
1.18
2.27
0.062
UBE2L6
1.14
2.21
0.076
IFIT3
2.35
5.09
0.08
SNHG5
−1.17
−2.25
0.08
LOC730249
2.32
5
0.082
PLA2G4C
1.39
2.61
0.082
PBMC stimulated for 12 hours with Ag85A peptide pools, genes identified using the R package limma. Genes in italics have an adjusted p value 0.05 < p < 0.2). Table 3 Differentially expressed genes following Ag85A stimulation post-MVA85A vaccination Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 Page 7 of 14 Page 7 of 14 Figure 3 Modular analysis of genes associated with a higher response to vaccination. Genes whose expression correlate with the IFNg
ELISpot response were identified using the R package SAM (a) and ranked in order of their score. The ranked list was then analysed in GSEA
using the Blood Transcription Modules compiled by Li et al. as the reference gene set [33]. MVA85A induces an inflammatory signature one day
post-vaccination The results of the analysis for genes expressed in
PBMC taken pre-vaccination or whole blood taken one day post-vaccination are shown (b). Length of the bar shows Normalised enrichment
score for each module, number in the bars indicates genes in the test list present ineach reference set. Colour saturation indicates genes present
as a percentage of total genes within the module (signal). Red modules are positively associated with ELISpot response, blue modules are
negatively associated. Figure 3 Modular analysis of genes associated with a higher response to vaccination. Genes whose expression correlate with the IFNg
ELISpot response were identified using the R package SAM (a) and ranked in order of their score. The ranked list was then analysed in GSEA
using the Blood Transcription Modules compiled by Li et al. as the reference gene set [33]. The results of the analysis for genes expressed in
PBMC taken pre-vaccination or whole blood taken one day post-vaccination are shown (b). Length of the bar shows Normalised enrichment
score for each module, number in the bars indicates genes in the test list present ineach reference set. Colour saturation indicates genes present
as a percentage of total genes within the module (signal). Red modules are positively associated with ELISpot response, blue modules are
negatively associated. Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 Page 8 of 14 IDO1
MAFB
KYNU
IFI30
ALDH2
FCER1G
SIRPA
SERPINA1
PLAUR
LYN
SERPINB2
TLR8
PILRA
LILRA6
FES
C5AR1
BST1
AQP9
APOB48R
ANPEP
TLR6
MYD88
KCNJ2
ITGAX
VNN1
TNFRSF1B
TMEM176B
PTGS2
PGD
LYZ
HHEX
EMR1
EMILIN2
DPYD
DOK3
DOCK5
C1orf162
C19orf59
BCL6
VNN3
VNN2
NLRP12
NFE2
FPR2
FPR1
FCGR2A
ST6GALNAC2
SLC22A4
PROK2
NCF4
KCNJ15
EMR3
BASP1
G0S2
TNFAIP6
TNFAIP3
SLAMF7
NFKBIA
IL1B
DUSP1
CXCL2
CXCL1
CCL20
IL8
CXCL6
CXCL5
CXCL13
CCL7
CCL23
CCL2
CCL19
UBASH3A
PTPRCAP
IL32
KLRB1
GZMB
GNLY
CCL5
STAT4
KLRF1
KLRD1
IL2RB
GPR56
TMOD1
SEMA4A
RXRA
PLXNB2
KLF1
GATA1
FES
EPB42
TLR8
TLR5
P2RY13
LILRB3
LILRB2
FPR1
DYSF
CSF3R
FES
PILRA
LILRA6
FGR
ALOX5
BST1
APOB48R
TLR6
MYD88
KCNJ2
HSPA6
AQP9
RSAD2
OAS3
IRF7
DDX58
CXCL10
C1QB
BCL3
ANXA3
SERPING1
HERC5
MX2
LAMP3
IFIT3
IFIT2
HLX
CCL8
ATF3
a
b
Figure 4 Heatmaps of BTMs associated with a higher response to vaccination. Heatmaps show expression of genes for MVA85A
infants in unstimulated PBMC taken pre-vaccination (a) or whole blood taken one day post-vaccination (b). MVA85A induces an inflammatory signature one day
post-vaccination The colour coding along t
the heatmap shows responder (blue) and non-responder (black) infants as measured by IFN-γ ELISpot. Genes are arranged by module IDO1
MAFB
KYNU
IFI30
ALDH2
FCER1G
SIRPA
SERPINA1
PLAUR
LYN
SERPINB2
TLR8
PILRA
LILRA6
FES
C5AR1
BST1
AQP9
APOB48R
ANPEP
TLR6
MYD88
KCNJ2
ITGAX
VNN1
TNFRSF1B
TMEM176B
PTGS2
PGD
LYZ
HHEX
EMR1
EMILIN2
DPYD
DOK3
DOCK5
C1orf162
C19orf59
BCL6
VNN3
VNN2
NLRP12
NFE2
FPR2
FPR1
FCGR2A
ST6GALNAC2
SLC22A4
PROK2
NCF4
KCNJ15
EMR3
BASP1
G0S2
TNFAIP6
TNFAIP3
SLAMF7
NFKBIA
IL1B
DUSP1
CXCL2
CXCL1
CCL20
IL8
CXCL6
CXCL5
CXCL13
CCL7
CCL23
CCL2
CCL19
a UBASH3A
PTPRCAP
IL32
KLRB1
GZMB
GNLY
CCL5
STAT4
KLRF1
KLRD1
IL2RB
GPR56
TMOD1
SEMA4A
RXRA
PLXNB2
KLF1
GATA1
FES
EPB42
TLR8
TLR5
P2RY13
LILRB3
LILRB2
FPR1
DYSF
CSF3R
FES
PILRA
LILRA6
FGR
ALOX5
BST1
APOB48R
TLR6
MYD88
KCNJ2
HSPA6
AQP9
RSAD2
OAS3
IRF7
DDX58
CXCL10
C1QB
BCL3
ANXA3
SERPING1
HERC5
MX2
LAMP3
IFIT3
IFIT2
HLX
CCL8
ATF3
b
Figure 4 Heatmaps of BTMs associated with a higher response to vaccination. Heatmaps show expression of genes for MVA85A-vaccinated
infants in unstimulated PBMC taken pre-vaccination (a) or whole blood taken one day post-vaccination (b). The colour coding along the top of
the heatmap shows responder (blue) and non-responder (black) infants as measured by IFN-γ ELISpot. Genes are arranged by module (right). b Figure 4 Heatmaps of BTMs associated with a higher response to vaccination. Heatmaps show expression of genes for MVA85A-vaccinated
infants in unstimulated PBMC taken pre-vaccination (a) or whole blood taken one day post-vaccination (b). The colour coding along the top of
the heatmap shows responder (blue) and non-responder (black) infants as measured by IFN-γ ELISpot. Genes are arranged by module (right). Figure 4 Heatmaps of BTMs associated with a higher response to vaccination. Heatmaps show expression of genes for MVA85A-vaccinated
infants in unstimulated PBMC taken pre-vaccination (a) or whole blood taken one day post-vaccination (b). The colour coding along the top of
the heatmap shows responder (blue) and non-responder (black) infants as measured by IFN-γ ELISpot. Genes are arranged by module (right). Page 9 of 14 Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 The immune response to stimulation with Ag85A peptides
The antigen-specific immune response to Ag85A was
assessed by IFN-γ ELISpot and Illumina microarray gene
expression analysis. Infants vaccinated with MVA85A had
a significantly higher post-vaccination Ag85A-specific
ELISpot response than the Candin group (Figure 2a). MVA85A induces an inflammatory signature one day
post-vaccination Differentially expressed genes between the vaccine and
placebo groups, and pre- and post-vaccination time
points, are shown in Table 3. The genes induced follow-
ing Ag85A peptide stimulation are all associated with
the STAT1 pathway and exhibit a highly correlated pat-
tern of expression. Furthermore, upregulation of this
pathway occurred in infants who also had a detectable
Ag85A-specific T cell response by IFN-γ ELISpot assay
but not in unstimulated cells or infants who received the
candin placebo (Figure 2b,c). This observation suggests
that, in this population, gene expression analysis does not
add substantial information to that measured by the IFN-
γ ELISpot assay in capturing the response to Ag85A pep-
tide stimulation following MVA85A vaccination. suggested that low or absent responses to MVA85A may
be one explanation for the lack of efficacy observed in
the trial [12]. Further analysis of cases and controls is
under way to address this question however, in this
smaller study, we next investigated some of the mecha-
nisms underlying the magnitude of the adaptive immune
response which develops following MVA85A vaccination. Gene expression signatures correlating with immunogenicity
differ in South African infants and UK adults We have previously described changes in gene expression
in unstimulated PBMC from UK adults vaccinated with
the same regime: a BCG prime followed by an MVA85A
boost [23,42]. We therefore wanted to compare the obser-
vations made in these two different populations. In the
adults, there was no placebo and PBMC were collected
for gene expression analysis pre-, two and seven days
post-MVA85A. Comparing gene expression to the magni-
tude of the induced T cell response showed a positive Table 4 Comparison of differentially expressed genes in
South African infants and UK adults post-MVA85A
Fold change
SYMBOL
RSA infants
UK adults
CXCL10
3.2
6.5
ANKRD22
2.6
2.0
INDO
2.5
1.3
GBP5
2.5
2.2
ANKRD22
2.5
1.7
IDO1
2.4
1.4
FCGR1C
2.1
1.7
LOC400759
2.0
2.1
FAM26F
1.9
1.8
XRN1
1.7
1.0
PARP9
1.7
1.8
UBE2L6
1.6
1.6
SGK1
−1.6
1.1
CABC1
−1.6
−1.3
CARD17
1.6
1.2
CASP1
1.6
1.7
SGK1
−1.6
1.1
MRPL44
1.5
1.1
ZNF395
−1.5
−1.3
ETV7
1.5
1.0
CASP4
1.5
1.2
PCBP2
−1.5
−1.2
FAIM3
−1.5
−1.3
South African infants: unstimulated whole blood taken 1 day post-vaccination. UK adults: unstimulated PBMC taken 2 days post-vaccination. All genes are
differentially expressed between MVA85A and candin vaccinated infants
(fdr < 0.05); genes in bold are also significantly different between day 0 and
day 2 in UK adults vaccinated with MVA85A. Table 4 Comparison of differentially expressed genes in
South African infants and UK adults post-MVA85A The ratio of myeloid to lymphoid cells has previously
been associated with differences in TB disease risk in
HIV-infected South African adults and susceptibility to
malaria and influenza in other cohorts [37-40] and this
may be another example of an outcome associated with
this ratio. The gene expression profiles associated with
responder infants are present pre-vaccination and show
a strong overlap pre- and one day post vaccination. This suggests the baseline inflammatory profile of the
infant, including the differing proportion of circulating
leukocytes, is key to determining the response to vac-
cination. This may be influenced by genetic influences
on innate immunity or environmental exposure preced-
ing vaccination, including the response to BCG, which
all infants received at birth. As MVA preferentially in-
fects myeloid cells [41], a higher proportion of myeloid
cells may lead to overall increased viral expression of
Ag85A protein in infants with higher frequencies of
myeloid cells. Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 Page 10 of 14 subsequently defined infants as responders or non-
responders. An ELISpot response was deemed positive
if the average count in the positive control wells was at
least twice that in the negative control wells and at least
5 spots more than the negative control wells [36]. Sets
of correlating genes pre-vaccination and one day post-
vaccination were generated and ranked according to
their significance score (Figure 3a). This ranked list of
genes was then analysed using the Broad Institute Gene
Set Enrichment Analysis PreRanked function, using the
Blood Transcription Modules defined by Li et al. as a
reference gene set [33]. Pre-vaccination, responder in-
fants have an over-representation of genes enriched in
monocytes, activated dendritic cells and neutrophils as
well chemokines and inflammatory pathways (Figure 3b). One day post-vaccination, there is a negative association
between lymphoid cells and the subsequent development
of an ELISpot response (Figure 3c). Moreover, there is
positive enrichment of gene sets associated with myeloid
cells, inflammation and an antiviral response. The expres-
sion pattern of these clusters and their relationship to the
ELISpot response is shown in heatmaps in Figure 4. Higher expression of genes associated myeloid cells and
inflammation pre- and 1 day post-vaccination are both as-
sociated with the development of an antigen-specific T cell
response to vaccination with MVA85A, suggesting the
ability of MVA to induce a strong innate response is key
to its function as a vaccine vector in this population. Add-
itionally, higher expression of genes associated with activa-
tion of lymphoid cells such as NK cells and cytotoxic T
cells one day post-vaccination is associated with an absent
ELISpot response 28 days later. In a subset of samples, the RNA extracted from the
PBMC collected pre- and 28 days post-MVA85A was also
measured by RNA Sequencing, as part of a pilot project
for future studies. Gene expression values as measured in-
dependently by these two methods are highly correlated
(Figure 5), providing a technical validation for this result. Myeloid cells and inflammation are associated with a
higher ELISpot response The following analyses were performed using only sam-
ples from infants vaccinated with MVA85A, to further
investigate the mechanisms underlying the immune re-
sponse to this vaccine. The R package Significance Ana-
lysis of Microarrays (SAMR) was used to identify genes
whose expression correlated with the Ag85A-specific T cell
frequencies measured 28 days post-vaccination by IFN-γ
ELISpot assay. SAM identifies genes significantly correlat-
ing with a continuous response variable, in this case the
IFN-γ ELISpot, and outputs a positive and negative set of
genes based on the strength of the correlation of each gene
with higher (positive) or lower (negative) values of the
response phenotype [29,35]. Since the IFN-γ ELISpot
responses
in
this
study
were
very
low,
we
have A proportion of infants did not respond to antigenic
stimulation with Ag85A peptides following MVA85A
vaccination. This lack of response was observed both by
IFN-γ ELISpot and gene expression analysis. It has been 4
6
8
10
12
14
0
2
4
6
8
10
12
Microarray
RNA-Seq
Number of XY pairs=74
Pearson's r=0.77
95% confidence interval=0.66-0.85
P-value (two-tailed)=4.4e-16
Figure 5 Comparison of gene expression values measured by beadchip microarray and RNA sequencing. Plot of median values from the RNA-
Seq and microarray data of 12 unstimulated PBMC samples for 74 genes used in the modular analysis. Significance assessed using Pearson’s correlation. Number of XY pairs=74
Pearson's r=0.77
95% confidence interval=0.66-0.85
P-value (two-tailed)=4.4e-16 Figure 5 Comparison of gene expression values measured by beadchip microarray and RNA sequencing. Plot of me
d
d
f
l
d
l
f
d
h
d l
l
f
d Figure 5 Comparison of gene expression values measured by beadchip microarray and RNA sequencing. Plot of median values from the RNA-
Seq and microarray data of 12 unstimulated PBMC samples for 74 genes used in the modular analysis. Significance assessed using Pearson’s correlation. South African infants: unstimulated whole blood taken 1 day post-vaccination.
UK adults: unstimulated PBMC taken 2 days post-vaccination. All genes are
differentially expressed between MVA85A and candin vaccinated infants
(fdr < 0.05); genes in bold are also significantly different between day 0 and
day 2 in UK adults vaccinated with MVA85A. Gene expression signatures correlating with immunogenicity
differ in South African infants and UK adults UK adults have a stronger innate response to the vac-
cine, however the magnitude of this response does not
predict the magnitude of the antigen-specific response. By contrast, in the South African infants the magnitude
of inflammatory gene expression one day post-MVA85A
correlated with the ELISpot response at week 4. Further
investigation of these mechanisms and how they differ
between the different populations in which vaccines are
tested and deployed may prove important in future vac-
cine development strategies. association with TLR1 expression at baseline and a nega-
tive correlation with regulatory genes including STAT5B
and CTLA4 at day 2 [42]. Table 4 shows the genes differ-
entially expressed in infants one day post-MVA85A (com-
pared to a placebo group at the equivalent timepoint). Genes in bold were also differentially expressed in UK
adults two days post-MVA85A compared to baseline and
fold changes are shown for both comparisons. In both
populations, CXCL10 had the highest fold change at the
innate timepoint (one or two days post-MVA85A). One
interesting difference is the gene encoding indoleamine
2,3-dioxygenase (probes INDO and IDO1) which is highly
differentially expressed in the infants but not the adults. two populations and in the pathways that determine the
adaptive immune response. However, it is impossible to
determine whether the differences observed are attribut-
able to age or to genetic or environmental differences be-
tween the populations. Furthermore, the post-vaccination
timepoint differed in both cell type (whole blood in the in-
fants, PBMC in adults) and time taken (one or two days
post-MVA85A). PBMC were used in the pre-vaccination
timepoint in both studies. Despite this, the similarities in
the list of differentially expressed genes suggest these com-
parisons are meaningful and warrant further investigation. UK adults have a stronger innate response to the vac-
cine, however the magnitude of this response does not
predict the magnitude of the antigen-specific response. By contrast, in the South African infants the magnitude
of inflammatory gene expression one day post-MVA85A
correlated with the ELISpot response at week 4. Further
investigation of these mechanisms and how they differ
between the different populations in which vaccines are
tested and deployed may prove important in future vac-
cine development strategies. Further to this, the relationships between these genes
show interesting differences between the two popula-
tions (Figure 6). Gene expression signatures correlating with immunogenicity
differ in South African infants and UK adults In the South African infants, expression
of both CXCL10 and IDO1 one day post-vaccination
correlates with the IFN-γ ELISpot response and with
each other. In the UK adults however, expression of
these genes correlates neither with each other nor with
the IFN-γ ELISpot response. In the UK adults, we have
previously described a negative association between ex-
pression of CTLA4 post-vaccination and the IFN-γ ELI-
Spot response. However, this association was not found
in South African infants. Furthermore, CTLA4 corre-
lated positively with IDO1 in the UK adults but nega-
tively in the South African infants. Conclusions This study has shown an association between high levels
of inflammation and myeloid signatures both pre- and
post-vaccination and the development of the antigen-
specific T cell response to MVA85A in BCG-vaccinated
South African infants. In this population, the capacity of
the vaccine to induce a strong innate response appears
key to its ability to initiate an adaptive immune re-
sponse. Furthermore, we describe differences in the re-
sponse to vaccination with MVA85A in UK adults and
South African infants, suggesting different immune
pathways may determine immune responses in these
two very different cohorts. This study has focused on in-
vestigating the mechanisms underlying vaccine immuno-
genicity, not vaccine-induced protection. Ultimately, an
understanding of both these aspects of vaccination and
how they differ across individuals and populations is
likely to be necessary in achieving protection in the di-
verse groups and areas of the world still plagued by TB. y
Indoleamine 2,3-dioxygenase (IDO1) is an enzyme
catalyzing the first and rate-limiting step in tryptophan
catabolism. This enzyme has multiple physiological ef-
fects, including immunosuppression and regulation of
T cells. In UK adults, expression of IDO1 in PBMC cor-
relates with that of the inhibitory co-receptor CTLA4. A recent study showing IDO1 is a critical resistance
mechanism in antitumor T cell immunotherapy target-
ing CTLA-4 in a mouse model of melanoma suggests
the interaction between these two genes is an important
component to consider when inducing an immune re-
sponse for therapeutic purposes [43]. In the South African
infants however, we did not observe a correlation between
expression of IDO1 and CTLA4 but IDO1 correlated with
CXCL10 instead, suggesting either a different role for this
enzyme or that inflammatory and regulatory responses are
closely coupled in this population, perhaps to protect
against excessive immune responses. Competing interests
The authors declare that they have no competing interests. Author contributions
MM, SAH, IS, LS, RT and MO carried out the experiments; MT, HMcS, MH, TJS,
WAH and HAF were involved in study design and sample collection; MM Gene expression signatures correlating with immunogenicity
differ in South African infants and UK adults Conversely, killing of infected myeloid
cells by cytotoxic T cells and NK cells may decrease
antigen expression, inhibiting the development of a re-
sponse to Ag85A. South African infants: unstimulated whole blood taken 1 day post-vaccination. UK adults: unstimulated PBMC taken 2 days post-vaccination. All genes are
differentially expressed between MVA85A and candin vaccinated infants
(fdr < 0.05); genes in bold are also significantly different between day 0 and
day 2 in UK adults vaccinated with MVA85A. South African infants: unstimulated whole blood taken 1 day post-vaccination. UK adults: unstimulated PBMC taken 2 days post-vaccination. All genes are
differentially expressed between MVA85A and candin vaccinated infants
(fdr < 0.05); genes in bold are also significantly different between day 0 and
day 2 in UK adults vaccinated with MVA85A. Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 Page 11 of 14 Figure 6 (See legend on next page.) Figure 6 (See legend on next page.) Figure 6 (See legend on next page.) Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 Page 12 of 14 (
g
p
p g )
Figure 6 Differences in inflammation and regulation: RSA infants and UK adults. a. Expression in unstimulated whole blood 1 day post-
MVA85A of CXCL10 and IDO1 but not CTLA4 correlates with ELISpot response in RSA infants. CTLA4 expression in unstimulated PBMC 2 days
post-MVA85A is inversely correlated with ELISpot response in UK adults but IDO1 and CXCL10 show no significant association. b. In RSA infants,
IDO1 expression correlates positively with CXCL10 and negatively with CTLA4 expression. In UK adults, CTLA4 and IDO1 expression show a positive
association. All tests are Pearson’s correlations. two populations and in the pathways that determine the
adaptive immune response. However, it is impossible to
determine whether the differences observed are attribut-
able to age or to genetic or environmental differences be-
tween the populations. Furthermore, the post-vaccination
timepoint differed in both cell type (whole blood in the in-
fants, PBMC in adults) and time taken (one or two days
post-MVA85A). PBMC were used in the pre-vaccination
timepoint in both studies. Despite this, the similarities in
the list of differentially expressed genes suggest these com-
parisons are meaningful and warrant further investigation. 3.
Ottenhoff THM, Kaufmann SHE: Vaccines against tuberculosis: where are
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1 1Jenner Institute, University of Oxford, Old Road Campus Research Building,
Oxford, UK. 2South African Tuberculosis Vaccine Initiative, Institute of
Infectious Disease and Molecular Medicine and School of Child and
Adolescent Health, University of Cape Town, Cape Town, South Africa. 3Division of Community Health, Stellenbosch University, Stellenbosch, South
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ferences in the immune response to vaccination in these Page 13 of 14 Matsumiya et al. BMC Infectious Diseases 2014, 14:314
http://www.biomedcentral.com/1471-2334/14/314 analysed the data and drafted the manuscript. All authors reviewed and
approved the final manuscript. 11. De Cassan SC, Pathan AA, Sander CR, Minassian A, Rowland R, Hill AVS,
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Thi
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Methodological approach as a strategy for professional employees’ training in small and medium sized enterprises in Russia
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Abstract In the era of rapid development and the emergence of new methods and ideas for the employees’ training
in small and medium sized enterprises in Russia, managers need to think about the role that the
methodological organization of the educational process, which refers, not only with respect to vocational
training, but also in providing the methodological foundation for teaching certain disciplines in small and
medium sized enterprises in Russia. The article describes the integrative-praxicological approach in the
professional training of employees, it describes the principles and requirements as a methodological basis
for the educational process. Keywords – Small and medium sized enterprises, Vocational Training, Principles, Integration, Praxicology,
Employees. To cite this article: Ivanova, N.L., & Ippolitova, N.V. (2019). Methodological approach as a strategy for professional
employees’ training in small and medium sized enterprises in Russia. Journal of Technology and Science
Education, 9(3), 239-244. https://doi.org/10.3926/jotse.659 ---------- Journal of Technology and Science Education
JOTSE, 2019 – 9(3): 239-244 – Online ISSN: 2013-6374 – Print ISSN: 2014-5349
https://doi.org/10.3926/jotse.659 METHODOLOGICAL APPROACH AS A STRATEGY FOR PROFESSIONAL
EMPLOYEES’ TRAINING IN SMALL AND MEDIUM SIZED
ENTERPRISES IN RUSSIA Natalia L. Ivanova1
, Natalia V. Ippolitova2
, Irina N. Odarich3
1Tyumen Industrial University (Russia)
2Shadrinsk State Pedagogical University (Russia)
3Togliatti State University (Russia)
NatalieIvanova@yandex.ru, inv_@mail.ru, azshar2017@mail.ru NatalieIvanova@yandex.ru, inv_@mail.ru, azshar2017@mail.ru NatalieIvanova@yandex.ru, inv_@mail.ru, azshar2017@mail.ru Received April 2018
Accepted February 2019 3. Results The consideration of the philosophical aspects of the integrative-praxicological approach and the
determination of its belonging to one of the levels of methodology requires an additional analysis of the
approaches affecting the problems of integration and activity. The most general interpretation of
integration involves “the uniting of any parts, elements” (Flynn, McKevitt & Davis, 2015). In philosophy, “integration means the side of the development process associated with the unification of
previously heterogeneous parts and elements. Integration processes can take place both within the existing
system - in this case they lead to an increase in the level of its integrity and organization, and when a new
system emerges from previously unrelated elements. Individual parts of an integrated whole may have
varying degrees of autonomy. In the course of integration processes, the volume and intensity of
interrelations and interactions between elements increase in the system” (Sloman, 2017). “Integrity as a generalized characteristic of objects possessing a complex internal structure expresses the
integration, self-sufficiency, autonomy of these objects, and their opposition to the environment, related
to their internal activity. The relationship between a part and a whole is characterized by the presence of
definite, fixed, multilateral interactions between parts in the whole, having the form of connections. The
emergence of links in the formation of the whole of the parts is considered as the primary necessary
condition for integration, i.e. the emergence of a new integrity” (Zhou, 2016). From these positions, integration expresses the dynamics of a complex object, and its integrity is the
result of movement. Thus, the study of various phenomena and processes from the standpoint of an
integrative approach presupposes a support for the principle of integrativity that characterizes the
phenomenon under consideration as an integrity achieved by integrating its constituent elements. The
second component of the integrative-praxicological approach is related to the concept of activity
(Johnson, 2017). The analysis of human activity as a complex system from the philosophical point of view reveals the
interconnection between the concepts of activity and practice and shows that practice performs an
integrative function to the whole system of human activity in all the diversity of its forms and varieties. Important in this case is that all activities have an outlet to practice, enrich its capabilities. 1. Introduction When studying the problems of higher professional education, and in connection with the transition of
small and medium sized enterprises to a “competence” paradigm, it requires a revision of the
methodological approaches that determine the strategy for studying and organizing the professional training
of future specialists. The methodological tools of modern small and medium sized enterprises include a set of ways to gain
knowledge about pedagogical approaches. “The methodological approach is a set of ideas that determine the
general scientific outlook of the scientist, the principles that form the basis of the research strategy, as well
as the methods, techniques, procedures that ensure the implementation of the chosen strategy in practice”. An effective-methodological approach, which corresponds to the main trends in the development of
vocational education (integration, globalization), is the integrative-praxicological approach. -239- -239- Journal of Technology and Science Education – https://doi.org/10.3926/jotse.659 2. Methodology To organize and conduct the study, we selected the appropriate tools, presented in the form of two
groups of methods. The first group consisted of theoretical methods of research: an analysis that enabled
detailed elaboration of the content of various sources of information; synthesis, necessary to obtain the
main features and provisions, which subsequently formed the basis for the basic definitions and
characteristics of the study. The second group included empirical methods of pedagogical research - the
study of literature, which made it possible to find out which aspects of the problem we are studying have
been well researched sufficiently; generalization of experience, through which we could logically come to
the formulation of concepts. 3. Results Proceeding from this, we refer to the integrative-praxicological approach to the third level - the concrete
scientific methodology, because, firstly, it relies on a set of approaches and cannot be qualified within one
of them when discarding others, and second, presupposes a set of methods and research principles used
in psycho-pedagogical, philosophical studies related to pedagogical activity and training of stakeholders
for its implementation (Bruhn, Karlan & Schoar, 2018). So, the integrative-praxicological approach regards phenomena and processes as complex objects whose
integrity is achieved on the basis of the integration of the constituent elements, which are in interrelation
and interaction. Characterization of activities and preparation for it from the standpoint of this approach
implies the consideration of the first as the main means of achieving the goal of the second. At the same
time, preparation for activity is viewed as a system with a certain structure and the existence of
interrelations between components. When creating a certain set of conditions, the implementation of this
system ensures the achievement of the intended result, increases the efficiency of the functioning of this
system (Organization, 2013). This approach is based on a set of principles that reflect the features of professional training of future
specialists as a pedagogical system. The idea of integrativity, as the basis of this approach, reflects the leading trends of the society as a whole
and the higher school in particular. The cardinal changes taking place in modern society are manifested in
the integration of various branches of production, deepening the production ties of state and interstate
character. The tasks of increasing the efficiency of the production sphere put forward new, higher
requirements for specialists and, consequently, the level and quality of their preparation in the process of
training at the university. Hence the need to integrate small and medium sized enterprises institutions with
other institutions of society. The training of a specialist is objectively conditioned by the needs of modern
society. Socio-economic, scientific-technical, production factors have an increasing influence on pedagogical
science. The convergence of science and production in modern society, its transformation into a real
productive force, is the basis for the intensification of modern production. The search for new
approaches to professional training of university employees is objectively conditioned by the requirements
of the developing society. 3. Results Extrapolating this provision to the psychological and pedagogical aspect of the problem in question, it
should be noted that it is in the process of activity that the personality develops, the development of
human capabilities, and a necessary condition for this is to include it in a system of interrelated activities. Analysis of professional human activity involves finding ways to improve its effectiveness, which is the
subject of research such a science as praxicology. The founder of praxicology as the theory of effective
human activity is the Polish scientist Sonnenstuhl and Trice (2018), who set the task of finding “the
general laws of all human activity and deriving the most general rules of such activity”. Bell (2016)
understands praxicology as a science on the rationality and effectiveness of actions. According to these
theories, the structure of activity is linear or networked, the activity process is aimed at achieving the result
and must be structured in accordance with the conditions and opportunities to obtain the result (Albrecht,
Bakker, Gruman, Macey & Saks, 2015). -240- -240- Journal of Technology and Science Education – https://doi.org/10.3926/jotse.659 In view of these provisions, we apply a combination of integrative and praxicological approaches for a
holistic analysis of the preparation of employees for professional work (Zuber-Skerritt, 2013). In view of these provisions, we apply a combination of integrative and praxicological approaches for a
holistic analysis of the preparation of employees for professional work (Zuber-Skerritt, 2013). We define the place of the integrative-praxicological approach in a number of levels of methodological
analysis. This approach cannot be attributed to the level of philosophical methodology as it is not directly
connected either with the development of world outlook problems or with the performance of the
functions of philosophical criticism of the forms and principles of scientific cognition. This approach cannot be attributed to the second level of general scientific principles and forms of
research, tk. it does not extend simultaneously to the aggregate of fundamental scientific disciplines and is
not connected with the solution of a wide range of methodological problems. It is wrong to consider the integrative-praxicological approach as belonging to the level of methodology
and technique of research, it is not a specialized set of procedures ensuring the receipt of a uniform and
reliable empirical material and its primary processing (Ogunyomi & Bruning, 2016). 3. Results The use of the results of pedagogical research in this area contributes to the
intensification of the training of future specialists and the improvement of the quality and effectiveness
of the pedagogical process in specific educational institutions. The development of modern science, and pedagogical science in particular, calls for the integration of
interdisciplinary scientific knowledge, the implementation of scientific research on the basis of related
sciences, attempts to create concepts and theories reflecting the development of the underlying categories
used in related sciences. Formation of holistic ideas about activity, personality, social processes, etc. based on
the interpenetration of philosophical, psychological, pedagogical, sociological sciences. The interdisciplinary -241- Journal of Technology and Science Education – https://doi.org/10.3926/jotse.659 integration of scientific knowledge within the framework of pedagogical science presupposes the
assimilation of these related sciences, taking into account the specifics of the objects under study. The implementation of the praxicological approach in the preparation of future specialists for
professional activities presupposes the support of a diverse in the forms and content of the activities of
employees, which acts as the main means of achieving the goal of preparation. Since the activity of employees in the process of professional training is aimed at mastering professional
pedagogical activity, it is necessary to consider it from the position of analysis of the pedagogical activity
itself. The psychological structure of activity, according to Dreher (2014), is a kind of reflection of the
activities of pedagogical systems and contains constructive, organizational, communicative and gnostic
components. Accordingly, the activities of employees should be aimed at the development of these
components. It is also important to note that the activity of employees in the process of professional training presupposes
a combination of educational, cognitive, educational, practical and independent practical activities. At the
same time, educational and cognitive activity acts as a process of solving learning problems aimed at
understanding the laws, principles, ways of organizing the learning process and mastering the basics of
professional skills. Educational and practical activity is a process of solving practical problems aimed at
fulfilling practical tasks in theoretical disciplines that require the application of theoretical knowledge in
practice. Independent practical activity presupposes the solution of practical problems in organizing
educational work with children on the basis of self-constructing the content and methods of pedagogical
activity, understanding their purpose and principles, analyzing and evaluating its results. 4. Conclusions Thus, the implementation of the praxicological aspect of the integrative-praxicological approach in the
preparation of employees for professional activity presupposes: taking into account the components of
the psychological structure of this activity (constructive, organizational, communicative, gnostic) when it
is mastered by employees; realization in interrelation of various types of educational activity of employees
in the process of training (educational-cognitive, educational-practical, independent practical),
contributing to mastering the dialectical unity of theoretical knowledge and practical skills and skills
necessary for any professional activity. Taking into account all the above, it is possible to single out the requirements for an integrative-praxicological
approach: A. Ensuring the integration of the various components of professional training of future specialists. B. Ensuring the unity of the assimilation of theoretical knowledge and the formation of practical
skills and skills by employees on the basis of their inclusion in a variety of types and content of
activities. C. Ensuring that employees master the algorithms of pedagogical activity in the process of their
professional training. Concluding the analysis of the essence of integrative-praxicological approach to the organization of
professional training of future specialists, it is necessary to note the following. This approach means that
the process of professional training of employees is seen as a holistic phenomenon, consisting of
elements that are in a relationship of interdependence and interdependence, which ensures their
integration into a single whole one. A variety of employees’ activities is the main means of achieving its
goal in the process of professional training. 3. Results The latter, in turn, are subdivided into stochastic (probabilistic) and heuristic
algorithms. As the author notes, any activity can be really algorithmized only to the extent that the standards
are realized by the subject of activity, are explicated, socially approved and fixed in the subject’s knowledge”. algorithms are distinguished. The latter, in turn, are subdivided into stochastic (probabilistic) and heuristic
algorithms. As the author notes, any activity can be really algorithmized only to the extent that the standards
are realized by the subject of activity, are explicated, socially approved and fixed in the subject’s knowledge”. For professional activities, mechanical, rigid stochastic and heuristic algorithms may be characteristic,
reflecting the creative nature of the activity, the uniqueness and sometimes unpredictability of each
particular pedagogical situation. In the professional training of future specialists in the oil and gas
industry, for example, the use of algorithms is fully justified, since it teaches them to analyze and take into
account the various conditions for choosing methods and methods of action in each specific situation. Important in this case is not only awareness of the impossibility of using rigid algorithms in professional
activity, but also mastering them of stochastic and heuristic algorithms in the process of teaching,
cognitive, educational and self- practice. Algorithmicity in mastering the knowledge, skills and skills necessary for professional activities,
contributes to improving employees’ readiness to implement all the functions of a specialist in conditions
of independent professional activity. Declaration of Conflicting Interests The author declared no potential conflicts of interest with respect to the research, authorship, and/or
publication of this article. Funding he author received no financial support for the research, authorship, and/or publication of this artic author received no financial support for the research, authorship, and/or publication of this article. rences 3. Results The interconnection of these activities is conditioned by the fact that during the training sessions
employees acquire a fundamental knowledge of the fundamentals of the theory of general professional
disciplines and the basics of professional skills, and in the process of professional practice, actualization,
the application of theoretical knowledge in specific conditions, the formation and development of
practical skills and skills. Educational and practical activities synthesize cognitive and practical activities of
employees, as a result, an interconnected system of knowledge and skills is formed, and their correlation is
achieved. The dialectical connection of these activities is achieved through their parallel organization,
when, acquiring knowledge, employees use them in solving practical problems, and in practice observe the
manifestation of the laws of the pedagogical process, comprehend and generalize knowledge. In addition to the principles of integrativity and praxicology, other principles are also based on the
integrative-praxicological approach. The principle of adequacy of the content of vocational training of future specialists to the requirements
of modern society, meaning the need to determine the content of professional training of employees,
taking into account modern methodological approaches, new concepts of vocational training and
upbringing, changes in the technology of the pedagogical process. The principle of helicity, which combines the elements of linear and concentric construction of curricula
and programs for professional employees’ training, involves the mastering of knowledge and the
formation of skills and skills not only in a certain sequence, but also mastering their complex with the
complexity of the system of knowledge and specific skills at various levels of training. The principle of variability reflects, on the one hand, the need for continuous development, improvement
of the foundations of professional pedagogical training on the basis of taking into account changes
occurring in society, the system of small and medium sized enterprises in Russia, and on the other hand, it
presupposes a multiplicity of ways of preparation depending on the contingent of employees, the level of
vocational training, local conditions and etc. The principle of algorithmization means the implementation of the training of employees for professional
activity on the basis of mastering various algorithms of pedagogical activity corresponding to various
situations. “An algorithm is a rule or an action program for obtaining the desired result under given
conditions. By the degree of accuracy of the task, mechanical and non-mechanical (variational, flexible) -242- Journal of Technology and Science Education – https://doi.org/10.3926/jotse.659 algorithms are distinguished. References Albrecht, S.L., Bakker, A.B., Gruman, J.A., Macey, W.H., & Saks, A.M. (2015). Employee engagement,
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(SMEs). Annals of Operations Research, 241, 457-474. https://doi.org/10.1007/s10479-012-1177-3 Zuber-Skerritt, O. (2013). Professional development in higher education: A theoretical framework for action research. Routledge. Published by OmniaScience (www.omniascience.com) Article’s contents are provided on an Attribution-Non Commercial 4.0 Creative commons International Lice p
Readers are allowed to copy, distribute and communicate article’s contents, provided the author’s and JOTSE
journal’s names are included. It must not be used for commercial purposes. To see the complete licence contents,
please visit https://creativecommons.org/licenses/by-nc/4.0/. -244-
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SPOP inhibits BRAF-dependent tumorigenesis through promoting non-degradative ubiquitination of BRAF
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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. Abstract Background: The gene encoding the E3 ubiquitin ligase substrate-binding adapter Speckle-type BTB/POZ protein
(SPOP) is frequently mutated in prostate cancer (PCa) and endometrial cancer (EC); however, the molecular mecha-
nisms underlying the contribution of SPOP mutations to tumorigenesis remain poorly understood. Methods: BRAF harbors a potential SPOP-binding consensus motif (SBC) motif. Co-immunoprecipitation assays dem-
onstrated that BRAF interacts with SPOP. A series of functional analyses in cell lines were performed to investigate the
biological significance of MAPK/ERK activation caused by SPOP mutations. Results: Cytoplasmic SPOP binds to and induces non-degradative ubiquitination of BRAF, thereby reducing the
interaction between BRAF and other core components of the MAPK/ERK pathway. SPOP ablation increased MAPK/ERK
activation. EC- or PCa-associated SPOP mutants showed a reduced capacity to bind and ubiquitinate BRAF. Moreover,
cancer-associated BRAF mutations disrupted the BRAF-SPOP interaction and allowed BRAF to evade SPOP-mediated
ubiquitination, thereby upregulating MAPK/ERK signaling and enhancing the neoplastic phenotypes of cancer cells. Conclusions: Our findings provide new insights into the molecular link between SPOP mutation-driven tumorigen-
esis and aberrant BRAF-dependent activation of the MAPK/ERK pathway. Keywords: SPOP, BRAF, Mutation, Ubiquitination, MAPK/ERK †Kai Feng and Qing Shi are contributed equally to this work *Correspondence: pzzhang@fudan.edu.cn; yaoli@fudan.edu.cn;
chenjiwang@fudan.edu.cn *Correspondence: pzzhang@fudan.edu.cn; yaoli@fudan.edu.cn;
chenjiwang@fudan.edu.cn 1 Shanghai Stomatological Hospital & School of Stomatology, State Key
Laboratory of Genetic Engineering, MOE Engineering Research Center
of Gene Technology, Shanghai Engineering Research Center of Industrial
Microorganisms, School of Life Sciences, Fudan University, Shanghai 200438,
China 4 Department of Pathology, School of Basic Medical Sciences, Fudan
University Shanghai Cancer Center, Fudan University, Shanghai 200032,
China Full list of author information is available at the end of the article Introductionh The MAPK/ERK pathway, also known as the RAS-RAF-
MEK-ERK pathway, transmits extracellular proliferative
signals from the ligand-mediated activation of receptor
tyrosine kinases to the cell nucleus [1, 2]. BRAF is a mem-
ber of the rapidly accelerated fibrosarcoma (RAF) kinase
family, which includes ARAF and CRAF (RAF1) [3]. RAFs transduce signals downstream of the RAS via the
MEK-ERK cascade. Among the three RAF kinases, BRAF
binds most avidly to RAS and is the most active in phos-
phorylating MEK1/2 [4]. Oncogenic BRAF mutations
have been detected in approximately 6% of human can-
cers, with most occurring in hairy cell leukemia (> 97%),
melanoma (40–50%), thyroid cancer (30–50%), colorectal SPOP inhibits BRAF‑dependent
tumorigenesis through promoting
non‑degradative ubiquitination of BRAF Kai Feng1,2†, Qing Shi1†, Dongyue Jiao1, Yingji Chen1, Wanqi Yang1, Ke Su2, Yalan Wang3, Yan Huang1,
Pingzhao Zhang4*, Yao Li1* and Chenji Wang1* Feng et al. Cell & Bioscience (2022) 12:211
https://doi.org/10.1186/s13578-022-00950-z Feng et al. Cell & Bioscience (2022) 12:211
https://doi.org/10.1186/s13578-022-00950-z Cell & Bioscience Open Access Plasmid constructions Expression vectors for SPOP-WT and its mutants
have been described previously [14]. BRAF cDNA was
obtained from Genecopia and subcloned into the pCMV
vector. BRAF mutants were generated using the KOD-
Plus-Mutagenesis Kit (TOYOBO) following the manu-
facturer’s instructions. Colony formation assays
3 Ishikawa cells (1 × 103) were seeded in triplicate in 6-well
plates containing each well. After incubation for 2 weeks,
the cells were fixed with 4% paraformaldehyde for 15 min
and stained with Giemsa dye (Solarbio) for 20 min. The
cells were then washed with water by gentle dropping
and air dried at room temperature. The number of colo-
nies was quantified using a Nikon digital camera and the
ImageJ software. In this study, we identified BRAF as a bona fide
substrate of the CRL3-SPOP E3 ubiquitin ligase
complex. The CRL3-SPOP complex mediates non-deg-
radative ubiquitination of BRAF, which leads to attenu-
ated MAPK/ERK activation. Moreover, mutations in the
SPOP-BRAF-binding interface disrupt the SPOP-BRAF CRISPR‑Cas9 mediated gene knock out stable cell
generationh The pX459 plasmid was used to clone guide oligonu-
cleotides targeting BRAF and SPOP genes. Ishikawa and
SPEC-2 cells were plated and transfected overnight with
pX459. 24 h after transfection, 1 μg/ml puromycin was
used to screen cells for 3 days. Living cells were seeded
in 96 well plate at a limited dilution to isolate the mono-
clonal cell lines. KO cell clones were screened by West-
ern blot (WB) and validated by Sanger sequencing. The
sequences of gene-specific sgRNAs are listed in Addi-
tional file 1: Table S1. Protein half‑life assays To measure protein half-life, cycloheximide (50 μg/ml)
was added to the media of the parental and SPOP-KO
Ishikawa cells. At the indicated time points, cell lysates
were prepared and analyzed by WB using the indicated
antibodies. © 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. Feng et al. Cell & Bioscience (2022) 12:211 Page 2 of 15 regulatory pattern and promote aberrant MAPK/ERK
activation and malignant transformation in cancer cells. regulatory pattern and promote aberrant MAPK/ERK
activation and malignant transformation in cancer cells. cancer (10%), and non-small cell lung cancer (3–5%) [5]. In contrast, mutations in ARAF and CRAF are relatively
rare in human cancers. Oncogenic BRAF mutations lead
to the constitutive activation of the MAPK/ERK pathway,
resulting in uncontrolled proliferation, survival, invasive-
ness, and drug resistance [1]. BRAF inhibitors such as
vemurafenib, dabrafenib, and encorafenib are currently
used to treat patients with BRAF-mutant cancers [6, 7]. Methods
Cell culture 293 T, Ishikawa, KLE, SPEC-2, and HeLa cells were main-
tained in DMEM supplemented with 10% (v/v) fetal
bovine serum (FBS). SPEC-2 cells were maintained in F12
medium supplemented with 10% (v/v) FBS. All cells were
grown at 37 °C with 5% CO2. Cullin-RING E3 ubiquitin ligases (CRLs) are a super-
family of modular, multi-subunit E3 ubiquitin ligases that
mediate the ubiquitination and degradation of various
cellular proteins involved in a plethora of physiological
and pathological processes. Human cells express seven
different Cullins (CUL1, 2, 3, 4A, 4B, 5, and 7), each
of which nucleates a multi-subunit complex [8]. The
Cullin3-RING E3 ubiquitin ligase complex subfamily
employs a BTB domain-containing protein for substrate-
binding. Speckle-type BTB/POZ protein (SPOP) is a
substrate-binding adaptor of CRL3s [9]. Investigation of
the pathophysiological functions of SPOP has attracted
extensive attention in recent years because of its high
mutation frequency in prostate cancer (PCa) (5–15%)
and endometrial cancer (EC) (8–10%), two hormone-
related cancers [10, 11]. Recurrent SPOP mutations have
also been detected in other cancer types, although at a
relatively low frequency. SPOP mutations occur as het-
erozygous missense mutations with dominant-negative,
selective loss-of-function effects on the remaining wild-
type allele [12]. SPOP selectively recruits substrates via its
N-terminal MATH domain, whereas its BTB and BACK
domains mediate oligomerization and interaction with
CUL3 [9]. The vast majority of EC- or PCa-associated
SPOP mutations occur in the substrate-binding MATH
domain. To date, dozens of SPOP substrates (AR, ERα,
SRC-3, BET, GLP, etc.) have been identified through dif-
ferent biochemical methods and functionally investigated
in PCa or EC settings, and the list of SPOP substrates is
still growing [13–17]. Research has shown that cancer-
associated SPOP mutants generally display an impaired
capacity to bind substrates, leading to reduced ubiquit-
ination of substrates. Accumulating evidence from can-
cer cell lines and animal models has demonstrated that
SPOP mutations promote the initiation and progression
of EC and PCa, potentially owing to the dysregulation of
SPOP-mediated ubiquitination of its substrates [15, 18]. However, the cellular pathways affected by SPOP muta-
tions are not yet fully understood. Sphere formation assays
3 Ishikawa cells (1 × 103 cells/well) were mixed with
Matrigel (BD Biosciences) and plated in 24-well ultra-
low-attachment plates (Corning) in DMEM containing
10% FBS. Fresh medium was added every 3 days. Floating
spheres that grew in 1–2 weeks were quantified using a
Nikon digital photo camera and the ImageJ software. Cell proliferation assaysh The proliferation rate of Ishikawa cells was determined
using the Cell Counting Kit-8 (CCK-8) Kit (Beyotime)
according to the manufacturer’s instructions. Briefly,
the cells were seeded onto 96-well plates at a density of
1 × 103 cells/well in triplicate. During the 2-to 6 day cul-
ture period, 10 μl of CCK-8 solution was added to the cell
culture and incubated for 2 h. The absorbance of the sam-
ples was measured at 450 nm wavelength using a micro-
plate absorbance reader. mmunofluorescence and confocal microscopyl In vitro ubiquitination assays were performed accord-
ing to a protocol reported previously [12]. Briefly, 2 µg
APP-BP1/Uba3, 2 µg His-UBE2M, and 5 µg NEDD8 were
incubated at 30 °C for 2 h in the presence of ATP. The
thioester-loaded His-UBE2M–NEDD8 was further incu-
bated with 3 µg His-DCNL2 and 6 µg CUL3–RBX1 at
4 °C for 2 h to obtain neddylated CUL3–RBX1. The ned-
dylated CUL3–RBX1, 5 µg of GST-SPOP, 5 µg of ubiqui-
tin, 500 ng of E1 enzyme, 750 ng of E2 enzyme (UbcH5a
and UbcH5b), and 5 µg of GST-BRAF were incubated
with 0.6 µl of 100 mM ATP, 1.5 µl of 20 µM ubiquitin
aldehyde, 3 µL of 10 × ubiquitin reaction buffer (500 mM
Tris–HCl (pH 7.5), 50 mM KCl, 50 mM NaF, 50 mM
MgCl2, and 5 mM DTT), 3 µL of 10 × energy regenera-
tion mix (200 mM creatine phosphate and 2 µg/µL cre-
atine phosphokinase), and 3 µL of 10 × protease inhibitor
cocktail at 30 °C for 2 h, followed by WB analysis. Recom-
binant proteins Information is presented in Additional
file 1: Table S2. For immunofluorescence, cells were plated on chamber
slides and fixed with 4% paraformaldehyde at room tem-
perature for 30 min. After washing with PBS, cells were
permeabilized with 0.1% Triton X-100 in PBS for 15 min. The cells were then washed with PBS, blocked with 0.5%
BSA in PBS for 1 h, and incubated with primary antibod-
ies in PBS at 4 °C overnight. After washing with PBS, flu-
orescence-labeled secondary antibodies were applied and
DAPI was counterstained for 1 h at room temperature. The cells were visualized and imaged using a confocal
microscope (LSM710, Zeiss). Statistical analysis Statistical analysis was performed using GraphPad Prism
(GraphPad Software, Inc.), and all data are shown as
mean values ± standard deviation (SD) for experiments
performed with at least three replicates. The differences
between the two groups were analyzed using one-way
or two-way ANOVA test unless otherwise specified. * represents p < 0.05, ** represents p < 0.01, *** repre-
sents p < 0.001, **** represents p < 0.0001, n.s. represents
non-significant. Identification of BRAF as a novel SPOP interactori Identification of BRAF as a novel SPOP interactori Identification of BRAF as a novel SPOP interactor
Previously, we and others have identified multiple onco-
proteins as degradative or non-degradative substrates
of the CRL-SPOP complex using the yeast two-hybrid
method or affinity purification coupled with mass spec-
trometry. Substrate-binding consensus (SBC) motifs
(Φ-π-S/T-S/T-S/T, where Φ is a nonpolar residue and π
is a polar residue) have been well-characterized in the
majority, if not all, of these substrates [9]. To expand
the SPOP interactome to a proteome-wide level, we
performed an SBC motif search against the human pro-
teome sequence using the webtool ScanProsite (https://
prosite.expasy.org/scanprosite/). Among the hundreds of
potential candidates identified by this search, we noticed
that BRAF harbors a perfectly matched SBC motif (120-
VTSSS-124 aa), which is very similar to those present in In vivo ubiquitination assays 293 T cells were transfected with HA-Ubiquitin and
other indicated constructs. 36 h after transfection, cells
were lysed in 1% SDS buffer (Tris [pH 7.5], 0.5 mM Feng et al. Cell & Bioscience (2022) 12:211 Page 3 of 15 different fields. Matrigel invasion assays were performed
using Transwell inserts (Costar) coated with Matrigel/
fibronectin (BD Biosciences). EDTA, 1 mM DTT) and boiled for 10 min. For co-immu-
noprecipitation (Co-IP), cell lysates were diluted tenfold
in Tris–HCl buffer and incubated with anti-FLAG M2
agarose beads (Sigma) for 4 h at 4 °C. The bound beads
were then washed four times with BC100 buffer (20 mM
Tris–Cl, pH 7.9, 100 mM NaCl, 0.2 mM EDTA, 20%
glycerol) containing 0.2% Triton X-100. Proteins were
eluted with 3X FLAG peptide for 2 h at 4 °C. The ubiqui-
tinated form of BRAF was detected by WB with anti-HA
antibody. EDTA, 1 mM DTT) and boiled for 10 min. For co-immu-
noprecipitation (Co-IP), cell lysates were diluted tenfold
in Tris–HCl buffer and incubated with anti-FLAG M2
agarose beads (Sigma) for 4 h at 4 °C. The bound beads
were then washed four times with BC100 buffer (20 mM
Tris–Cl, pH 7.9, 100 mM NaCl, 0.2 mM EDTA, 20%
glycerol) containing 0.2% Triton X-100. Proteins were
eluted with 3X FLAG peptide for 2 h at 4 °C. The ubiqui-
tinated form of BRAF was detected by WB with anti-HA
antibody. SPOP promotes non‑degradative ubiquitination of BRAF SPOP promotes non‑degradative ubiquitination of BRAF
Next, we investigated whether BRAF protein stability
was controlled by the ubiquitin–proteasome pathway. Treatment of Ishikawa cells with the proteasome inhibi-
tor MG132 had no obvious effect on BRAF protein lev-
els, indicating that BRAF has a relative long half-life,
at least in Ishikawa cells. MLN4924, a small-molecule Fig. 1 SPOP interacts with BRAF in cells. a Amino acid sequence alignment of the SBC motif in SPOP substrates. ERG, ATF2, Caprin1, and DAXX are
reported SPOP substrates containing the well-characterized SBC motif (Φ-π-S–S/T-S/T; Φ: nonpolar residues, π: polar residues). b Diagram showing
the RAF protein family, putative SBC motif, and two cancer-associated BRAF mutants. c–e Western blot of indicated proteins in whole-cell lysates
(WCL) and co-IP samples of anti-FLAG antibody obtained from 293 T cells transfected with indicated plasmids. f Western blot of indicated proteins
in WCL and co-IP samples of anti-FLAG antibody obtained from 293 T cells transfected with indicated plasmids. g Western blot of indicated proteins
in WCL and co-IP samples of IgG or anti-SPOP antibody obtained from the cell extracts of Ishikawa cells. h Western blot of indicated proteins in
WCL and co-IP samples of IgG or anti-BRAF antibody obtained from the cell extracts of Ishikawa cells. i Schematic representation of SPOP deletion
mutants. The binding capacity of SPOP to BRAF is indicated with the symbol. j Western blot of indicated proteins in WCL and co-IP samples of
anti-FLAG antibody obtained from 293 T cells transfected with indicated plasmids Fig. 1 SPOP interacts with BRAF in cells. a Amino acid sequence alignment of the SBC motif in SPOP substrates. ERG, ATF2, Caprin1, and DAXX are
reported SPOP substrates containing the well-characterized SBC motif (Φ-π-S–S/T-S/T; Φ: nonpolar residues, π: polar residues). b Diagram showing
the RAF protein family, putative SBC motif, and two cancer-associated BRAF mutants. c–e Western blot of indicated proteins in whole-cell lysates
(WCL) and co-IP samples of anti-FLAG antibody obtained from 293 T cells transfected with indicated plasmids. f Western blot of indicated proteins
in WCL and co-IP samples of anti-FLAG antibody obtained from 293 T cells transfected with indicated plasmids. g Western blot of indicated proteins
in WCL and co-IP samples of IgG or anti-SPOP antibody obtained from the cell extracts of Ishikawa cells. h Western blot of indicated proteins in
WCL and co-IP samples of IgG or anti-BRAF antibody obtained from the cell extracts of Ishikawa cells. Migration and invasion assays Cell migration and invasion were determined using
Transwell (Costar) migration and invasion assays. Ishi-
kawa cells were precultured in serum-free medium for
48 h. For the migration assay, 3 × 104 cells were seeded in
serum-free medium in the upper chamber, and the lower
chamber was filled with DMEM containing 5% FBS. After
48 h, the non-migrating cells in the upper chambers were
carefully removed with a cotton swab and migrated cells
underside of the filter were stained and counted in nine Feng et al. Cell & Bioscience (2022) 12:211 Page 4 of 15 several known SPOP substrates, including ERG, ATF2,
Caprin1, and DAXX (Fig. 1a). Notably, this motif was
absent in BRAF paralogs of ARAF and CRAF (Fig. 1b). Given that BRAF is frequently hyperactivated in vari-
ous human cancers, we explored whether BRAF is an
authentic substrate of the CRL3-SPOP complex, and
whether BRAF activity is dysregulated in SPOP-mutated
cancers. Using reciprocal co-IP assays, we demonstrated
that ectopically expressed BRAF interacted with SPOP
(Fig. 1c, d). In contrast, ectopically expressed ARAF or
CRAF did not interact with SPOP (Fig. 1e). Only SPOP,
but none of the other CRL3-based BTB domain-contain-
ing adaptors examined, interacted with BRAF (Fig. 1f). Moreover, a specific endogenous interaction between
SPOP and BRAF was observed in Ishikawa endometrial several known SPOP substrates, including ERG, ATF2,
Caprin1, and DAXX (Fig. 1a). Notably, this motif was
absent in BRAF paralogs of ARAF and CRAF (Fig. 1b). Given that BRAF is frequently hyperactivated in vari-
ous human cancers, we explored whether BRAF is an
authentic substrate of the CRL3-SPOP complex, and
whether BRAF activity is dysregulated in SPOP-mutated
cancers. Using reciprocal co-IP assays, we demonstrated
that ectopically expressed BRAF interacted with SPOP
(Fig. 1c, d). In contrast, ectopically expressed ARAF or
CRAF did not interact with SPOP (Fig. 1e). Only SPOP,
but none of the other CRL3-based BTB domain-contain-
ing adaptors examined, interacted with BRAF (Fig. 1f). Moreover, a specific endogenous interaction between
SPOP and BRAF was observed in Ishikawa endometrial cancer cells (Fig. 1g, h). In accordance with a previ-
ous study showing that the MATH domain of SPOP is
responsible for recruiting substrates [9], deletion of the
MATH domain, but not the CUL3-binding BTB domain,
completely abolished the interaction between SPOP and
BRAF (Fig. 1i, j). Taken together, our data indicate that
SPOP interacts with BRAF in cells. SPOP promotes non‑degradative ubiquitination of BRAF i Schematic representation of SPOP deletion
mutants. The binding capacity of SPOP to BRAF is indicated with the symbol. j Western blot of indicated proteins in WCL and co-IP samples of
anti-FLAG antibody obtained from 293 T cells transfected with indicated plasmids Fig. 1 SPOP interacts with BRAF in cells. a Amino acid sequence alignment of the SBC motif in SPOP substrates. ERG, ATF2, Caprin1, and DAXX are
reported SPOP substrates containing the well-characterized SBC motif (Φ-π-S–S/T-S/T; Φ: nonpolar residues, π: polar residues). b Diagram showing
the RAF protein family, putative SBC motif, and two cancer-associated BRAF mutants. c–e Western blot of indicated proteins in whole-cell lysates
(WCL) and co-IP samples of anti-FLAG antibody obtained from 293 T cells transfected with indicated plasmids. f Western blot of indicated proteins
in WCL and co-IP samples of anti-FLAG antibody obtained from 293 T cells transfected with indicated plasmids. g Western blot of indicated proteins
in WCL and co-IP samples of IgG or anti-SPOP antibody obtained from the cell extracts of Ishikawa cells. h Western blot of indicated proteins in
WCL and co-IP samples of IgG or anti-BRAF antibody obtained from the cell extracts of Ishikawa cells. i Schematic representation of SPOP deletion
mutants. The binding capacity of SPOP to BRAF is indicated with the symbol. j Western blot of indicated proteins in WCL and co-IP samples of
anti-FLAG antibody obtained from 293 T cells transfected with indicated plasmids Feng et al. Cell & Bioscience (2022) 12:211 Page 5 of 15 co-expressed BRAF (Fig. 2b). To characterize the effect
of SPOP on endogenous BRAF, we generated Tet-on-
inducible Ishikawa cells. Induction of FLAG-SPOP by
doxycycline treatment did not affect BRAF protein lev-
els, whereas BRD4 was destabilized in a time-dependent
manner (Fig. 2c). Depletion of SPOP by shRNA-mediated
knockdown or CRISPR/Cas9-mediated KO in EC cell inhibitor of the NEDD8-activating enzyme required for
the activation of the CRL complex, did not alter BRAF
protein levels. In contrast, MG132 or MLN4924 treat-
ment caused a marked increase in the protein levels of
BRD4 and Caprin1, which are two reported substrates
of SPOP (Fig. 2a). Ectopic overexpression of SPOP-WT
or its domain deletion mutants did not alter the levels of Fig. 2 SPOP promotes non-degradative ubiquitination of BRAF. a Western blot of indicated proteins in WCL from Ishikawa cells treated with
DMSO, MLN4924 (100 nM), or with MG132 (20 μM) for 8 h. SPOP promotes non‑degradative ubiquitination of BRAF b Western blot of WCL from 293 T cells transfected with FLAG-BRAF and increasing
doses of Myc-tagged SPOP-WT or deletion mutants. c Western blot of indicated proteins in WCL from Tet-on-inducible Ishikawa cells treated
with doxycycline (DOX). d Western blot of the indicated proteins in WCL from Ishikawa or SPEC-2 cells with SPOP knockout through CRISPR/Cas9
methods. e, f Western blot of indicated proteins in WCL from 293 T cells treated with 50 µg/ml cycloheximide (CHX) and harvested at different
time points. Data were shown as mean ± SD (n = 3) f. The p-values were calculated using the Two-way ANOVA test. n.s., non-significant. g, i 293 T
cells were transfected with the indicated plasmids. 24 h after transfection, the WCLs were prepared and the in vivo ubiquitination assays were
performed. The polyubiquitinated forms of BRAF were detected by Western blot with anti-HA antibody. h 293 T cells were infected with lentivirus
expressing SPOP-specific shRNA or negative control. The stable cell lines were transfection with HA-Ub and the cell lysates were prepared and
immunoprecipitation was performed. The polyubiquitinated forms of BRAF were detected by Western blot with anti-HA antibody Fig. 2 SPOP promotes non-degradative ubiquitination of BRAF. a Western blot of indicated proteins in WCL from Ishikawa cells treated with
DMSO, MLN4924 (100 nM), or with MG132 (20 μM) for 8 h. b Western blot of WCL from 293 T cells transfected with FLAG-BRAF and increasing
doses of Myc-tagged SPOP-WT or deletion mutants. c Western blot of indicated proteins in WCL from Tet-on-inducible Ishikawa cells treated
with doxycycline (DOX). d Western blot of the indicated proteins in WCL from Ishikawa or SPEC-2 cells with SPOP knockout through CRISPR/Cas9
methods. e, f Western blot of indicated proteins in WCL from 293 T cells treated with 50 µg/ml cycloheximide (CHX) and harvested at different
time points. Data were shown as mean ± SD (n = 3) f. The p-values were calculated using the Two-way ANOVA test. n.s., non-significant. g, i 293 T
cells were transfected with the indicated plasmids. 24 h after transfection, the WCLs were prepared and the in vivo ubiquitination assays were
performed. The polyubiquitinated forms of BRAF were detected by Western blot with anti-HA antibody. h 293 T cells were infected with lentivirus
expressing SPOP-specific shRNA or negative control. The stable cell lines were transfection with HA-Ub and the cell lysates were prepared and
immunoprecipitation was performed. SPOP promotes non‑degradative ubiquitination of BRAF The polyubiquitinated forms of BRAF were detected by Western blot with anti-HA antibody Feng et al. Cell & Bioscience (2022) 12:211 Page 6 of 15 Feng et al. Cell & Bioscience (2022) 12:211 Feng et al. Cell & Bioscience (2022) 12:211 ubiquitination (Fig. 2i), indicating that SPOP may cata-
lyze the synthesis of mixed-linkage polyUb chains on
BRAF. We also utilized linkage-specific K27/K29/48/63-
Ub antibodies to demonstrate that ubiquitinated BRAF
contains K27-, K29-, K48-, and K63-Ub linkages (Addi-
tional file 1: Fig. S1e). Taken together, our data indicate
that SPOP promotes non-degradative ubiquitination of
BRAF. lines elevated the protein levels of BRD4 and Caprin1, but
not BRAF (Fig. 2d, Additional file 1: Fig. S1a–c). Moreo-
ver, the half-life of BRAF was comparable between paren-
tal and SPOP KO cells (Fig. 2e, f). Although BRAF was
not degraded by SPOP, it was robustly polyubiquitinated
in response to the co-expression of SPOP-WT but not by
the SPOP-ΔBTB or -ΔMATH mutant (Fig. 2g). We fur-
ther demonstrated that the SPOP–CUL3–RBX1 E3 ubiq-
uitin ligase complex catalyzed BRAF polyubiquitination
in vitro (Additional file 1: Fig. S1d). Accordingly, SPOP
depletion decreased the ubiquitination levels of endog-
enous BRAF (Fig. 2h). These results indicate that SPOP
induces non-degradative polyubiquitination of BRAF. The SBC motif in BRAF is required for SPOP‑mediated BRAF
ubiquitination To examine whether the potential SBC motif is required
for the SPOP-BRAF interaction, we generated a BRAF
mutant in which the SBC motif was deleted. Co-IP assay
results showed that SPOP only interacted with wild-
type BRAF but did not bind to the BRAF-ΔSBC mutant
(Fig. 3a, Additional file 1: Fig. S2a). The deletion of the
SBC motif in BRAF abrogated SPOP-mediated BRAF
ubiquitination (Fig. 3b). Mutations in amino acids in the
SBC motif considerably reduced the SPOP-BRAF inter-
action (Fig. 3c) and SPOP-mediated BRAF ubiquitination
(Fig. 3d). Given that SPOP-mediated BRAF ubiquitination is
non-degradative, we examined the polyUb chain-linkage
specificity of BRAF. We performed in vivo ubiquitina-
tion assays using a panel of ubiquitin mutants containing
single KR mutations at each of the seven lysine residues. Co-expression of either Ub-KR mutant did not obvi-
ously alter SPOP-mediated BRAF ubiquitination. We
also used a reciprocal series of Ub-KO mutants that
contain only one lysine residue, with the other six lysine
residues mutated to arginine. The expression of either
Ub-KO mutant nearly abolished SPOP-mediated BRAF Given that BRAF interacts with SPOP in an SBC
motif-dependent manner, we further explored whether Fig. 3 The SBC motif in BRAF is recognized by SPOP. a, c, e Western blot of WCL and co-IP samples of anti-FLAG antibody obtained from 293 T cells
transfected with BRAF-WT or deletion mutants. b, d, f 293 T cells were transfected with the indicated plasmids. 24 h after transfection, the WCLs
were prepared and the in vivo ubiquitination assays were performed. The polyubiquitinated forms of BRAF were detected by Western blot with
anti-HA antibody Fig. 3 The SBC motif in BRAF is recognized by SPOP. a, c, e Western blot of WCL and co-IP samples of anti-FLAG antibody obtained from 293 T cells
transfected with BRAF-WT or deletion mutants. b, d, f 293 T cells were transfected with the indicated plasmids. 24 h after transfection, the WCLs
were prepared and the in vivo ubiquitination assays were performed. The polyubiquitinated forms of BRAF were detected by Western blot with
anti-HA antibody Fig. 3 The SBC motif in BRAF is recognized by SPOP. a, c, e Western blot of WCL and co-IP samples of anti-FLAG antibody obtained from 293 T cells
transfected with BRAF-WT or deletion mutants. b, d, f 293 T cells were transfected with the indicated plasmids. SPOP suppresses MAPK/ERK pathway activation SPOP suppresses MAPK/ERK pathway activation
BRAF plays a critical role in the regulation of MAPK/
ERK pathway activation [3]. We examined MAPK/ERK
activity in SPOP KO and SPOP overexpressed cells. The
induction of FLAG-SPOP by doxycycline treatment led
to a marked decrease in the phosphorylation levels of
MEK1/2, ERK1/2, and MSK1, indicating that MAPK/
ERK activation was attenuated (Fig. 6a). Conversely,
stronger MAPK/ERK activation was observed when
SPOP was ablated (Fig. 6b). Moreover, SPOP-ΔNLS
overexpression attenuated the MAPK/ERK pathway acti-
vation in EGF-stimulated cells (Fig. 6c, d). Conversely,
SPOP KO enhanced MAPK/ERK pathway activation
in EGF-stimulated cells (Fig. 6e, f). Stronger MAPK/
ERK activation was observed in SPOP KO Ishikawa cells
reconstituted with the SPOP-S80R mutant than in those
reconstituted with the SPOP-Y87C mutant, which retains
a similar binding capacity to BRAF as SPOP-WT (Addi-
tional file 1: Fig. S3a, b). The SBC motif in BRAF is required for SPOP‑mediated BRAF
ubiquitination 24 h after transfection, the WCLs
were prepared and the in vivo ubiquitination assays were performed. The polyubiquitinated forms of BRAF were detected by Western blot with
anti-HA antibody Feng et al. Cell & Bioscience (2022) 12:211 Page 7 of 15 Page 7 of 15 cancer-associated BRAF mutations that occur in the SBC
motif would attenuate the SPOP-BRAF interaction and
permit BRAF to evade SPOP-mediated ubiquitination. To this end, we examined the cancer sequencing data
deposited in cancer gene mutation databases (cBioPortal
and COSMIC). We identified a BRAF-T121I mutation
in glioblastoma and BRAF-S122Y mutation in osteosar-
coma (Fig. 1b, Additional file 1: Table. S3). We found that
the SPOP-binding capacity of these BRAF mutants was
markedly reduced (Fig. 3e, Additional file 1: Fig. S2b),
and SPOP-mediated ubiquitination of these mutants was
also markedly attenuated (Fig. 3f). Taken together, our
data indicate that cancer-derived BRAF mutations occur-
ring in the SBC motif allow BRAF to evade SPOP-medi-
ated ubiquitination. sequence (SPOP-ΔNLS) accumulated exclusively in the
cytoplasm in punctate patterns and colocalized perfectly
with cytoplasmic BRAF. Moreover, the deletion of the
SBC motif in BRAF did not alter its diffuse cytoplasmic
localization, and the SPOP-induced speckle pattern of
BRAF was not observed (Fig. 5a). Next, we investigated the effect of cancer-associated
SPOP mutations on BRAF localization. We focused
on three hotspot mutants (E47K, S80R, and W131G). Three cancer-associated SPOP mutants lacking the NLS
sequence (ΔNLS-E47K, -S80R, and -W131G) accumu-
lated exclusively in the cytoplasm in punctate patterns
similar to those of SPOP-ΔNLS, but these mutants did
not colocalize with BRAF. Similarly, the cancer-associ-
ated BRAF-T121I mutant did not co-localize with SPOP
(Fig. 5b). Our previous studies showed that the SPOP-
ΔNLS mutant was more effective in promoting the ubiq-
uitination of its cytoplasmic substrates (INF2, MyD88,
Caprin1, and HIPK2) than SPOP-WT, but it was una-
ble to ubiquitinate nuclear substrates [19–22]. Indeed,
we found that SPOP-ΔNLS immunoprecipitated more
BRAF than SPOP-WT (Fig. 5c) and SPOP-ΔNLS was
more effective in promoting BRAF ubiquitination than
SPOP-WT (Fig. 5d). Taken together, our data indicate
that SPOP can recruit BRAF into cytoplasmic speckles
and that this activity strictly depends on its cytoplasmic
localization. EC‑ and PCa‑associated SPOP mutants are defective
in promoting BRAF ubiquitination To date, the vast majority of SPOP mutations associated
with EC or PCa occur within the MATH domain, which
is responsible for selective substrate binding (Fig. 4a, b)
[10, 11]. We postulated that EC- or PCa-associated SPOP
mutants may be defective in mediating BRAF ubiquitina-
tion. The BRAF-binding ability of EC-associated SPOP
mutants was moderately or severely impaired as com-
pared to that of SPOP-WT (Fig. 4c). SPOP-mediated
BRAF ubiquitination was moderately or severely attenu-
ated in these mutants (Fig. 4d). Similar effects were
observed when PCa-associated SPOP mutants were
tested (Fig. 4e, f). In accordance with a previous study
showing that cancer-associated SPOP mutants function
as dominant-negative variants to deregulate their sub-
strates [12], we found that co-expression of the SPOP
mutant markedly reduced the interaction between SPOP-
WT and BRAF (Fig. 4g), resulting in the suppression of
wild-type SPOP-mediated BRAF ubiquitination (Fig. 4h). Taken together, our data indicate that EC or PCa-associ-
ated SPOP mutants exert dominant-negative effects by
downregulating BRAF ubiquitination due to impaired
BRAF binding capacity. Cytoplasmic but not nuclear SPOP promotes BRAF
ubiquitination BRAF is a cytoplasmic protein kinase. Our previous
study showed that SPOP is localized exclusively in the
nucleus as speckles or in both the cytoplasm and nucleus
[19]. We investigated the subcellular localization of the
SPOP-BRAF interaction. BRAF was diffusely localized
in the cytoplasm. When SPOP was localized in both the
cytoplasm and nucleus, BRAF was recruited into SPOP
speckles in the cytoplasm. When SPOP was localized
exclusively in the nucleus, it did not co-localize with
cytoplasmic BRAF. We found that SPOP lacking the NLS i
To determine whether the escape of SPOP-medi-
ated-BRAF ubiquitination has any impact on MAPK/
ERK pathway activation, we reconstituted BRAF-
KO Ishikawa cells (Additional file 1: Fig. S3c–e) with
BRAF-WT or the -T121I mutant, which is incapable of
binding to SPOP. As shown in Fig. 6g, h, EGF-induced Feng et al. Cell & Bioscience (2022) 12:211 Page 8 of 15 Fig. 4 EC- or PCa-associated SPOP mutants are defective in promoting BRAF ubiquitination. a, b Distribution of the recurrent mutation sites on the
SPOP found in EC(a) or PCa b. c, e, g Western blot of WCL and co-IP samples of anti-FLAG antibody obtained from (293 T cells transfected with the
indicated plasmids. d, f, h 293 T cells were transfected with the indicated plasmids. The WCLs were prepared and the in vivo ubiquitination assays
were performed. The polyubiquitinated forms of BRAF were detected by Western blot with anti-HA antibody BRAF ubiquitination. a, b Distribution of the recurrent mutation sites on the
ples of anti-FLAG antibody obtained from (293 T cells transfected with the
d plasmids. The WCLs were prepared and the in vivo ubiquitination assays BRAF ubiquitination. a, b Distribution of the recurrent mutation sites on the
ples of anti-FLAG antibody obtained from (293 T cells transfected with the
d plasmids. The WCLs were prepared and the in vivo ubiquitination assays
y Western blot with anti-HA antibody Fig. 4 EC- or PCa-associated SPOP mutants are defective in promoting BRAF ubiquitination. a, b Distribution of the recurrent mutation sites on the
SPOP found in EC(a) or PCa b. c, e, g Western blot of WCL and co-IP samples of anti-FLAG antibody obtained from (293 T cells transfected with the
indicated plasmids. d, f, h 293 T cells were transfected with the indicated plasmids. The WCLs were prepared and the in vivo ubiquitination assays
were performed. Cytoplasmic but not nuclear SPOP promotes BRAF
ubiquitination The polyubiquitinated forms of BRAF were detected by Western blot with anti-HA antibody MAPK/ERK activation was stronger in BRAF-KO Ishi-
kawa cells reconstituted with the BRAF-T121 mutant
than in those reconstituted with BRAF-WT. We found
that stable overexpression of SPOP-WT or ΔNLS
mutant reduced the interaction between BRAF and its
upstream regulator, H-RAS, and downstream effec-
tors MEK1/2 and ERK1/2 (Fig. 6i). Conversely, stable
overexpression of SPOP-S80R or -F125V, increased
the interactions between BRAF and MAPK/ERK path-
way components. Surprisingly, stable overexpression of the SPOP-Y87C mutant even moderately reduced
the interactions between BRAF and MAPK/ERK path-
way components (Fig. 6j). Moreover, the interactions
between BRAF and MAPK/ERK pathway components
were moderately increased in BRAF-KO Ishikawa cells
reconstituted with the BRAF-T121 mutant as com-
pared to those reconstituted with BRAF-WT (Fig. 6k). Taken together, our data indicate that SPOP suppresses
MAPK/ERK pathway activation. Page 9 of 15 Feng et al. Cell & Bioscience (2022) 12:211 Feng et al. Cell & Bioscience Fig. 5 The SPOP-BRAF interaction occurs in the cytoplasm. a, b Representative images of HeLa cells transfected with indicated plasmids, and
hen immunostained with Myc (SPOP), FLAG (BRAF), and DAPI. Scale bar, 10 μm. Enlargements of selected areas were shown. c Western blot of the
ndicated proteins in WCL and samples from co-IP with anti-FLAG antibody in 293 T cells transfected with the indicated plasmids. d 293 T cells were
ransfected with the indicated plasmids. The WCLs were prepared and the in vivo ubiquitination assays were performed. The polyubiquitinated
orms of BRAF were detected by Western blot with anti-HA antibody Fig. 5 The SPOP-BRAF interaction occurs in the cytoplasm. a, b Representative images of HeLa cells transfected with indicated plasmids, and
then immunostained with Myc (SPOP), FLAG (BRAF), and DAPI. Scale bar, 10 μm. Enlargements of selected areas were shown. c Western blot of the
indicated proteins in WCL and samples from co-IP with anti-FLAG antibody in 293 T cells transfected with the indicated plasmids. d 293 T cells were
transfected with the indicated plasmids. The WCLs were prepared and the in vivo ubiquitination assays were performed. The polyubiquitinated
forms of BRAF were detected by Western blot with anti-HA antibody Fig. 5 The SPOP-BRAF interaction occurs in the cytoplasm. a, b Representative images of HeLa cells transfected with indicated plasmids, and
then immunostained with Myc (SPOP), FLAG (BRAF), and DAPI. Scale bar, 10 μm. Enlargements of selected areas were shown. Cytoplasmic but not nuclear SPOP promotes BRAF
ubiquitination Similarly,
Transwell assay results showed that BRAF-T121I mutant
expression resulted in increased cell migration and inva-
sion compared to BRAF-WT (Fig. 7c, d). Moreover, the
3D sphere formation assay results showed that the num-
ber and size of spheres in BRAF KO cells reconstituted
with the BRAF-T121I mutant were markedly increased
compared to those reconstituted with BRAF-WT, sug-
gesting that the cancer-derived BRAF mutant increased
anchorage-independent cell growth (Fig. 7e, f). Taken
together, our data indicate that loss of SPOP-mediated
BRAF ubiquitination promotes cell malignancy. at a markedly reduced growth rate, as demonstrated by
colony formation and CCK-8 assays. Reconstitution with
BRAF-WT restored BRAF-KO cell growth in vitro, and
more importantly, BRAF-KO cells reconstituted with the
BRAF-T121I mutant showed a higher growth rate than
those reconstituted with BRAF-WT (Fig. 7a, b). Similarly,
Transwell assay results showed that BRAF-T121I mutant
expression resulted in increased cell migration and inva-
sion compared to BRAF-WT (Fig. 7c, d). Moreover, the
3D sphere formation assay results showed that the num-
ber and size of spheres in BRAF KO cells reconstituted
with the BRAF-T121I mutant were markedly increased
compared to those reconstituted with BRAF-WT, sug-
gesting that the cancer-derived BRAF mutant increased
anchorage-independent cell growth (Fig. 7e, f). Taken
together, our data indicate that loss of SPOP-mediated
BRAF ubiquitination promotes cell malignancy. BRAF and the MAPK/ERK pathway components were
only moderately increased in BRAF-T121 reconstituted
cells to BRAF-WT-reconstituted cells. It would be inter-
esting to investigate whether this effect is more obvious
in growth factor-treated conditions. Taken together, our
data raise the possibility that disruption of the SPOP-
BRAF regulatory axis may promote malignant transfor-
mation of cancer cells. BRAF and the MAPK/ERK pathway components were
only moderately increased in BRAF-T121 reconstituted
cells to BRAF-WT-reconstituted cells. It would be inter-
esting to investigate whether this effect is more obvious
in growth factor-treated conditions. Taken together, our
data raise the possibility that disruption of the SPOP-
BRAF regulatory axis may promote malignant transfor-
mation of cancer cells. Proteins can be tagged with mono-ubiquitin or modi-
fied by polyUb chains that can vary in length and link-
age specificity, and these variations influence how
ubiquitination signals are interpreted [25]. Accumulat-
ing evidence suggests that both degradative and non-
degradative ubiquitination play vital roles in modulating
BRAF protein stability and function. RNF149, FBXW7,
and TRAF2 have been reported as E3 ubiquitin ligases
of BRAF [26–28]. (See figure on next page.)
Fig. 6 SPOP suppresses the activation of MAPK/ERK cascade. a Western blot of indicated proteins in WCLs from Tet-on-inducible Ishikawa
cells treated with DOX. b Western blot of the indicated proteins in WCLs from parental and SPOP-KO Ishikawa cells. c, d EV and SPOP-ΔNLS
overexpressed Ishikawa cells were serum-starved for 48 h and then treated with EGF (100 nM) for the corresponding times. The WCLs were
prepared for WB analysis. At each time point, the intensity of p-ERK1/2, p-MEK1/2, p-MSK1 was normalized to the intensity of ERK1/2, MEK1/2,
MSK1 respectively and then to the value at 0 min d. e, f Parental and SPOP-KO Ishikawa cells were serum-starved for 48 h and then treated with
EGF (100 nM) for the corresponding times. The WCLs were prepared for WB analysis. At each time point, the intensity of p-ERK1/2, p-MEK1/2,
p-MSK1 was normalized to the intensity of ERK1/2, MEK1/2, MSK1 respectively and then to the value at 0 min f. g, h SPOP-KO Ishikawa cells stably
overexpressing BRAF-WT, or T121I mutant were serum-starved for 48 h and then treated with EGF (100 nM) for the corresponding times. The WCLs
were prepared for WB analysis. At each time point, the intensity of p-ERK1/2, p-MEK1/2, p-MSK1 was normalized to the intensity of ERK1/2, MEK1/2,
MSK1 respectively and then to the value at 0 min h. i, j The WCLs from SPOP-KO Ishikawa cells stably overexpressing EV, SPOP-WT, SPOP- ΔNLS i
and mutants j were prepared and subjected to co-IP with anti-BRAF antibody. The immunoprecipitates were analyzed by WB with the indicated
antibodies. k The WCLs from BRAF-KO Ishikawa cells stably overexpressing BRAF-WT or T121I mutant were prepared and subjected to co-IP with
anti-BRAF antibody. The immunoprecipitates were analyzed by WB with the indicated antibodies. The band intensity of the indicated proteins
was first normalized to loading input l and the value was further normalized to the one in cells. All data shown are mean values ± SD (n = 3). The
p-values were calculated using the Two-way ANOVA test in c, e, g. *p < 0.05, **p < 0.01, ***p < 0.001, ****p < 0.0001 Cytoplasmic but not nuclear SPOP promotes BRAF
ubiquitination USP28, a deubiquitinating enzyme,
causes BRAF degradation by stabilizing FBXW7 [29]. In
melanoma cells treated with proinflammatory cytokines,
the HECT domain-containing E3 ligase ITCH catalyzes
the non-degradative K27-linked ubiquitination of BRAF,
which leads to PP2A recruitment, 14-3-3 dissociation,
and sustained BRAF/MEK/ERK pathway activation [30]. This effect is distinct from our finding that SPOP-medi-
ated BRAF ubiquitination inactivates BRAF. One possible
explanation for this discrepancy could be that the differ-
ent linkage types of polyUb chains catalyzed by CRL3-
SPOP or ITCH determine the distinct fates of BRAF. Whether PolyUb chains on BRAF catalyzed by CRL3-
SPOP directly hinder BRAF complex assembly or recruit
other ubiquitin-binding proteins should be investigated
in future studies. Cytoplasmic but not nuclear SPOP promotes BRAF
ubiquitination c Western blot of the
indicated proteins in WCL and samples from co-IP with anti-FLAG antibody in 293 T cells transfected with the indicated plasmids. d 293 T cells were
transfected with the indicated plasmids. The WCLs were prepared and the in vivo ubiquitination assays were performed. The polyubiquitinated
forms of BRAF were detected by Western blot with anti-HA antibody Fig. 5 The SPOP-BRAF interaction occurs in the cytoplasm. a, b Representative images of HeLa cells transfected with indicated plasmids, and
then immunostained with Myc (SPOP), FLAG (BRAF), and DAPI. Scale bar, 10 μm. Enlargements of selected areas were shown. c Western blot of the
indicated proteins in WCL and samples from co-IP with anti-FLAG antibody in 293 T cells transfected with the indicated plasmids. d 293 T cells were
transfected with the indicated plasmids. The WCLs were prepared and the in vivo ubiquitination assays were performed. The polyubiquitinated
forms of BRAF were detected by Western blot with anti-HA antibody BRAF‑T121I mutant is more effective to promote cell
growth, migration, and invasion than BRAF‑WT
We found that stable overexpression of SPOP-WT
reduced the growth of Ishikawa, KLE, and SPEC-2
cells as compared to parental cells. In contrast, BRAF‑T121I mutant is more effective to promote cell
growth, migration, and invasion than BRAF‑WT
We found that stable overexpression of SPOP-WT
reduced the growth of Ishikawa, KLE, and SPEC-2
cells as compared to parental cells. In contrast, BRAF‑T121I mutant is more effective to promote cell
growth, migration, and invasion than BRAF‑WT stable overexpression of EC-associated SPOP mutants
increased the growth of KLE, SPEC-2, and Ishikawa
cells as compared to parental cells (Additional file 1: Fig. S4a–d). Consistent with the substantial roles of BRAF in
cellular malignancy [5], BRAF KO Ishikawa cells grew We found that stable overexpression of SPOP-WT
reduced the growth of Ishikawa, KLE, and SPEC-2
cells as compared to parental cells. In contrast, Page 10 of 15 Feng et al. Cell & Bioscience (2022) 12:211 Page 10 of 15 Feng et al. Cell & Bioscience (2022) 12:211 at a markedly reduced growth rate, as demonstrated by
colony formation and CCK-8 assays. Reconstitution with
BRAF-WT restored BRAF-KO cell growth in vitro, and
more importantly, BRAF-KO cells reconstituted with the
BRAF-T121I mutant showed a higher growth rate than
those reconstituted with BRAF-WT (Fig. 7a, b). Discussion Aberrant activation of the MAPK/ERK cascade is com-
mon in human cancer. BRAF mutations are frequently
observed in melanoma, thyroid cancer, and others. In
contrast, oncogenic BRAF mutations are uncommon in
EC and PCa, with prevalence rates ranging from 2 to 5%,
depending on the specific case series [23, 24]. Whether
specific genetic alterations drive aberrant regulation of
wild-type BRAF activity in EC and PCa remains poorly
understood. In the current study, we showed that the
CRL3-SPOP complex mediates the non-degradative
ubiquitination of BRAF, which reduces the interaction
between BRAF and other MAPK/ERK pathway com-
ponents, resulting in subsequent MAPK/ERK inactiva-
tion (Fig. 8). Importantly, EC- or PCa-associated SPOP
mutants showed reduced capacity to ubiquitinate BRAF. Moreover, some cancer-associated BRAF mutants (T121I
and S122Y) evaded SPOP-mediated regulation and were
stronger activators of the MAPK/ERK cascade than
wild-type BRAF. We noted that the interactions between The CRL3-SPOP complex catalyzes both degradative
and non-degradative ubiquitination depending on the
substrate. For example, CRL3-SPOP catalyzes K27-linked
non-degradative ubiquitination of Geminin, which pre-
vents DNA replication over-firing by indirectly blocking
the association of Cdt1 with the MCM protein complex Page 11 of 15 Feng et al. Cell & Bioscience (2022) 12:211 Fig. 6 (See legend on previous page.) Fig. 6 (See legend on previous page.) Feng et al. Cell & Bioscience (2022) 12:211 Page 12 of 15 Fig. 7 Deficiency in SPOP-mediated BRAF ubiquitination confers oncogenicity. a Clone formation assays in parental, BRAF-KO Ishikawa cells, or
BRAF-KO Ishikawa cells stably overexpressing BRAF-WT or BRAF-T121I mutant. Quantitative data are shown in the right panel. Data are shown as
the means ± SD (n = 4). b CCK-8 assays in parental, BRAF-KO Ishikawa cells, or BRAF-KO Ishikawa cells stably overexpressing BRAF-WT or BRAF-T121I
mutant. Data are shown as the means ± SD (n = 4). c Transwell migration assays in parental, BRAF-KO Ishikawa cells, or BRAF-KO Ishikawa cells
stably overexpressing BRAF-WT or BRAF-T121I mutant. Quantitative data are shown in the right panel. Data are shown as the means ± SD (n = 4). d Transwell invasion assays in parental, BRAF-KO Ishikawa cells, or BRAF-KO Ishikawa cells stably overexpressing BRAF-WT or BRAF-T121I mutant. Quantitative data are shown in the right panel. Data are shown as the means ± SD (n = 4). e Representative pictures of 3D sphere formation assays
in parental, BRAF-KO Ishikawa cells, or BRAF-KO Ishikawa cells stably overexpressing BRAF-WT or BRAF-T121I mutant. Discussion Scale bars, 10 × image: 400 μm,
40 × image: 50 μm. f Quantitative data of parental, BRAF KO and rescued with BRAF or BRAF mutation in BRAF-knock-out Ishikawa cells after 10 days
in three-dimensional culture. Numbers and average sizes per sphere. Data are shown as means ± SD (n = 4 in left, n = 10 in right). The p-values were
calculated using the One-way ANOVA test in a, c, d, f and the Two-way ANOVA test in b. *p < 0.05, **p < 0.01, ***p < 0.001, ****p < 0.0001 Fig. 7 Deficiency in SPOP-mediated BRAF ubiquitination confers oncogenicity. a Clone formation assays in parental, BRAF-KO Ishikawa cells, or
BRAF-KO Ishikawa cells stably overexpressing BRAF-WT or BRAF-T121I mutant. Quantitative data are shown in the right panel. Data are shown as
the means ± SD (n = 4). b CCK-8 assays in parental, BRAF-KO Ishikawa cells, or BRAF-KO Ishikawa cells stably overexpressing BRAF-WT or BRAF-T121I
mutant. Data are shown as the means ± SD (n = 4). c Transwell migration assays in parental, BRAF-KO Ishikawa cells, or BRAF-KO Ishikawa cells
stably overexpressing BRAF-WT or BRAF-T121I mutant. Quantitative data are shown in the right panel. Data are shown as the means ± SD (n = 4). d Transwell invasion assays in parental, BRAF-KO Ishikawa cells, or BRAF-KO Ishikawa cells stably overexpressing BRAF-WT or BRAF-T121I mutant. Quantitative data are shown in the right panel. Data are shown as the means ± SD (n = 4). e Representative pictures of 3D sphere formation assays
in parental, BRAF-KO Ishikawa cells, or BRAF-KO Ishikawa cells stably overexpressing BRAF-WT or BRAF-T121I mutant. Scale bars, 10 × image: 400 μm,
40 × image: 50 μm. f Quantitative data of parental, BRAF KO and rescued with BRAF or BRAF mutation in BRAF-knock-out Ishikawa cells after 10 days
in three-dimensional culture. Numbers and average sizes per sphere. Data are shown as means ± SD (n = 4 in left, n = 10 in right). The p-values were
calculated using the One-way ANOVA test in a, c, d, f and the Two-way ANOVA test in b. *p < 0.05, **p < 0.01, ***p < 0.001, ****p < 0.0001 Fig. 7 Deficiency in SPOP-mediated BRAF ubiquitination confers oncogenicity. a Clone formation assays in parental, BRAF-KO Ishikawa cells, or
BRAF-KO Ishikawa cells stably overexpressing BRAF-WT or BRAF-T121I mutant. Quantitative data are shown in the right panel. Discussion In the current study, we
found that SPOP-mediated BRAF ubiquitination had no
predominant ubiquitination linkage specificity, in sharp
contrast to other SPOP substrates reported using Ub
linkage mutants. However, the mechanisms underlying
this phenomenon are currently unknown. Given that Ub
linkage mutants have been artificially generated, non-
physiological effects may occur. Alternatively, we used a
panel of linkage-specific Ub antibodies to demonstrate
that ubiquitinated BRAF at least contains K27-, K29-,
K48-, and K63-Ub linkages. Further studies are needed
to thoroughly clarify the polyUb-linkage composition
using mass spectrometry-based proteomics, such as the
selected reaction monitoring (Ub-AQUA-SRM) method
[33]. [31]. CRL3-SPOP catalyzed mixed K6-, K27-, and K29-
linked non-degradative ubiquitination of p62, which
suppresses p62-dependent autophagy [32]. CRL3-SPOP
catalyzes mixed K27-, K29-, K33-, K48-, and K63-linked
non-degradative ubiquitination of INF2 and HIPK2
to regulate mitochondrial division and DNA damage
response, respectively [19, 22]. In the current study, we
found that SPOP-mediated BRAF ubiquitination had no
predominant ubiquitination linkage specificity, in sharp
contrast to other SPOP substrates reported using Ub
linkage mutants. However, the mechanisms underlying
this phenomenon are currently unknown. Given that Ub
linkage mutants have been artificially generated, non-
physiological effects may occur. Alternatively, we used a
panel of linkage-specific Ub antibodies to demonstrate
that ubiquitinated BRAF at least contains K27-, K29-,
K48-, and K63-Ub linkages. Further studies are needed
to thoroughly clarify the polyUb-linkage composition
using mass spectrometry-based proteomics, such as the
selected reaction monitoring (Ub-AQUA-SRM) method
[33]. Conclusionsi Our findings show that SPOP and BRAF are biochemi-
cally linked. SPOP promoted non-degradative ubiquit-
ination of BRAF, which resulted in subsequent MAPK/
ERK inactivation. Importantly, PCa- or EC-associated
SPOP mutations lead to abnormal activation of the
MAPK/ERK pathway in a BRAF-dependent man-
ner. Our data raise the possibility that disruption of the
SPOP-BRAF regulatory axis may promote the malignant
transformation of cancer cells (Fig. 8). Given that BRAF
activity is elevated in SPOP-mutated cancers, elucidation
of the SPOP-BRAF regulatory axis in further studies will
be helpful in designing therapeutic strategies for SPOP-
mutated cancers. Targeted treatment with BRAF and MEK inhibition has
demonstrated clinical efficacy in melanomas harboring
the BRAF-V600E/K mutation, and the combination of
dabrafenib and trametinib, vemurafenib, and cobimetinib
represent effective therapeutic options for these patients
[5]. However, vemurafenib and dabrafenib caused a para-
doxical induction of MAPK/ERK pathway activation and
induced proliferation via a RAS-dependent mechanism Discussion Data are shown as
the means ± SD (n = 4). b CCK-8 assays in parental, BRAF-KO Ishikawa cells, or BRAF-KO Ishikawa cells stably overexpressing BRAF-WT or BRAF-T121I
mutant. Data are shown as the means ± SD (n = 4). c Transwell migration assays in parental, BRAF-KO Ishikawa cells, or BRAF-KO Ishikawa cells
stably overexpressing BRAF-WT or BRAF-T121I mutant. Quantitative data are shown in the right panel. Data are shown as the means ± SD (n = 4). d Transwell invasion assays in parental, BRAF-KO Ishikawa cells, or BRAF-KO Ishikawa cells stably overexpressing BRAF-WT or BRAF-T121I mutant. Quantitative data are shown in the right panel. Data are shown as the means ± SD (n = 4). e Representative pictures of 3D sphere formation assays
in parental, BRAF-KO Ishikawa cells, or BRAF-KO Ishikawa cells stably overexpressing BRAF-WT or BRAF-T121I mutant. Scale bars, 10 × image: 400 μm,
40 × image: 50 μm. f Quantitative data of parental, BRAF KO and rescued with BRAF or BRAF mutation in BRAF-knock-out Ishikawa cells after 10 days
in three-dimensional culture. Numbers and average sizes per sphere. Data are shown as means ± SD (n = 4 in left, n = 10 in right). The p-values were
calculated using the One-way ANOVA test in a, c, d, f and the Two-way ANOVA test in b. *p < 0.05, **p < 0.01, ***p < 0.001, ****p < 0.0001 Feng et al. Cell & Bioscience (2022) 12:211 Page 13 of 15 Fig. 8 A model was proposed according to the findings of the present study. The schematic diagram depicts a model that SPOP regulates the
MAPK/ERK pathway through promoting BRAF ubiquitination Fig. 8 A model was proposed according to the findings of the present study. The schematic diagram depicts a model that SPOP regulates the
MAPK/ERK pathway through promoting BRAF ubiquitination in wild-type BRAF cells [34]. AZ304, a potent dual BRAF
inhibitor of both wild-type and BRAF-V600E mutant
BRAF, exerts anti-tumor effects in colorectal cancer inde-
pendent of BRAF genetic status [35]. Given that BRAF
activity is elevated in SPOP-mutated cancers, the efficacy
of AZ304 in these cancers should be investigated. [31]. CRL3-SPOP catalyzed mixed K6-, K27-, and K29-
linked non-degradative ubiquitination of p62, which
suppresses p62-dependent autophagy [32]. CRL3-SPOP
catalyzes mixed K27-, K29-, K33-, K48-, and K63-linked
non-degradative ubiquitination of INF2 and HIPK2
to regulate mitochondrial division and DNA damage
response, respectively [19, 22]. Author details Cas9-mediated knockout of SPOP by sgRNA#1 or sgRNA#2 in Ishikawa
cells. (c) Sanger sequencing confirming that the SPOP gene was edited by
sgRNA#1 or sgRNA#2 in Ishikawa cells. (d) Western blot of the products of
in vitro ubiquitination assays performed by incubating the reconstituted
SPOP–CUL3–RBX1 E3 ligase complex with E1 and E2 enzymes, ubiquitin
and GST-BRAF at 30 °C for 2 h. (e) Western blot of the products of in vivo
ubiquitination assays from 293T cells transfected with the indicated
plasmids. Figure S2. The SBC motif in BRAF is recognized by SPOP (related
to Figure 3). (a, b) Western blot of WCL and co-IP samples of anti-FLAG
antibody obtained from 293T cells transfected with the indicated plas-
mids. Figure S3. SPOP suppresses the activation of MAPK/ERK cascade
(related to Figure 6). (a, b) SPOP-KO Ishikawa cells stably overexpress-
ing SPOP-Y87C, or S80R mutant were serum-starved for 48 hr and then
treated with EGF (100 nM) for the corresponding times. The WCLs were
prepared for WB analysis. At each time point, the intensity of p-ERK1/2,
p-MEK1/2, p-MSK1 was normalized to the intensity of ERK1/2, MEK1/2,
MSK1 respectively and then to the value at 0 min (b). (c) Schematic of
CRISPR/Cas9-mediated knockout of BRAF by sgRNA in Ishikawa cells. (d)
Sanger sequencing confirming that the BRAF gene was edited by sgRNA
in Ishikawa cells. (e) Western blot of the indicated proteins in WCLs from
parental and BRAF-KO Ishikawa cells. All data shown are mean values ±
SD(n=3). The p-values were calculated using the Two-way ANOVA test in
(b). *p<0.05, **p<0.01, ***p<0.001, ****p<0.0001. Figure S4. The impact
of SPOP-WT and EC-associated SPOP mutants on the growth of three
EC cell lines. (a-c) CCK-8 assays in KLE (a), SPEC-2 (b), and Ishikawa (c)
cells stably overexpressing EV, SPOP-WT or EC-associated SPOP mutants. Data are shown as the means ± SD (n=4). The p-values were calculated
using the Two-way ANOVA test in (a-c). *p<0.05, **p<0.01, ***p<0.001,
****p<0.0001. (d) Western blot of the indicated proteins in WCL from
KLE, SPEC-2, and Ishikawa cells stably overexpressing EV, SPOP-WT, or
EC-associated SPOP mutants. Table S1. Sequence information. Table S2. Antibody and recombinant protein information. Table S3. Cell cultures,
chemicals and Kit. 1 Shanghai Stomatological Hospital & School of Stomatology, State Key
Laboratory of Genetic Engineering, MOE Engineering Research Center
of Gene Technology, Shanghai Engineering Research Center of Industrial
Microorganisms, School of Life Sciences, Fudan University, Shanghai 200438,
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org/10.1186/s13578-022-00950-z. The online version contains supplementary material available at https://doi.
org/10.1186/s13578-022-00950-z. Additional file 1: Figure S1. SPOP promotes non-degradative ubiquitina-
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SPOP-specific shRNAs or negative control. (b) Schematic of CRISPR/ Page 14 of 15 Page 14 of 15 Feng et al. Cell & Bioscience (2022) 12:211 Feng et al. Cell & Bioscience (2022) 12:211 Author details 2 State Key Laboratory of Genetic Engineering, Human Phenome
Institute, School of Life Sciences, Fudan University, Shanghai 200438, China. 3 Obstetrics and Gynecology Hospital, NHC Key Laboratory of Reproduction
Regulation, Shanghai Institute of Planned Parenthood Research, State Key
Laboratory of Genetic Engineering, School of Life Sciences, Fudan University,
Shanghai 200438, China. 4 Department of Pathology, School of Basic Medical
Sciences, Fudan University Shanghai Cancer Center, Fudan University, Shang-
hai 200032, China. Received: 20 May 2022 Accepted: 27 December 2022 Funding
Thi
k This work was supported in part by the National Natural Science Foundation
of China (No. 91957125, 81672558, and 81972396 to C.W.; No. 81773024 to Y.H.,
No. 81872260, 82172938 to PZZ). the Shanghai Science and Technology Devel-
opment Foundation (No. 22ZR1406600 to C.W.; 20ZR1404500 to Y.L.) Science
and Technology Research Program of Shanghai (No. 9DZ2282100). p
g
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English
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Retrospective Study of Incidence and Prognostic Significance of Eosinophilia after Allogeneic Hematopoietic Stem Cell Transplantation: Influence of Corticosteroid Therapy
|
Turkish journal of hematology
| 2,016
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cc-by
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Abstract Amaç: Allojenik hematopoetik kök hücre nakli sonrası eozinofilinin
önemi tartışmalıdır. Bu çalışma kortikosteroid tedavisinin etkisini
hesaba katarak, eozinofilinin allojenik hematopoetik kök hücre
naklinin sonuçları üzerine etkisini geriye dönük değerlendirmeyi
amaçladık. Objective: The clinical significance of eosinophilia after allogeneic
hematopoietic stem cell transplantation is controversial. This study
aimed to retrospectively study the impact of eosinophilia on the
outcome of allogeneic hematopoietic stem cell transplantation by
taking into account the influence of corticosteroid therapy. Materials and Methods: We retrospectively studied 204 patients
with acute myeloid leukemia, acute lymphoblastic leukemia, and
myelodysplastic syndrome who underwent allogeneic hematopoietic
stem cell transplantation from January 2001 to December 2010. Gereç ve Yöntemler: Ocak 2001’den Aralık 2010’a kadar akut myeloid
lösemi, akut lenfoblastik lösemi ve myelodisplastik sendrom tanısıyla
allojenik hematopoetik kök hücre nakli olan 204 hastayı geriye dönük
değerlendirdik. Results: The median age was 43 years (minimum-maximum: 17-
65 years). Myeloablative conditioning was used in 153 patients and
reduced intensity conditioning was employed in 51 patients. Donor
cells were from bone marrow in 132 patients, peripheral blood in 34,
and cord blood in 38. Eosinophilia was detected in 71 patients and
there was no significant predictor of eosinophilia by multivariate
analysis. There was no relationship between occurrence of eosinophilia
and the incidence or grade of acute graft-versus-host disease when
the patients were stratified according to corticosteroid treatment. Although eosinophilia was a prognostic factor for 5-year overall
survival by univariate analysis, it was not a significant indicator by
multivariate analysis. Bulgular: Ortanca yaş 43 (aralık: 17-65 yaş) idi. Yüz elli üç hastada
miyeloablatif, 51 hastada azaltılmış yoğunluklu hazırlama rejimi
uygulandı. Kök hücre kaynağı 132 hastada kemik iliği, 34 hastada
periferik kan ve 38 hastada kordon kanıydı. Yetmiş bir hastada
eozinofili saptandı ve çoklu değişken analizinde eozinofiliyi anlamlı
olarak öngörecek bir belirteç saptanmadı. Hastalar kortikosteroid
tedavisine göre gruplandığında eozinofili gelişimi ile akut graft-
verus-host hastalığı sıklığı ya da derecesi arasında bağlantı yoktu. Tek değişkenli analizde eozinofili 5 yıllık genel sağkalım açısından
prognostik bir faktör olmasına karşın, çok değişkenli analizde anlamlı
bir belirteç değildi. Sonuç: Bu sonuçlar allojenik hematopoetik kök hücre nakli olan
hastalarda eozinofilinin klinik öneminin, sistemik kortikosteroid
uygulamasını
dikkate
alarak
değerlendirilmesi
gerektiğinin
düşündürmektedir. Conclusion: These results suggest that the clinical significance of
eosinophilia in patients receiving allogeneic hematopoietic stem cell
transplantation should be assessed with consideration of systemic
corticosteroid administration. Received/Geliş tarihi: January 23, 2015
Accepted/Kabul tarihi: November 18, 2015 Address for Correspondence/Yazışma Adresi: Wataru YAMAMOTO, M.D.,
Kanagawa Cancer Center, Department of Hematology, Yokohama, Japan
Phone : 81-45-391-5761
E-mail : watadesu@yahoo.co.jp Allojenik Hematopoetik Kök Hücre Nakli Sonrası Eozinofilinin Sıklığı ve Prognostik Öneminin
Değerlendirildiği Geriye Dönük Çalışma: Kortikosteroid Tedavisinin Etkisi Wataru Yamamoto1, Eriko Ogusa1, Kenji Matsumoto1, Atsuo Maruta1, Yoshiaki Ishigatsubo2, Heiwa Kana 1Kanagawa Cancer Center, Department of Hematology, Yokohama, Japan
2Yokohama City University Graduate Faculty of Medicine, Department of Internal Medicine and Clinical Immunology, Yokohama, Japan Results A total of 204 patients received allo-HSCT for AML, ALL, or MDS. The median follow-up period was 5.7 years and patients’ clinical
characteristics are shown in Table 1. The median age was 43
years (minimum-maximum: 17-65 years) and there were 102
patients of each sex. The underlying disease was AML in 126
patients, ALL in 63, and MDS in 15. Myeloablative conditioning
was used in 153 patients and reduced intensity conditioning was
employed in 51 patients. Donor cells were from bone marrow in
132 patients, peripheral blood in 34, and cord blood in 38. Proliferation of eosinophils is induced by stimulation with
cytokines [1] and eosinophilia occurs in various clinical
settings. Eosinophilia is often found in patients receiving
allogeneic hematopoietic stem cell transplantation (allo-HSCT)
and a relationship between eosinophilia and the outcome
and/or graft-versus-host disease (GVHD) has been reported
[2,3,4,5,6,7,8,9,10]. However, the role of corticosteroid (CS)
therapy should be taken into consideration with regard to
evaluation of eosinophilia after allo-HSCT, because it is known
that eosinophilia is influenced by such drugs [11,12]. Therefore,
we retrospectively studied the impact of eosinophilia on the
outcome of allo-HSCT by taking into account the influence of
CS therapy. Eosinophilia was detected in 71 patients (34.8%). Its appearance
was associated with total body irradiation (TBI), unrelated donor,
and CS administration within 100 days after transplantation
by univariate analysis. However, no significant predictors of
eosinophilia were identified by multivariate analysis (Table 1). Among the 204 patients, 90 patients (44%) received systemic
CS therapy. The reason for CS treatment was acute GVHD in
76 patients, engraftment syndrome in 4, interstitial pneumonia
in 4, organizing pneumonia in 3, disease relapse in 1, diffuse
alveolar hemorrhage in 1, and vasculitis in 1. The incidence of
eosinophilia within 100 days after transplantation was higher in
patients without CS (47/114 patients, 41.2%) than in patients
with CS (24/90, 26.7%) (p=0.038). Among the 90 patients with
CS, 11 were first given CS therapy after the appearance of
eosinophilia. The frequency of eosinophilia was higher among
patients who were not given CS therapy before eosinophilia
appeared than among patients who were already receiving CS
therapy (58/125 patients, 46.4% vs. 13/79, 16.5%, respectively;
p<0.001). Materials and Methods Patients who underwent allo-HSCT for hematologic malignancies
from January 2001 to December 2010 at the Kanagawa
Cancer Center were retrospectively investigated. We defined
eosinophilia as a peripheral blood eosinophil count of >500
µL on more than one occasion, while systemic steroid therapy
meant CS administration at more than 0.5 mg/kg/day within
100 days after allo-HSCT. Standard-risk disease was defined as
acute myeloid leukemia (AML)/acute lymphoblastic leukemia
(ALL) in the first or second remission and myelodysplastic
syndrome (MDS) without leukemic transformation, while high-
risk disease was defined as all others. Grading of acute GVHD
was done according to established criteria [13]. Abstract Anahtar Sözcükler: Eozinofili, Allojenik hematopoetik kök hücre
nakli, Kortikosteroid tedavisi, Prognostik faktör, Graft-versus-host
hastalığı Keywords: Eosinophilia, Allogeneic hematopoietic stem cell
transplantation, Corticosteroid therapy, Prognostic factor, Graft-
versus-host disease Address for Correspondence/Yazışma Adresi: Wataru YAMAMOTO, M.D.,
Kanagawa Cancer Center, Department of Hematology, Yokohama, Japan
Phone : 81-45-391-5761
E-mail : watadesu@yahoo.co.jp 196 Yamamoto W, et al: Eosinophilia after Allogeneic Hematopoietic Stem Cell Transplantation Turk J Hematol 2016;33:196-201 Discussion In the present study, we investigated the incidence and clinical
implications of eosinophilia occurring within 100 days after allo-
HSCT, and we also analyzed the prognostic value of eosinophilia
in relation to the influence of CS administration. The incidence of
eosinophilia (34.8%) in our patient cohort was comparable with
that in previous reports, although the definition of eosinophilia
varies among studies. It is well known that a decrease of
eosinophils is caused by CS administration [10,11]; hence, we
assessed the clinical implications of eosinophilia in relation to
systemic CS administration. The incidence of eosinophilia was
significantly lower in patients receiving CS treatment compared
with that for those without CS treatment in the present
study, and the same result for patients with acute GVHD has
already been described [2]. In our study, MDS, use of TBI, and
transplantation from an unrelated donor were also associated
with a lower incidence of eosinophilia, but the reasons for these
associations are unknown. Figure 1. Outcome stratified according to the presence/absence
of eosinophilia. A) Overall survival, B) cumulative incidence of
relapse, C) non-relapse mortality. The relationship between eosinophilia and acute GVHD after allo-
HSCT remains controversial. We could not find any association
between eosinophilia and acute GVHD among patients with or
without CS therapy in this study. Some previous reports suggested
that eosinophilia is significantly related to the onset of acute GVHD
[2,9,10]. However, Aisa et al. reported that the onset of eosinophilia
within 100 days after allo-HSCT is associated with a lower rate of
grade II-IV acute GVHD (43% vs. 98%; p<0.001) [3]. They speculated
that this association between eosinophilia and a lower incidence
of severe acute GVHD may reflect the immunosuppressive effect of
Th2 cytokines, which induce eosinophilia. Figure 1. Outcome stratified according to the presence/absence
of eosinophilia. A) Overall survival, B) cumulative incidence of
relapse, C) non-relapse mortality. A relationship between the occurrence of eosinophilia after allo-
HSCT and a good prognosis [2,3,4,5,6] has been reported previously. Figure 3. Outcomes stratified according to eosinophilia and
corticosteroid therapy. A) Overall survival, B) cumulative incidence
of relapse, C) non-relapse mortality. Figure 2. Outcomes stratified according to corticosteroid
administration. A) Overall survival, B) cumulative incidence of
relapse, C) non-relapse mortality. Figure 3. Outcomes stratified according to eosinophilia and
corticosteroid therapy. A) Overall survival, B) cumulative incidence
of relapse, C) non-relapse mortality. Figure 2. Outcomes stratified according to corticosteroid
administration. Statistical Analysis Furthermore, the cumulative incidence of relapse showed no
significant association with eosinophilia (Figures 1B, 2B, and
3B). However, non-relapse mortality was significantly higher
in patients receiving CS therapy (Figures 2C and 3C). According
to univariate analysis, eosinophilia was a good prognostic
indicator for 5-year OS (hazard ratio: 0.6, 95% CI: 0.4-0.9;
p=0.017), but it was not an independent prognostic indicator
by multivariate analysis (hazard ratio: 0.8, 95% CI: 0.5-1.3;
p=0.385). Finally, high-risk disease, unrelated donor, and CS
therapy were adverse prognostic indicators for 5-year OS
according to multivariate analysis (Table 3). OS between patients with and without eosinophilia among
those not receiving CS therapy (66.3%, 95% CI: 53.6-82.1 vs. 57.4%, 95% CI: 46.5-70.8, respectively; p=0.139) (Figure 3A). Furthermore, the cumulative incidence of relapse showed no
significant association with eosinophilia (Figures 1B, 2B, and
3B). However, non-relapse mortality was significantly higher
in patients receiving CS therapy (Figures 2C and 3C). According
to univariate analysis, eosinophilia was a good prognostic
indicator for 5-year OS (hazard ratio: 0.6, 95% CI: 0.4-0.9;
p=0.017), but it was not an independent prognostic indicator
by multivariate analysis (hazard ratio: 0.8, 95% CI: 0.5-1.3;
p=0.385). Finally, high-risk disease, unrelated donor, and CS
therapy were adverse prognostic indicators for 5-year OS
according to multivariate analysis (Table 3). Statistical Analysis The cumulative incidence of grade II-IV and grade III-IV acute
GVHD was 45.1% and 18.6%, respectively. Table 2 shows the
patients stratified according to CS treatment, GVHD grade, and
occurrence of eosinophilia. There was no significant relationship
between the grade of acute GVHD and occurrence of eosinophilia
when patients were stratified by CS administration. Statistical analyses were performed with R software (version
2.11.1; R Development Core Team). Differences between groups
were analyzed by the Wilcoxon rank sum test or Fisher’s exact
test, as was appropriate for univariate analysis and logistic
regression analysis for multivariate analysis. Overall survival
(OS) was calculated from the date of transplantation to the
date of death from any cause or the date of last follow-up. Non-relapse mortality was defined as death without disease
relapse or resistance. Time-to-event curves were drawn
according to the Kaplan-Meier method and the statistical
significance of differences in survival was assessed by the
log-rank test. Prognostic factors included age, sex mismatch,
disease risk, conditioning regimen, GVHD prophylaxis, donor
type, cytomegalovirus infection, CS therapy, and eosinophilia. Either the Cox proportional hazard model or the Fine-Gray
proportional hazard model was used for analysis. Death without
relapse was considered to be a competing risk for relapse, relapse
was a competing risk for non-relapse mortality, and relapse and
death without GVHD were competing risks for GVHD. The OS, cumulative incidence of relapse, and non-relapse
mortality rate are stratified according to eosinophilia and
systemic CS therapy in Figures 1 and 2, respectively. Patients
with eosinophilia had a higher 5-year OS compared to those
without eosinophilia (59.8%, 95% confidence interval [CI]:
48.9-73.1 vs. 45.4%, 95% CI: 37.5-55.0; p=0.016) (Figure
1A). In contrast, patients receiving CS therapy had a lower
5-year OS compared to those without CS therapy (38.9%,
95% CI: 29.9-50.7 vs. 60.9%, 95% CI: 52.3-70.9; p<0.001)
(Figure 2A). However, there was no significant difference in
5-year OS between patients with or without eosinophilia
among those who received CS therapy (47.3%, 95% CI: 30.3-
73.9 vs. 33.7%, 95% CI: 23.9-47.7, respectively; p=0.200)
(Figure 3A). Similarly, there was no difference in the 5-year 197 Yamamoto W, et al: Eosinophilia after Allogeneic Hematopoietic Stem Cell Transplantation Turk J Hematol 2016;33:196-201 OS between patients with and without eosinophilia among
those not receiving CS therapy (66.3%, 95% CI: 53.6-82.1 vs. 57.4%, 95% CI: 46.5-70.8, respectively; p=0.139) (Figure 3A). Discussion A) Overall survival, B) cumulative incidence of
relapse, C) non-relapse mortality. 198 Yamamoto W, et al: Eosinophilia after Allogeneic Hematopoietic Stem Cell Transplantation Turk J Hematol 2016;33:196-201 Table 1. Patient characteristics and predictors of eosinophilia within 100 days after transplantation. Eosinophilia (+)
(n=71)
Eosinophilia (-)
(n=133)
Univariate Analysis
Multivariate Analysis
HR (95% CI)
p
HR (95% CI)
p
Age. median (range)
43 (17-65)
43 (18-64)
0.541
Sex
Male
31
71
1.0
-
Female
40
62
1.5 (0.8-2.8)
0.240
-
-
Disease
Acute myelogenous leukemia
45
81
1.0
-
Acute lymphoblastic leukemia
25
38
1.2 (0.6-2.3)
0.633
-
-
Myelodysplastic syndrome
1
14
0.1 (0.0-0.9)
0.022
-
-
Disease risk at transplantation
Standard risk
51
77
1.0
-
High risk
20
56
0.5 (0.3-1.0)
0.068
-
-
Conditioning regimen
Myeloablative
49
104
1.0
-
Reduced-intensity
22
29
1.6 (0.8-3.2)
0.175
-
-
Total body irradiation
No
14
9
1.0
1.0
Yes
57
124
0.3 (0.1-0.8)
0.009
0.4 (0.2-1.0)
0.058
GVHD prophylaxis*
Cyclosporine+sMTX
25
35
1.0
-
Tacrorimus+sMTX
45
98
0.6 (0.3-1.3)
0.196
-
-
Donor type
Related
37
49
1.0
1.0
Unrelated
34
84
0.5 (0.3-1.0)
0.039
0.7 (0.4-1.3)
0.236
Stem cell source
Bone marrow
49
83
1.0
-
Peripheral blood
13
21
1.0 (0.4-2.4)
1.000
-
-
Cord blood
9
29
0.5 (0.2-1.3)
0.174
-
-
HLA disparity*
Match
51
86
1.0
-
Mismatch
19
47
0.7 (0.3-1.3)
0.272
-
-
Cytomegarovirus†
Other
61
122
1.0
-
Recipient negative and donor positive
6
4
2.9 (0.7-14.9)
0.098
-
-
Sex mismatch
Other
61
108
1.0
-
Female to male
10
25
0.7 (0.3-1.7)
0.441
-
-
Acute GVHD
Grade 0-I
42
70
1.0
-
Grade II-IV
29
63
0.8 (0.4-1.4)
0.381
-
-
CS administration 100 days after transplantation
No
47
67
1.0
1.0
Yes
24
66
0.5 (0.3-1.0)
0.038
0.6 (0.3-1.1)
0.090
*Data is uncertain in one case. †Data is uncertain in eleven cases. HR: Hazard ratio, CI: confidence interval, GVHD: graft-versus-host disease, sMTX: short-term methotrexate,
CS: corticosteroid. 199 Yamamoto W, et al: Eosinophilia after Allogeneic Hematopoietic Stem Cell Transplantation Turk J Hematol 2016;33:196-201 to systemic CS administration, but there was no significant
impact of eosinophilia on the outcome in either group. Finally,
multivariate analysis showed that high-risk disease, unrelated
donor, and CS therapy were adverse predictors of survival with
statistical significance. Discussion However, there is a limitation in that
we did not treat eosinophilia and CS administration as time-
dependent covariates in multivariate analyses. Only one study showed that there was no correlation between
eosinophilia and the outcome of cord blood transplantation in
adults [8]. In the present study, eosinophilia was associated with a
better outcome by univariate analysis, but this was not confirmed
by multivariate analysis. Since the incidence of eosinophilia
differs among patients with or without CS treatment, we also
analyzed its effect on prognosis in patients stratified according Only one study showed that there was no correlation between
eosinophilia and the outcome of cord blood transplantation in
adults [8]. In the present study, eosinophilia was associated with a
better outcome by univariate analysis, but this was not confirmed
by multivariate analysis. Since the incidence of eosinophilia
differs among patients with or without CS treatment, we also
analyzed its effect on prognosis in patients stratified according Table 2. Distribution of patients with acute graft-versus-host disease. Acute GVHD
Corticosteroid (+) (n=90)
Corticosteriod (-) (n = 114)
Grade
Eosinophilia (+)
(n=24)
Eosinophilia (-)
(n=66)
p
Eosinophilia (+)
(n=47)
Eosinophilia (-)
(n=67)
p
0
2
4
0.709
21
36
0.424
I
2
6
17
24
II
13
26
8
7
III
6
24
1
0
IV
1
6
0
0
GVHD: Graft-versus-host disease. Table 3. Prognostic factors for overall survival. Variables
Univariate Analysis
Multivariate Analysis
HR (95% CI)
p
HR (95% CI)
p
Age (years)
<50
1.0
-
≥50
1.1 (0.7-1.7)
0.600
-
-
Sex mismatch
Other
1.0
1.0
Female to male
1.6 (1.0-2.5)
0.068
1.4 (0.8-2.2)
0.224
Disease risk
Standard risk
1.0
1.0
High risk
2.8 (1.9-4.2)
<0.001
2.7 (1.8-4.2)
<0.001
Conditioning regimen
Myeloablative
1.0
-
Reduced-intensity
0.9 (0.5-1.4)
0.550
-
-
GVHD prophylaxis
Cyclosporine+sMTX
1.0
-
Tacrorimus+sMTX
1.0 (0.7-1.6)
0.882
-
-
Donor type
Related
1.0
1.0
Unrelated
1.8 (1.2-2.6)
0.006
1.9 (1.2-2.9)
0.003
Cytomegarovirus
Other
1.0
-
Recipient negative and donor positive
0.7 (0.3-2.0)
0.547
-
-
Eosinophilia
Present
1.0
1.0
Absent
1.7 (1.1-2.6)
0.017
1.2 (0.8-1.9)
0.440
CS administration
Absent
1.0
1.0
Present
2 1 (1 4-3 1)
<0 001
1 8 (1 2-2 6)
0 006 Table 2. Distribution of patients with acute graft-versus-host disease. Discussion Acute GVHD
Corticosteroid (+) (n=90)
Corticosteriod (-) (n = 114)
Grade
Eosinophilia (+)
(n=24)
Eosinophilia (-)
(n=66)
p
Eosinophilia (+)
(n=47)
Eosinophilia (-)
(n=67)
p
0
2
4
0.709
21
36
0.424
I
2
6
17
24
II
13
26
8
7
III
6
24
1
0
IV
1
6
0
0
GVHD: Graft-versus-host disease. Table 3. Prognostic factors for overall survival. Variables
Univariate Analysis
Multivariate Analysis
HR (95% CI)
p
HR (95% CI)
p
Age (years)
<50
1.0
-
≥50
1.1 (0.7-1.7)
0.600
-
-
Sex mismatch
Other
1.0
1.0
Female to male
1.6 (1.0-2.5)
0.068
1.4 (0.8-2.2)
0.224
Disease risk
Standard risk
1.0
1.0
High risk
2.8 (1.9-4.2)
<0.001
2.7 (1.8-4.2)
<0.001
Conditioning regimen
Myeloablative
1.0
-
Reduced-intensity
0.9 (0.5-1.4)
0.550
-
-
GVHD prophylaxis
Cyclosporine+sMTX
1.0
-
Tacrorimus+sMTX
1.0 (0.7-1.6)
0.882
-
-
Donor type
Related
1.0
1.0
Unrelated
1.8 (1.2-2.6)
0.006
1.9 (1.2-2.9)
0.003
Cytomegarovirus
Other
1.0
-
Recipient negative and donor positive
0.7 (0.3-2.0)
0.547
-
-
Eosinophilia
Present
1.0
1.0
Absent
1.7 (1.1-2.6)
0.017
1.2 (0.8-1.9)
0.440 GVHD: Graft-versus-host disease. Table 3. Prognostic factors for overall survival. Variables
Univariate Analysis
Multivariate Analysis
HR (95% CI)
p
HR (95% CI)
p
Age (years)
<50
1.0
-
≥50
1.1 (0.7-1.7)
0.600
-
-
Sex mismatch
Other
1.0
1.0
Female to male
1.6 (1.0-2.5)
0.068
1.4 (0.8-2.2)
0.224
Disease risk
Standard risk
1.0
1.0
High risk
2.8 (1.9-4.2)
<0.001
2.7 (1.8-4.2)
<0.001
Conditioning regimen
Myeloablative
1.0
-
Reduced-intensity
0.9 (0.5-1.4)
0.550
-
-
GVHD prophylaxis
Cyclosporine+sMTX
1.0
-
Tacrorimus+sMTX
1.0 (0.7-1.6)
0.882
-
-
Donor type
Related
1.0
1.0
Unrelated
1.8 (1.2-2.6)
0.006
1.9 (1.2-2.9)
0.003
Cytomegarovirus
Other
1.0
-
Recipient negative and donor positive
0.7 (0.3-2.0)
0.547
-
-
Eosinophilia
Present
1.0
1.0
Absent
1.7 (1.1-2.6)
0.017
1.2 (0.8-1.9)
0.440
CS administration
Absent
1.0
1.0
Present
2.1 (1.4-3.1)
<0.001
1.8 (1.2-2.6)
0.006
HR: Hazard ratio, CI: confidence interval, GVHD: graft-versus-host disease, sMTX: short-term methotrexate, CS: corticosteroid. Table 3. Prognostic factors for overall survival. Table 3. Prognostic factors for overall survival. 200 Yamamoto W, et al: Eosinophilia after Allogeneic Hematopoietic Stem Cell Transplantation Turk J Hematol 2016;33:196-201 Atsuo Maruta, Yoshiaki Ishigatsubo, Heiwa Kanamori; Writing:
Wataru Yamamoto, Eriko Ogusa, Kenji Matsumoto, Atsuo
Maruta, Yoshiaki Ishigatsubo, Heiwa Kanamori. Atsuo Maruta, Yoshiaki Ishigatsubo, Heiwa Kanamori; Writing:
Wataru Yamamoto, Eriko Ogusa, Kenji Matsumoto, Atsuo
Maruta, Yoshiaki Ishigatsubo, Heiwa Kanamori. Ethics 9. Basara N, Kiehl MG, Fauser AA. Eosinophilia indicates the evolution to acute
graft-versus-host disease. Blood 2002;100:3055. Ethics Committee Approval: Retrospective study; Informed
Consent: It was taken. 10. McNeel D, Rubio MT, Damaj G, Emile JF, Belanger C, Varet B, Brousse N,
Hermine O, Buzyn A. Hypereosinophilia as a presenting sign of acute
graft-versus-host disease after allogeneic bone marrow transplantation. Transplantation 2002;74:1797-1800. References 1. Rothenberg ME. Eosinophilia. N Engl J Med 1998;338:1592-1600. 1. Rothenberg ME. Eosinophilia. N Engl J Med 1998;338:1592-1600. 2. Imahashi N, Miyamura K, Seto A, Watanabe K, Yanagisawa M, Nishiwaki S,
Shinba M, Yasuda T, Kuwatsuka Y, Terakura S, Kodera Y. Eosinophilia predicts
better overall survival after acute graft-versus-host-disease. Bone Marrow
Transplant 2010;45:371-377. 3. Aisa Y, Mori T, Nakazato T, Shimizu T, Yamazaki R, Ikeda Y, Okamoto S. Blood
eosinophilia as a marker of favorable outcome after allogeneic stem cell
transplantation. Transpl Int 2007;20:761-770. In addition to the relationship between eosinophilia and acute
GVHD, there have been several reports on the pathogenesis of
eosinophilia in the setting of allo-HSCT. Akhtari et al. reported
that eosinophilia is observed in patients with eosinophilic
pulmonary syndrome after allo-HSCT [14], but there were no
specific causes of eosinophilia in our cohort. 4. Kim DH, Popradi G, Xu W, Gupta V, Kuruvilla J, Wright J, Messner HA,
Lipton JH. Peripheral blood eosinophilia has a favorable prognostic
impact on transplant outcomes afterallogeneic peripheral blood stem cell
transplantation. Biol Blood Marrow Transplant 2009;15:471-482. 5. Sato T, Kobayashi R, Nakajima M, Iguchi A, Ariga T. Significance of
eosinophilia after stem cell transplantation as a possible prognostic marker
for favorable outcome. Bone Marrow Transplant 2005;36:985-991. In conclusion, eosinophilia after allo-HSCT was not related
to the outcome of transplantation or the incidence of acute
GVHD in patients with or without systemic CS therapy, although
this study had some limitations because it was a retrospective
investigation conducted at a single institution. 6. Nakane T, Nakamae H, Hirose A, Nakamae M, Koh H, Hayashi Y, Nishimoto
M, Umemoto Y, Yoshimura T, Bingo M, Okamura H, Yoshida M, Ichihara H,
Aimoto M, Terada Y, Nakao Y, Ohsawa M, Hino M. Eosinophilia, regardless of
degree, is related to better outcomes after allogeneic hematopoietic stem
cell transplantation. Intern Med 2012;51:851-858. 7. Ahmad I, Labbé AC, Chagnon M, Busque L, Cohen S, Kiss T, Lachance S, Roy
DC, Sauvageau G, Roy J. Incidence and prognostic value of eosinophilia
in chronic graft-versus-host disease after nonmyeloablative hematopoietic
cell transplantation. Biol Blood Marrow Transplant 2011;17:1673-1678. Discussion Especially after allo-HSCT, systemic CS administration is done
in patients who develop various complications, such as acute
GVHD or pulmonary complications. Imahashi et al. reported that
eosinophilia has an independent influence on the prognosis
of patients with acute GVHD receiving CS treatment, but not
that of patients without CS treatment [2]. Taking our results
together with these findings raises the possibility that the
severity of acute GVHD and CS therapy for GVHD may strongly
influence transplantation outcomes regardless of eosinophilia. Furthermore, systemic CS administration is often done for allo-
HSCT patients with severe complications in addition to acute
GVHD, and eosinophilia may be suppressed in those patients. Our findings about non-relapse mortality in the presence or
absence of CS treatment support this interpretation. Conflict of Interest: The authors of this paper have no conflicts
of interest, including specific financial interests, relationships,
and/or affiliations relevant to the subject matter or materials
included. Acknowledgment This study was supported by a grant from the Kanagawa Health
Foundation. 8. Tomonari A, Takahashi S, Ooi J, Tsukada N, Konuma T, Kato S, Kasahara
S, Iseki T, Tojo A, Asano S. Blood eosinophilia after unrelated cord blood
transplantation for adults. Bone Marrow Transplant 2008;42:63-65. Authorship Contributions 11. Walsh GM. Eosinophil apoptosis: mechanisms and clinical relevance in
asthmatic and allergic inflammation. Br J Haematol 2000;111:61-67. Surgical and Medical Practices: Wataru Yamamoto, Heiwa
Kanamori; Concept: Wataru Yamamoto, Heiwa Kanamori;
Design: Wataru Yamamoto, Heiwa Kanamori; Data Collection or
Processing: Wataru Yamamoto, Eriko Ogusa, Kenji Matsumoto,
Atsuo Maruta, Yoshiaki Ishigatsubo, Heiwa Kanamori; Analysis or
Interpretation: Wataru Yamamoto, Heiwa Kanamori; Literature
Search: Wataru Yamamoto, Eriko Ogusa, Kenji Matsumoto,
Atsuo Maruta, Yoshiaki Ishigatsubo, Heiwa Kanamori; Analysis or
Interpretation: Wataru Yamamoto, Heiwa Kanamori; Literature
Search: Wataru Yamamoto, Eriko Ogusa, Kenji Matsumoto, 12. Schleimer RP. Effects of glucocorticosteroids on inflammatory cells relevant
to their therapeutic applications in asthma. Am Rev Respir Dis 1990;141:59-
69. 13. Przepiorka D, Weisdorf D, Martin P, Klingemann HG, Beatty P, Hows J,
Thomas ED. 1994 Consensus Conference on Acute GVHD Grading. Bone
Marrow Transplant 1995;15:825-828. 14. Akhtari M, Langston AA, Waller EK, Gal AA. Eosinophilic pulmonary
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158. 201
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Erwerbs-Obstbau (2020) 62:163–174
https://doi.org/10.1007/s10341-020-00485-y
ORIGINALBEITRAG
Natürliche Frostschutzmechanismen bei Obstgehölzen – von
Supercooling bis Anti-Freeze Proteinen
Laura Hillmann1,2 · Todd Einhorn2 · Michael Blanke1
Eingegangen: 10. August 2018 / Angenommen: 25. März 2020 / Online publiziert: 22. April 2020
© Der/die Autor(en) 2020
Zusammenfassung
Aus Anlass des starken Spätfrostes am 20. April 2017 in Europa wurden im Rahmen einer Masterarbeit der Prozess
des Erfrierens und die Mechanismen der Frosttoleranz von Obstgehölzen untersucht. Bakterien, Staub, Schmutz, kleine
Sandkörner u. a. auf dem Blatt können als Eiskeimbildner fungieren. Die an diesen Eiskeimen gebildeten Eiskristalle
können in die Pflanze bzw. Zelle eindringen und als intra-zelluläre Eiskristalle das Erfrieren verursachen.
Kleine, unregelmäßige intra-zelluläre Eiskristalle sind für die Zelle vergleichsweise harmlos, solange sie schmelzen, bevor
sie die Zellwand beschädigen. Schnelle Gefriergeschwindigkeit führt dabei zu einer hohen Anzahl kleiner, langsames
Gefrieren zu einer geringen Anzahl großer Eiskristalle; schnelles Gefrieren hindert das Wasser daran, zu bevorzugten
extra-zellulären Stellen zu diffundieren. Dies führt zur intra-zellulären Eiskristallbildung, wodurch die Pflanzenzellen mechanisch belastet und geschädigt werden können, so dass intra-zelluläre Eisbildung zum Erfrieren führt. Folgende natürliche
Frosttoleranz-Mechanismen, die diese intrazellulare Eiskristallbildung z. T. verhindern können, wurden für (Obst-)Gehölze
ermittelt
1) Reduzierung des Wassergehaltes in der Zelle einschl. der Reduzierung des „freien Wassers“ und Bindung von freiem
Wasser an Dehydrine (Proteine) über Winter
2.) Anreicherung von osmotisch wirksamen Substanzen wie Zucker (Glukose, Fruktose, Saccharose, Sorbitol), Mineralstoffen wie K und Mg und Aminosäuren wie z. B. Prolin;
3.) Anti-Freeze Proteine (AFP) haften an den Oberflächen der Eiskristalle; ihre Struktur und Wachstum beeinflussen und
verhindern ihr Eindringen in die Pflanzenzelle;
4) ‘supercooling‘, d. h. einem Prozess, bei dem die Eiskeimbildung und die intrazelluläre Eiskristallbildung (Frostschäden)
vermieden wird;
5) Strukturelle Eiskristallbarriere – keine Verbindung zum (wasserführenden) Xylem
6) Nachblüte bzw. zeitliche Verzögerung zwischen Blüten am ein- und zweijährigen Holz
Die Entstehung der Eiskristalle an den Eiskeimen hängt ab von der Verfügbarkeit von Anti-Freeze Proteinen (AFP) und
Eiskeim fördernden Proteinen, die an der Membran von Eiskeim fördernden Bakterien wie Pseudomonas syringae und
Erwinia amylovora (Feuerbrand) Bakterien verankert sind. Ohne heterogene Eiskeime besitzt Wasser die Fähigkeit zum
‘supercooling‘. Im Temperaturbereich von 0 bis ca. –5 °C wird ‘supercooling‘ vorwiegend durch das Vorhandensein von
Eiskeim fördernden Bakterien beschränkt; sie gelten daher als verantwortlich für die Eiskristallbildung und damit für die
Gewebeschädigung.
Voraussetzung für die effektive Wirkung dieser natürlichen pflanzenphysiologischen Schutzmechanismen im Winter ist ein
vorhergehendes langsames Abhärten (Kälte-Akklimation) im Herbst. Besonderes Interesse gilt ihrem Erhalt bei steigenden
Temperaturen im Frühling während der Enthärtung (De-Akklimation), wobei der Verlust an Frost- bzw. Kältetoleranz mit
dem Aufbrechen der Knospenschuppen der sich entwickelnden Blüten einhergeht. Insgesamt verfügen die Pflanzen/-zellen
über eine Reihe von Anpassungsmechanismen an Frosttemperaturen, die bisher zu wenig genutzt wurden.
Schlüsselwörter Apfel · Obst · Blütenfrost · Süßkirsche (Prunus avium L) · Sauerkirsche (Prunus cerasus) · Anti-freeze
Proteine (AFP) · Dehydrine · Eiskeime · Eis-Nukleotide · Frost · Frostschutz · Kälteschutz · Supercooling · Winterruhe
1
INRES-Gartenbauwissenschaft, Universität Bonn, Bonn,
Deutschland
2
Dept of Horticulture, Michigan State University, MI, USA
Michael Blanke
mmblanke@uni-bonn.de
K
164
L. Hillmann et al.
Endogenous Physiological Mechanisms of Frost Hardiness in Flower Buds of Fruit Trees
Abstract
The devastating spring frost on 19–20 April 2017 throughout Europe sparked off the present study. The objective of this
work, as part of a master thesis, was to investigate and review current knowledge on the process of ice crystallization and
endogenous plant protection mechanisms. The process of ice formation or crystallization depends on the availability of
antifreeze proteins (AFP) and ice nucleation active substances (INAS), which anchor on the membrane of INAS bacteria.
INAS such as small sand and dirt particles, tiny mineral crystals and INAS bacteria such as Pseudomonas and Erwinia
can serve as nucleotides for ice nucleation and crystallization. Without ice nucleotides, water exhibits the capacity of
supercooling; in the 0 to –5 °C temperature range, supercooling is prevented by the presence of INAS bacteria, which
become ultimately responsible for the tissue damage. Flowers of fruit trees with bacteria have been reported to freeze at
–2 °C compared with –5 °C without Pseudomonas as INAS bacteria. When the ice crystals penetrate the plant via the cells,
intra-cellular ice formation causes the freezing or frost damage. Small, irregularly shaped intra-cellular ice crystals are
supposedly harmless to the cell, particularly if they melt before reaching (and damaging) the cell wall. Rapid freezing
prevents the water to diffuse out of the cells to extra-cellular sites, results in a large number of small harmless ice crystals,
whereas slow freezing ends up in a small number of large harmful ice crystals. Cold tolerance can include the following
physiological mechanisms for frost hardiness, which can prevent or reduce intra-cellular ice formation (freezing)
1) Reduction of (free and unbound) water content including free water bound to dedicated proteins (dehydrins) in the
cold period
2) Accumulation of osmotically active substances such as sugar (glucose, fructose, sucrose, sorbitol), minerals (potassium
etc.) and amino acids (proline etc.).
3) Availability of antifreeze proteins (AFP), which bind to the surface of the ice crystals and positively influence their
size, shape and growth, thereby preventing them from penetrating the plant cell
4) Supercooling, a process, which prevents intra-cellular ice formation (frost damage) by preventing the formation of ice
nucleotides
5) Structural ice barrier—no connection to the xylem tissues
6) Delayed flowering and time difference between flowering on one or two-year-old wood
Effective functioning of these natural endogenous plant protection mechanisms in winter requires slow cold acclimation
in autumn and their maintenance in spring. Overall, the challenge for future fruit breeding, selection and growing in
a situation with late spring frosts due to climate change is a) to encourage these above endogenous physiological cold
hardiness mechanisms in the orchard and b) to maintain them, as they are otherwise lost with increasing temperatures and
concomitant bud break and bud scale unfolding during de-acclimation in spring.
Keywords Apple · Fruits · Spring fros · Sweet cherry (Prunus avium L) · Sour cherry (Prunus cerasus) · Antifreeze
proteins (AFP) · Bud break · Dehydrins · Dormancy · Flower bud · Frost · Frost protection · Ice nucleotides · Ice
nucleation active substances (INAS) · Supercooling
Einleitung
Anlass für die vorliegende Arbeit war der verheerende Spätfrost am 20. April 2017, der die Obsternte europaweit um
über 60 % reduziert hat (Schwartau 2018; Tab. 1).
Solche Spätfröste können zum Erfrieren von Knospen,
Blüten (Abb. 1) sowie junger Früchte (Abb. 2) (Rodrigo
2000; Stepulaitiene et al. 2013) und zu hohen wirtschaftlichen Schäden führen (Mathers 2004; Dalhaus et al. 2020),
wobei die Blühstadien vom Knospenschwellen (BBCH 52)
bis Fruchtansatz (BBCH 70) am frostempfindlichsten sind
(Rodrigo 2000; Wenden et al. 2017). In einer Zeit des rezenten Klimawandels bleibt die Zahl der Spätfröste in den
hiesigen Obstbaugebieten gleich oder kann sogar zunehmen (Blanke und Kunz 2009). Daher ist das Verständnis,
K
wie sich die Gehölze auf natürliche Weise vor Kälte bzw.
Frost schützen können, von zunehmendem Interesse (Wenden et al. 2017). Dabei ist die Eisbildung bzw. -kristallisation in den Blütengeweben von besonderer Bedeutung für
das Überleben einer Pflanzenart und bestimmt die Grenzen seiner geographischen Ausbreitung (Wisniewski et al.
2014).
Die meisten Forschungsarbeiten beschäftigen sich mit
der chemischen oder physikalischen Frostabwehr, während
es kaum Untersuchungen zu natürlichen Frost- bzw. Kältetoleranzmechanismen der Pflanzen gibt, die neue, bisher
kaum genutzte Möglichkeiten z. B. in der Züchtung oder
bei Kulturmaßnahmen in der Obstanlage bieten könnten.
Vor allem der Verlust der Kältetoleranz von laubabwerfenden Obstgehölzen im Frühling der gemäßigten Klimazonen
Natürliche Frostschutzmechanismen bei Obstgehölzen – von Supercooling bis Anti-Freeze Proteinen
Tab. 1 Geschätzte Frostschäden in 2017. (Schwartau 2018; Walther
2017)
Ergebnisse
Gruppierung
Frostschäden (%)
Region
Äpfel
Süßkirschen
Pflaumen
65
90
60
Deutschland
Deutschland, Hessen
Frankreich
Frostempfindlichkeit der verschiedenen
Blütengewebe – anatomische Grundlagen
(Rodrigo 2000) kann während der Enthärtung (KälteDe-Akklimation) zu erhöhtem Frostrisiko führen. Die
langsame, entwicklungsbedingte Enthärtung ermöglicht
der Pflanze eine gewisse Kältetoleranz zu bewahren, obwohl die Temperaturen das Wachstum bereits begünstigen
(Proebsting 1970).
Ziel dieses Übersichtsreferates ist es, die natürlichen
pflanzenphysiologischen Schutzmechanismen der Obstgehölze am Beispiel der früh und einzeln blühenden, und daher besonders Frost gefährdeten Kirsche herauszuarbeiten,
um sie ggf. mit geeigneten Maßnahmen zu fördern und oder
bei der Züchtung stärker mit zu berücksichtigen.
165
Die sichtbaren unspezifischen Symptome des Erfrierens
sind Verbräunen der Blüte und vermindertes Fruchtwachstum bei Apfel und Kirsche (Abb. 1), Verbräunen der Frucht
bei Kirsche (Abb. 2) oder Frostzungen oder Missbildungen
der Früchte beim Apfel. Bei den Prunus-Arten sind die
Fruchtknoten die frostempfindlichsten Teile der Blüten und
ihr Verbräunen ist symptomatisch, ohne dass Schäden an
den Blütenblättern auftreten (Rodrigo 2000); durch starken Wind oder Sonneneinstrahlung können Schäden wie
Frostbrand entstehen (Pearce 2001).
Anpassungsmechanismen
Die Frosttoleranz einer Obstart beschreibt die Fähigkeit eines Gewebes, sich an eine Umgebung mit kalten
(Frost-)Temperaturen bis zu einem gewissen Grad anzupassen, schwankt von Obstart zu Obstart und ist genetisch
vorgegeben (Szabó et al. 1996), d. h. ihre Fähigkeit zum
sog. ‘supercooling‘ (Tab. 2). Prunus-Arten weisen eine
Abb. 1 Frostschaden an Blütenknospen bei Kirsche: Aufgeschnittene ‘Montmorency’ Sauerkirschblüte nach stufenweiser
Abkühlung um je ca. 1 °C pro
Stunde auf –4 °C; Frostschaden
erkennbar am braunen Fruchtknoten (roter Pfeil) (a), ohne
dass von außen starke Schäden/
Erfrieren erkennbar sind (b).
(Aufnahmen: L Hillmann)
Abb. 2 Frostschaden an einer
erfrorenen Kirsch-Frucht: a von
außen sichtbarer Frostschaden
einer ‘Regina‘ Süßkirsche (rechte Frucht); b nach Aufschneiden
sichtbares, erfrorenes Endosperm einer ‘Montmorency‘
Sauerkirsche. (Aufnahmen a M.
Blanke und b L. Hillmann)
K
166
L. Hillmann et al.
Tab. 2 Übersicht über Anpassungsstrategien bei Prunus und anderen
Obstarten
Tab. 3 Osmotisch wirksame Substanzen
Zucker
Mineralstoffe
Aminosäure
Strategie
Glukose, Fruktose, Saccharose,
Sorbitol
Kalium, Magnesium
Prolin
Charakterisierung
Vermeidung Die Entstehung von intrazellulären Eiskristallen wird
verhindert durch ‘supercooling‘, Frostschutzproteine
und Anreicherung von osmotischen Substanzen
Toleranz
Eiskristalle werden – aber nur extrazellulär – in ihrem
Gewebe toleriert, d. h. kein ‘supercooling‘
Reihe von Anpassungsstrategien auf (Abb. 3); in einem
Extremfall überlebten geschlossene Knospen in der Winterruhe bis –47 °C an der Pazifikküste in Nordamerika
(Quamme 1985; Kadir und Proebsting 1994). Die Obstarten der gemäßigten Breiten haben sich über Jahrzehnte
an einen Standort und kalte Temperaturen angepasst und
Überlebensstrategien entwickelt, um kalte (Frost-)temperaturen bis zu einem gewissen Grad zu überstehen. Bei diesen
kann man zwei Anpassungsstrategien unterscheiden, die
erste, die die Entstehung von Eiskernen in ihrem Gewebe
durch ‘supercooling‘, Frostschutzproteinen und Anreicherung von osmotisch wirksamen Substanzen vermeiden und
eine zweite, die nur extrazelluläre Eiskristalle in ihrem
Gewebe tolerieren (Tab. 2). Die Temperatur, bei der sich
Eiskristalle in einer Zelle oder Pflanze bilden, hängt vom
Wassergehalt und Gehalt osmotisch wirksamer Substanzen
ab (Modlibowska 1962). Zu den osmotisch wirksamen
Substanzen gehören Zucker (Glukose etc.), Mineralstoffe
(Kalium, Magnesium) und die Aminosäure Prolin (Marquat
et al. 1999; Bonhomme et al. 2005) (Tab. 3).
Bildung von Eiskristallen als Voraussetzung für
Erfrieren und Frostschäden
Eiskristalle auf der Zelloberfläche oder zwischen Protoplast
und Zellwand (‘extrazellulär‘) entziehen der Zelle oder dem
Protoplasten (Frost-Plasmolyse) Wasser in flüssiger Form
entlang dem Gradienten freier Energie (Sakai und Larcher 1987). Damit ist diese Form der Frost- oder Kältetoleranz mit Wasserentzug eine Art Trockenstress (Burke
et al. 1976). Dabei bestimmt die Konzentration an osmotisch wirksamen Substanzen in der Zelle (Tab. 3), wann
und wieviel Wasser durch die Zellmembran (Plasmalemma)
diffundiert. Dieser Wasserverlust der Zelle führt zur Dehydrierung und Zellkontraktion (Sakai und Larcher 1987;
Rodrigo 2000) und kann zu gleichzeitigen Zellveränderungen wie Faltenbildung der Membran, Eiweiß-Denaturierung
und Anreicherung an toxischen Stoffwechselprodukten führen (Wisniewski et al. 2003) – der eigentliche Frostschaden entsteht und wird erst beim Auftauen sichtbar. Dabei
entscheidet die Form und Größe der Eiskristalle darüber,
ob sie die Zellmembran durchdringen können (Ashworth
und Abeles 1984). Kälte- bzw. frosttolerante Zellen können
das Eindringen der Eiskristalle verhindern (Sakai und Lar-
K
cher 1987), weil ihre Membran elastischer ist (Levitt 1972;
Quamme 1995).
Intrazelluläre Eiskristallbildung = Erfrieren
Die intrazelluläre Eiskristallbildung entsteht beim plötzlichen Erfrieren der Zelle, setzt sich wie eine Kettenreaktion
von Zelle zu Zelle fort, wobei sich Eiskristalle im Protoplasten und in der Vakuole bilden (Burke et al. 1976). Die hohe
Geschwindigkeit dieses Vorganges erlaubt keine vorherige
Absenkung des Wassergehaltes in der Zelle und führt damit häufig zu größeren Frostschäden an den Blütenknospen
(Wenden et al. 2017). Intrazelluläre Eiskristallbildung wird
bei der extrazellulären Kristallbildung durch rechtzeitigen
Wasserentzug verhindert (Rodrigo 2000; Wisniewski et al.
2003; Wenden et al. 2017). Ob eine Zelle extra- oder intrazellulär erfriert oder nicht, hängt ab von der Flexibilität der
Zellwand (Protoplasma) (Chambers und Hale 1932). Daher erfrieren kälte- bzw. frostempfindlichere Gewebe meistens intrazellulär, wobei die Zellmembranen und damit die
Zellen durch die Bildung der Eiskristalle erst physikalisch
zerstört werden und die freigesetzten Enzyme und Stoffwechselprodukte dann das Gewebe schädigen (Burke et al.
1976). Früher ging man dagegen davon aus, dass Erfrieren
bzw. die Eiskristallisation in der Vakuole beginnt; heute
weiß man, dass die Vakuole zum Schluss gefriert (Friedrich und Fischer 2000).
Wirkungsmechanismus und Verbreitung des
‘supercooling‘
Unter ‘supercooling’ versteht man generell die Fähigkeit
eines Gewebes oder von Pflanzenzellen, die Bildung von
Eiskristallen und damit Frostschäden zu verhindern (Wisniewski et al. 2014) (Tab. 4). Ein geringer Wassergehalt
und Anreicherung osmotisch wirksamer Substanzen ermöglichen ‘supercooling‘ und erhöhen damit die Kältetoleranz
(Quamme 1985). Sinkt der Wassergehalt einer Pflanzenzelle um 40–70 %, erhöht sich die Frosttoleranz des Knospenmeristems um 10 °C (Dereuddre 1979 in Sakai und Larcher
1987).
Während des ‘supercooling’-Prozesses werden generell
weniger Eiskeime gebildet und die Eiskristallbildung unterbunden (Burke et al. 1976). Das Phänomenon des ‘supercooling‘ ist unter laubabwerfenden Obstgehölzen weit
verbreitet und tritt im Xylem des Baumstammes und in
Blütenknospen auf (Burke et al. 1976; Palonen und Bus-
Natürliche Frostschutzmechanismen bei Obstgehölzen – von Supercooling bis Anti-Freeze Proteinen
Tab. 4 Arten des ‘supercooling‘, Temperaturen und Verbreitung unter Gehölzen
167
Arten des
Supercooling
Niedr.
Temp (°C)
Art
Mechanismen der Kältetoleranz
Supercooling
(generell)
n.a.
n.a.
Persistent
supercooling
Deep supercooling
–80
Birke
–47
Prunus
Transitory
supercooling
–5
Prunus
Verhindert die Fortsetzung von Eiskristallisation in der Pflanzenzelle
Abgrenzung/Ablagerung von Eis an bevorzugten Stellen
Geringe Anzahl von Eiskeimen (Quamme 1985, 1995)
‘supercooling‘ während der ganzen Kältephase (Modlibowska und Rogers 1955)
’supercooling‘ spezieller Pflanzengewebe, z. B. geschlossene
Knospe mit Knospenschuppen im Winter oder Parenchymzellen der Xylem-Gefäßbündel (Quamme et al. 1982; Quamme
1985)
‘supercooling‘ der verholzten Teile des Baumes nach Blattabwurf (Burke et al. 1976; Quamme 1985)
n.a. nicht angegeben
zard 1997). ‘Deep supercooling’ kann bei Temperaturen
von –15 bis –60 °C vorkommen, wobei die tiefsten Werte
im Xylem des Baumstammes im Winter und mittlere Werte
in den Knospen gemessen wurden (Wisniewski et al. 2014).
‘Deep supercooling’ ist damit eine der effektivsten Überlebensstrategien für pflanzliches Gewebe auch bei tiefen
Frosttemperaturen und setzt eine vorangegangene Abhärtung (Kälte-Akklimation) voraus. Effektives ‘supercooling‘
beruht auf einer Kombination von geringem Wassergehalt
der Zelle, kleiner Zellgröße ohne Eiskristallisationskerne
(Ishikawa 1984; Quamme 1985; Sakai und Larcher 1987).
Bestimmte Pflanzenorgane, wie geschlossene Knospen in
Winterruhe, können Temperaturen bis –80 °C ohne größere Schädigung überstehen; diese Art des ‘supercooling’
wird als ‘persistent supercooling’ bezeichnet (Modlibowska und Rogers 1955).
auf Grund der schnellen Protonenbewegung im MRT nur
langsam (lange T2 Relaxationszeiten) und erzeugt somit
kontrastierende Bilder (Faust et al. 1991). Knospen von
Apfelbäumen in der Winterruhe enthielten viel gebundenes
Wasser, während Knospen im Frühling vor allem freies
Wasser aufwiesen. Unter gebundenem Wasser versteht man
das Wasser, das beim Erfrieren der Zelle nicht kristallisiert
bzw. nicht zu Eis erstarrt. Basierend auf den Ergebnissen
der MRT-Analysen konnte man keine Unterschiede im
Wassergehalt von Knospen im Herbst und Frühling ausmachen, da beide freies Wasser in den Zellen enthielten.
Nur während der Winterruhe ist gebundenes Wasser in den
Zellen zu finden.
Gebundenes Wasser in den Knospen wird graduell in
freies Wasser umgewandelt, wenn kalte Temperaturen herrschen und die Pflanze sich in der Phase der echten Winter-
Reduzierung des Wassergehaltes in der Ruhephase
und Dehydrine
In der Winterruhe schützen hydrophile Proteine, sog. Dehydrine, die Zellen der Bäume vor kalten Temperaturen,
indem sie das Wasser in den Zellen der Knospen binden
(Erez et al. 1998; Hillmann et al. 2016). Die Bildung dieser hydrophilen Proteine wird von kalten Temperaturen und
kurzen Tagen im Herbst aktiviert. Die Dehydrine schützen
die Knospen vor Frost und werden während der Winterruhe langsam abgebaut. Gebundenes Wasser kann außerdem
das Wachstum der Knospen verhindern, da jeglicher Nährstofffluss unterbunden ist. Erst im Frühling, wenn warme
Temperaturen den Abbau der hydrophilen Proteine bewirken, wird ein deutliches Anschwellen der Knospen sichtbar
und kennzeichnet somit die Wiederaufnahme des Wachstums (Faust et al. 1997).
Magnetresonanztomographie (MRT) ermöglicht eine
zerstörungsfreie Untersuchung der Pflanzenorgane hinsichtlich ihres Wasserstatus. Freies Wasser erholt sich
Abb. 3 Mechanismen der physiologischen Frosttoleranz in der Pflanzenzelle
K
168
L. Hillmann et al.
Abb. 4 T2 Relaxationszeit in
Blütenknospen von Pfirsich
(Prunus persica) (oben ‘Coral‘
mit geringem Kältebedürfnis,
unten ‘Kansuke Hakuto‘ mit hohem Kältebedürfnis), in Japan.
Die Farbskala kennzeichnet T2
Werte für jeweils 2 ms. (Yooyongwech et al. 2008)
ruhe befindet. Diese Phase ist in den MRT-Analysen durch
die kurzen T2 Relaxationszeiten (0–ca. 12 ms) gekennzeichnet (Abb. 4). Eine Umwandlung von gebundenem zu freiem
Wasser scheint nur möglich, wenn die Knospen eine ausreichende Anzahl Stunden kalten Temperaturen ausgesetzt
sind; im Frühling steigt der Anteil freien Wassers stark an,
besonders bei Knospen, die zuvor das Kältebedürfnis erfüllt
haben (Faust et al. 1991, 1997).
Anatomische und saisonale Entwicklung des
‘supercooling‘ bei Prunus
Die Kältetoleranz nimmt im Laufe der kühleren Herbsttemperaturen zu und nimmt im Frühling mit steigenden Temperaturen wieder ab. Die Überlebensrate der Zellen nach
einem Frost hängt davon ab, ob und wo sich Eiskeime und
-kristalle bilden (Rodrigo 2000). So unterliegt auch die Fähigkeit zum ‘Deep supercooling‘ saisonalen Schwankungen, nimmt im Herbst zu, erreicht im Winter sein Maximum
und nimmt zum Frühling wieder ab (Wisniewski et al. 2003;
Wisniewski et al. 2014). Bei Prunus-Arten nimmt die Fähigkeit zum ‘Deep supercooling’ im Frühling mit steigenden Temperaturen ab, wenn die Blüten-Primordien Wasser
aufnehmen, so dass der Wassergehalt der Blüten-Primordien zu einem Bioindikator für schädigende Temperaturen der Süßkirschen-Knospen wird (Quamme 1995; Andrews und Proebsting 1987). Bei den Prunus-Arten hängt
‘Deep supercooling‘ von der Entwicklung von Leitbündeln
ab und damit der Fähigkeit, den Wassergehalt in den Blütenknospen zu regulieren (Andrews und Proebsting 1987;
Wisniewski et al. 2014). Blütenknospen mit der Fähigkeit
K
zum ‘Deep supercooling‘ bestehen aus undifferenziertem
Gewebe mit procambialen Zellen ohne Xylemgefäße. Das
Fehlen einer Verbindung zwischen Primordium und umgebendem Gewebe (Abb. 5) ist die strukturelle Voraussetzung,
die ‘Deep supercooling‘ ermöglicht, und wirkt als strukturelle Eisbarriere und Schutz der reproduktiven Knospengewebe vor Frostschäden (Ashworth et al. 1992; Wisniewski
et al. 2014). Diese strukturellen Barrieren verhindern die
fortschreitende Eisbildung von den Trieben zu den Blüten
oder Früchten und kann ihre Ausbreitung aufhalten (Pearce
2001); bei Apfel mit seinen Blütenbüscheln verbreitet sich
der Frostschaden von Blüte zu Blüte (Wisniewski et al.
1997).
Abb. 5 Längsschnitt durch eine Kirschblüte mit Fruchtknoten Narbe,
Griffel, Kelch- und Blütenblätter. (ILA, LehrplanPlus 2016)
Natürliche Frostschutzmechanismen bei Obstgehölzen – von Supercooling bis Anti-Freeze Proteinen
Sobald die Verbindung mit dem Xylem während des Enthärtens bzw. der Kälte-Deakklimatisierung im Frühling etabliert ist, und die Knospen anfangen zu schwellen, verlieren
sie die Fähigkeit zum ‘Deep supercooling‘ (Ashworth und
Rowse 1982; Palonen und Buszard 1997). Dies stützt die
Hypothese von Andrews und Proebsting (1987), dass die
Fähigkeit der Prunus Blütenknospen zum ‘supercooling‘
ein physikalischer Prozess ist, der umso höher ist, je geringer der Wassergehalt der Blüten-Primordien.
Frostversuche mit Blüten an abgeschnittenen Ästen zeigen häufig eine größere Frostempfindlichkeit, weil sich die
Eiskristallisation über das Xylem fortsetzt, und können so
zu Fehlinterpretationen (Überschätzung) der Frosttoleranz
führen.
169
Abb. 6 Saisonale Entwicklung der Frosttoleranz im Laufe der Knospenentwicklung
Prozess der Eiskristallbildung
Faktoren, die Kältetoleranz beeinflussen
Wenn Blüten- und Blattknospen im Frühling anschwellen,
hängt der Grad der Kältetoleranz zudem auch von der Entwicklungsstufe des Baumes bzw. der Blüte ab (Burke et al.
1976; Proebsting und Mills 1972). Der Verlust an Frostbzw. Kältetoleranz geht dabei mit dem Aufbrechen der
Knospenschuppen der sich entwickelnden Blüten einher
(Roberts 1917). Andrews et al. (1983) unterscheiden für
Kirschen die vier in Abb. 6 dargestellten Stadien während
des Enthärtens bzw. der Kälte-De-Akklimation im Frühling.
In der Ruhephase besitzen noch geschlossene Blütenknospen die Fähigkeit zum ‘Deep supercooling’. In der
Übergangsphase beginnen die Knospen zu schwellen und
erreichen schließlich das Stadium des Knospenaufbruchs.
Sie verlieren dann langsam die Fähigkeit zum ‘supercooling‘ (Abb. 6). In der dritten Phase, vor der Vollblüte –
Kelchblätter geöffnet – liegt die Frosttoleranz bei –4,6 °C.
In der letzten, vierten frostempfindlichen Phase – Kelchblätter geöffnet bis Blütenfall –, sind Blüten und junge Früchte
am frostempfindlichsten und erfrieren bei –2,7 °C (Andrews
et al. 1983).
Voraussetzung für die Eiskristallisation in einer Pflanzenzelle ist, dass Wassermoleküle einen ersten Kristallansatz
vorfinden. Das Verständnis dieses Prozesses könnte dazu
beitragen, den Prozess so zu beeinflussen, dass Frostschäden an einer ganzen Reihe landwirtschaftlicher Kulturen
vermindert oder verhindert werden (Wisniewski et al.
2003). Die osmotisch wirksamen Substanzen in den Pflanzenzellen (Tab. 3) reduzieren den Gefrierpunkt und damit
die Eisbildung unter 0 °C, wobei die Zahl der freien Wassermoleküle eine Rolle spielt und mit sinkenden Temperaturen abnimmt (Franks und Jones 1987; Pearce 2001).
Wenn sich die Eiskristalle homogen bilden, geschieht dies
autonom, d. h. von einem Eiskeim aus. Dagegen ist die
Eisbildung durch Eiskeim fördernde Substanzen heterogen
(Wisniewski et al. 2014) und kann durch Eiskeim fördernde
Bakterien, Schmutzteilchen, kleinste Sandkörner und Staub
über einen breiten negativen Temperaturbereich von 0 bis
–38 °C hervorgerufen werden (Friedrich und Fischer 2000;
Pearce 2001). Eiskeim fördernde Substanzen auf (oder in)
der Pflanzenzelle müssen mit freien Wassermolekülen in
Kontakt kommen, um Eiskeimbildung auf der Pflanze oder
Zelle auszulösen. Die Eiskristalle dringen dann entweder
durch die Pflanzenoberfläche durch Kutikularrisse oder
Stomata und bewirken Eis-(keim-) und Kristallbildung in
Abb. 7 Eiskristallbildung: extrazellulär (in den Interzellularen, links) und intrazellulär in
der Zelle (rechts)
K
170
der Pflanzenzelle (Pearce 2001; Gusta und Wisniewski
2013).
Die Entstehung der Eiskristalle an den Eiskeimen hängt
ab von der Verfügbarkeit von Anti-Freeze Proteinen (AFP)
und Eiskeim fördernden Proteinen, die an der Membran von
Eiskeim fördernden Bakterien wie Pseudomonas syringae
(Hirano und Upper 2000) und Erwinia amylovora (Feuerbrand) Bakterien verankert sind. Ohne heterogene Eiskeime
besitzt Wasser die Fähigkeit zum ‘supercooling‘. Im Temperaturbereich von 0 bis ca. –5 °C wird ‘supercooling‘ vorwiegend durch das Vorhandensein von Eiskeim fördernden
Bakterien beschränkt; sie gelten daher als verantwortlich für
die Eiskristallbildung und damit Gewebeschädigung (Hirano und Upper 2000). Birnen erfrieren ohne solche Bakterien
bei –5 °C, aber mit ihnen bereits bei –2 °C. Der Grad der
Frostschädigung ist damit eine Funktion der vorhandenen
Bakterien-Population. Sie können den Prozess der Eiskeimbzw. Kristallbildung beeinflussen und möglicherweise die
Fähigkeit des Wassers in den Xylemgefäßen des Baumstammes zum ‘supercooling‘ verringern (Lee et al. 1995;
Wisniewski et al. 2014).
Regulierung der Eiskristallbildung – Anti-Freeze
Proteine (AFP)
Wenn die Pflanzen beginnen zu erfrieren, bewegt sich das
Wasser aus der Pflanzenzelle und gefriert extrazellulär, d. h.
auf der Oberfläche von Pflanzenzellen bzw. deren Interzellularräumen (Abb. 7) (Burke et al. 1976). Bei langsamen extrazellulären Gefriervorgängen können große Mengen Eiskristalle entstehen, die die Pflanzenzellen in der Rinde, in
Knospenschuppen und am Blütenboden (Blütenknospen als
auch vegetative Knospen) von Bäumen in gemäßigten Klimaten aber nicht schädigen (Ashworth et al. 1992; Pearce
2001; Wisniewski et al. 2014).
Gefrier-Kinetikstudien von Olien (1965) deuten auf ein
Zusammenspiel der Polymere der Zellmembran mit der EisFlüssigkeitsphase. Anti-Freeze Proteine (AFP) adsorbieren
an der Eiskristalloberfläche. Auch wenn ihr Einfluss für
die Gefrierpunkterniedrigung unter 1 °C liegt und sie nicht
das Erfrieren verhindern können, beeinflussen sie aber die
Größe und Form der Eiskristalle (Griffith et al. 2005) derart, dass sich kleine und unregelmäßige, für die Zelle vergleichsweise harmlose intrazelluläre Eiskristalle bilden, die
schmelzen, bevor sie die Zellwand erreichen (Olien 1965;
Burke et al. 1976). Die Größe der Eiskristalle spielt eine große Rolle bei extrazellulärem Erfrieren (Abb. 6) von
Blütenorganen mit der Fähigkeit zum ‘supercooling‘ (bis
zum Knospenschwellen; Tab. 4). Da Wasser im Zustand
des ‘supercooling‘ als flache, runde Kristalle gefriert, sind
diese Eiskristalle zu groß, um die Membran oder Zellwand
zu durchdringen (Sakai und Larcher 1987).
K
L. Hillmann et al.
Muster der Eiskristallbildung
Der Gefrierverlauf in der Pflanzenzelle hängt ab von der
Zell-Anatomie, dem Grad der Kältehärtung des Baumes
(in Abhängigkeit des Entwicklungsstadiums), des Wassergehaltes und von der Geschwindigkeit des Abkühlens/
Gefrierprozesses (Sakai und Larcher 1987). Die Eiskristallbildung kann dann in drei verschiedenen Mustern erfolgen:
1. Kontinuierliches Gefrieren: In homogenen Pflanzenorganen wie den Parenchymzellen oder den uniform aufgebauten Blättern mit kohärenten Interzellularräumen, verläuft das Gefrieren kontinuierlich sobald Eiskristallbildung stattfindet (Sakai und Larcher 1987).
2. Sequenzielles Gefrieren: Ein mit Wasser gefülltes Pflanzenorgan gefriert als erstes, was charakteristisch für die
Wurzeln und Sprossachsen krautartiger Pflanzen ist.
In Blättern gefrieren normalerweise nur die Interzellularräume, sodass das Blatt auch nach dem Frost noch
(partiell) funktionsfähig ist (Sakai und Larcher 1987).
3. Diskontinuierliches Gefrieren: Knospen und Samen
von Bäumen, die ‘supercoolen‘, gefrieren diskontinuierlich. Während Zellteile, die ‘supercoolen‘ (z. B.: BlütenPrimordien), bei tiefen Temperaturen gefrieren, werden
Zellteile, die nicht ‘supercoolen‘ können (z. B.: Knospenschuppen), bei höheren Temperaturen gefrieren (Sakai
und Larcher 1987).
Mit der Entwicklung der Knospen (Tab. 5) werden die
Gewebestrukturen zunehmend komplex. Die Gewebemassen erhöhen sich um ein Vielfaches, der Wassergehalt steigt
und die Farbe der Knospen verändert sich von braun zu rosa und weiß (Proebsting 1982). Bei einem Frostereignis
können nun, anstatt der ganzen Blüte, einzelne Blütenorgane durch unterschiedliche Temperaturen verbräunen und
sterben (Proebsting 1982). Dies bedeutet, dass sich die verschiedenen Organe des Blüten-Primordiums in ihrer Frosthärte unterscheiden sobald das Knospenschwellen beginnt.
Dabei scheint der Griffel am empfindlichsten zu sein, gefolgt von den Antheren, der Blütenkrone, des Blütenkelches
und des Blütenstiels (Quamme 1974).
Gefriergeschwindigkeit
Die Gefriergeschwindigkeit beeinflusst das Muster der Eiskristallbildung und die Größe der Eiskristalle (Burke et al.
1976). Während eine schnelle Gefriergeschwindigkeit zu
einer hohen Anzahl kleiner Eiskristalle führt, resultiert eine langsame Gefriergeschwindigkeit in weniger, dafür aber
großen Eiskristallen. Schnelles Gefrieren hindert das Wasser außerdem daran, zu bevorzugten extra-zellulären Stellen zu diffundieren (Abb. 8). Dies führt zur intrazellulären
Eiskristallbildung, wodurch die Pflanzenzellen mechanisch
belastet und geschädigt werden (Olien 1967). Um den Zell-
Natürliche Frostschutzmechanismen bei Obstgehölzen – von Supercooling bis Anti-Freeze Proteinen
Tab. 5 Phänologiestadien der
‘Montmorency’ Sauerkirsche
und BBCH-Skala nach Meier
et al. (1994) als internationale Referenz mit kritischen
Erfrier-Temperaturen
Entwicklung
171
Entwicklungsstadium
BBCH (Meier
et al. 1994)
Kritische Erfrier-Temperaturen
Winterruhe
00
–28 °C
Knospenschwellen
51
–9 °C
Knospenaufbruch
53
–5 °C
Kelchblätter geöffnet
57
–5 °C
Ballonstadium
59
–2 °C
Vollblüte
65
–2 °C
Abgehende Blüte
67
–2 °C
Fruchtwachstum
75
–2°C
K
172
L. Hillmann et al.
Abb. 8 Verlauf der Eiskristallisation bei langsamer (a) und
schneller (b) Unterkühlung
tod durch mechanische Überlastung der Zellwand durch
Eiskristallbildung zu verhindern, sind niedrige Gefriergeschwindigkeiten wichtig. Freies Wasser in den Pflanzenzellen kristallisiert bzw. gefriert zwischen 0 °C und –10 °C
(Burke et al. 1976); bei langsamen Gefriergeschwindigkeiten bilden sich extra-zelluläre Eiskristalle an bevorzugten
Orten (Wiegand 1906).
Nachblüte und Blüte am einjährigen Holz
Viele Obstbäume reagieren auf einen Spätfrost mit einer
Nachblüte zusätzlich zur zeitlichen Blühfolge, z. B. beim
Apfel mit bis zu 10 Tagen späterer Blüte am einjährigen
Holz.
Maßnahmen in der Obstanlage
Einfache Maßnahmen in der Obstanlage könnten bei verfrühtem Temperaturanstieg im Winter/Frühling die Nutzung
vorhandener Unterkronenberegnung (Abb. 9a) oder Überdachungen zur Kühlung sein, sofern kein Schneerisiko vorliegt. So werden im Nordwesten Chiles bei unzureichendem
Abb. 9 (a) Unterkronenberegnung und (b) Aufspannen
von Hagelnetzen über Süßkirschen im Winter in Valparaiso,
im Nordwesten Chiles – damit
verdoppelt sich hier in warmen
Wintern der Kältereiz bzw. die
Chilling hours. (Foto: R. Ferreyra)
K
Kältereiz (Chilling) in warmen Wintern (Yuri und Blanke
2020) die Hagelnetze aufgespannt (Abb. 9b). Der Verlust
der Frosttoleranz-Mechanismen während der De-Akklimation kann so möglicherweise verzögert werden.
Danksagung Wir danken dem DAAD für das Promos-Stipendium für
die Abschlussarbeiten für den ersten Autor zur Durchführung der Versuche an der Michigan State University und Abschluss ihrer Masterarbeit, Rodrigez Ferreyra für Abb. 9b und Daniel Zinsmeister für kritische Durchsicht des Manuskriptes.
Funding Open Access funding provided by Projekt DEAL.
Interessenkonflikt L. Hillmann, T. Einhorn und M. Blanke geben an,
dass kein Interessenkonflikt besteht.
Open Access Dieser Artikel wird unter der Creative Commons Namensnennung 4.0 International Lizenz veröffentlicht, welche die Nutzung, Vervielfältigung, Bearbeitung, Verbreitung und Wiedergabe in
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unterliegen ebenfalls der genannten Creative Commons Lizenz, sofern
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Natürliche Frostschutzmechanismen bei Obstgehölzen – von Supercooling bis Anti-Freeze Proteinen
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L. Hillmann et al.
Laura Hillmann
studiert seit
dem WS 2012/13 an der Universität Bonn Agrarwissenschaften
und macht ihren Master mit dem
Schwerpunkt Nutzpflanzenwissenschaften. Im Rahmen ihrer Bachelorarbeit bearbeitete sie als Literaturarbeit mögliche Bioindikatoren zur
Bestimmung des Dormanzstatus der
Obstgehölze, die 2016 im ErwerbsObstbau veröffentlicht wurde. Mit
Unterstützung eines Promos-Stipendiums des DAAD untersuchte
sie im Rahmen ihrer Masterarbeit
die Frostanfälligkeit von Sauerkirschen an der Michigan State University in den USA. Nach dem Masterabschluss in Nutzpflanzenwissenschaften strebt sie eine Promotion/Post-Graduate an; ihr besonderes
Interesse liegt in der Gartenbauwissenschaft.
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A Clinical, Radiographic and Histological Study of Unerupted Teeth in Dogs and Cats: 73 Cases (2001–2018)
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ORIGINAL RESEARCH
published: 08 November 2019
doi: 10.3389/fvets.2019.00357
A Clinical, Radiographic and
Histological Study of Unerupted
Teeth in Dogs and Cats: 73 Cases
(2001–2018)
Emma Bellei 1,2 , Silvia Ferro 3 , Eric Zini 4,5,6 and Margherita Gracis 7,8*
1
Department of Veterinary Medical Science, Alma Mater Studiorum-Bologna University, Bologna, Italy, 2 “I Portoni Rossi”
Veterinary Hospital, Bologna, Italy, 3 Department of Comparative Biomedicine and Food Science, University of Padova,
Padova, Italy, 4 Clinic for Small Animal Internal Medicine, Vetsuisse Faculty, University of Zurich, Zurich, Switzerland,
5
Department of Animal Medicine, Production and Health, University of Padova, Padova, Italy, 6 Department of Internal
Medicine, Istituto Veterinario di Novara, Novara, Italy, 7 Department of Dentistry and Oral Surgery, Istituto Veterinario di
Novara, Novara, Italy, 8 Department of Dentistry and Oral Surgery, San Siro Veterinary Clinic, Milan, Italy
Edited by:
Boaz Arzi,
University of California, Davis,
United States
Reviewed by:
Maria M. Soltero-Rivera,
University of Pennsylvania,
United States
Christopher John Snyder,
University of Wisconsin-Madison,
United States
*Correspondence:
Margherita Gracis
marghegracis@mac.com
Specialty section:
This article was submitted to
Veterinary Dentistry and
Oromaxillofacial Surgery,
a section of the journal
Frontiers in Veterinary Science
Received: 18 June 2019
Accepted: 27 September 2019
Published: 08 November 2019
Citation:
Bellei E, Ferro S, Zini E and Gracis M
(2019) A Clinical, Radiographic and
Histological Study of Unerupted Teeth
in Dogs and Cats: 73 Cases
(2001–2018). Front. Vet. Sci. 6:357.
doi: 10.3389/fvets.2019.00357
Lack of dental eruption may be accompanied by development of dentigerous cysts and
has also been rarely associated with neoplasia. However, little information is available
on prevalence of unerupted teeth and associated lesions in dogs and cats. The main
objective of this study was to describe the epidemiologic data of canine and feline dental
patients with unerupted teeth, and assess the prevalence of associated dentigerous
cysts and tumors. Secondary aims included the evaluation of possible factors implicated
in cystic development, and description of the histological features of dentigerous cysts.
Medical and dental records, intraoral photographs, intraoral radiographs of client-owned
dogs and cats with clinically missing teeth examined between 2001 and March 2018
were reviewed. Collected data included signalment, reason for presentation, number,
type, depth of inclusion and angulation of unerupted teeth, presence of cystic lesions
or tumors, abnormalities affecting involved teeth, histopathological findings, performed
treatment and outcome. Seventy-three animals (69 dogs and 4 cats) with 113 unerupted
teeth were included. The most frequent unerupted tooth in dogs was the first premolar
teeth (78%), followed by the canine and third molar teeth. Dentigerous cysts were
diagnosed associated with 48 (44.4%) teeth in dogs and one out of five unerupted teeth
in cats. The affected teeth in dogs were predominantly in horizontal inclination (40%)
and in soft tissue inclusion (77%). Brachycephalic canine breeds were overrepresented.
The only unerupted tooth in boxer dogs was the first premolar tooth (32 teeth). Ninety
percentage of boxers with unerupted teeth developed associated lesions (25 dentigerous
cysts and one tumor). Two ameloblastomas (one in a dog and one in a cat) and one
osteosarcoma (in a dog) were diagnosed in association with three unerupted teeth.
Histology was essential in diagnosing two odontogenic cysts not evident on radiographs.
In all cases that were followed-up, treatment (i.e., extraction, extraction and surgical
curettage, or operculectomy) appeared successful. Untreated dentigerous cysts showed
progression at re-examination. None of the unerupted teeth without evidence of cyst at
the time of diagnosis showed incipient cystic development. None of the evaluated factors
were associated with lack of eruption and/or development of associated lesions.
Keywords: unerupted teeth, dentigerous cyst, neoplasia, eruption, dog, cat
Frontiers in Veterinary Science | www.frontiersin.org
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Unerupted Teeth in Dogs and Cats
INTRODUCTION
obtain in case of small lesions. A method comparing the size
of the periodontal ligament space of a reference tooth and the
pericoronal lucency of unerupted teeth has been suggested to
differentiate between small dentigerous cysts and normal dental
follicles (14). Nevertheless, the applicability of this criterion
remains to be confirmed.
Extraction of embedded and impacted teeth is recommended
in veterinary patients when related pathology (i.e., dentigerous
cyst, bone, and root resorption) is diagnosed (14). However,
indications for the correct approach to unerupted teeth in the
absence of clinical and radiographic signs of complications are
lacking in the veterinary literature.
The main purpose of this retrospective study was to describe
canine and feline dental patients with unerupted teeth and assess
the prevalence of associated dentigerous cysts and tumors. As
secondary aim, possible factors implicated in cystic development
were evaluated. Furthermore, the radiographic and histological
features were defined and compared in 10 cases to evaluate
if the size of the pericoronal radiolucency in radiographically
doubtful cases could help reaching a definitive diagnosis of
cystic development.
An unerupted tooth is a tooth that does not emerge into
the mouth within the expected time frame because of lack of
space, malposition, and other physical impediments such as
the presence of a tumor or fibrous tissue along the path of
eruption (impacted tooth), or because of a lack of eruptive forces
(embedded tooth) (1).
Clinical, radiographic and pathological features associated
with unerupted teeth are well-described in humans (2), but only
a few reports are present in the veterinary literature.
In human patients, the prevalence varies considerably in
different countries (from 8 to 38%) (3, 4). The most frequently
affected teeth are the mandibular and maxillary third molar
(up to 68.6% of the cases), followed by the maxillary canine,
mandibular and maxillary premolar teeth, and maxillary central
incisor teeth (5). In humans, 1.4% of unerupted teeth develop
dentigerous cysts (3) and <1% may be associated with tumor
development (6). Unerupted teeth are typically asymptomatic,
but pain may be reported because of inflammation of the
soft tissues surrounding the crown (pericoronitis), or pressure
resorption of adjacent roots (1). Diagnostic imaging (i.e.,
radiography or computed tomography) is required to confirm
the presence of an unerupted tooth in edentulous areas
(3). Extraction is the treatment of choice in case of loss
of bone around the impacted teeth, presence of cysts or
tumors, displacement of the adjacent teeth, or chronic pain
(1). Sometimes, treatment is recommended even in the absence
of clinical or radiographic pathologic findings, as a preventive
method against the development of cystic lesions that can lead
to severe loss of surrounding bone and resorption of adjacent
teeth (7). However, because of the proximity of many unerupted
third molar teeth to the inferior alveolar nerve and the risk
of nerve injury during extraction, in humans coronectomy and
intentional root retention of healthy, unerupted teeth has also
been recommended (8). Furthermore, surgical exposure and
orthodontic treatment may be attempted in select cases (5).
Little information is available on prevalence of unerupted
teeth in companion animals. Only a few cases have been
described in cats (9–12). In dogs, most of the studies and
case reports have focused on the description of associated
dentigerous cysts, with a reported prevalence of 29.1% (13,
14). Brachycephalic breeds (e.g., boxer, Boston terrier, pugs,
and Shi-tzu) have been described as more frequently affected,
but a variety of breeds of different morphology (e.g., Belgian
malinois, German shepherd, Labrador retriever, Dalmatian dog,
and greyhound) have also been reported. Based on the available
information, the permanent first premolar tooth seems to be
the most affected tooth in dogs, followed by the canine teeth
(13, 14). Several criteria, including the presence of a coronal
radiolucency extending apically beyond the cementoenamel
junction, cortication, bone expansion, and root or bone
resorption of adjacent teeth, have been suggested for the
radiographic identification of cystic lesions (14). However, in
absence of more sensitive diagnostic imaging systems such as
cone beam computed tomography (CBCT) or standard CT, the
radiographic diagnosis of cystic development may be difficult to
Frontiers in Veterinary Science | www.frontiersin.org
MATERIALS AND METHODS
Medical and dental records, intraoral photographs and
radiographs of client-owned dogs and cats examined between
February 2001 and March 2018 at different veterinary clinics
in northern Italy were reviewed. All patients were presented
because of an oral or maxillofacial problem, but not necessarily
because of missing teeth. Complete examination of the head
and oral cavity was performed under general anesthesia.
Patients were included in the study if full mouth intraoral
radiographic examination or at least radiographic examination
of all edentulous areas had been performed, and if at least one
unerupted tooth was radiographically present.
Data collected for each patient included: signalment (species,
breed, sex, age, and body weight at the time of diagnosis), main
reason for presentation (i.e., related to missing tooth/teeth or
not), number and type of unerupted teeth, presence or absence
of clinically and/or radiographically visible signs indicative of
cystic lesions (i.e., a well-defined radiolucency around or beside
the crown of an unerupted tooth), presence of neoplastic lesions
associated with unerupted teeth, histopathological findings (for
biopsied lesions), depth of inclusion (i.e., gingival vs. bone
inclusion) and inclination of the unerupted teeth in the jaw,
radiographic abnormalities affecting unerupted tooth/teeth and
adjacent teeth, treatment performed, treatment outcome, and
follow-up findings.
To describe the inclination of the unerupted tooth within
the jaw, the classification system by Winter was utilized in this
study, typically used to score the difficulty of impacted molar
extraction in humans (15). The inclination, measured as the angle
between the long axis of the tooth and the occlusal plane, may
be horizontal (0◦ -30◦ in mesial direction), mesioangular (31◦ 60◦ in mesial direction), vertical (61◦ -90◦ in mesial direction),
distoangular (91◦ -180◦ in distal direction), inverted (negative
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Bellei et al.
Unerupted Teeth in Dogs and Cats
angle < 0◦ , with the crown pointing in the opposite direction to
the occlusal plane) (15) (Figure 1).
Teeth were considered in soft tissue inclusion when one side
(normally the side toward the alveolar margin) was covered
only by gingival tissue, and in bone inclusion when they were
completely encased in bone (tooth not visible after cutting
the overlying gingiva and/or radiographically surrounded by
bone) (16).
Treatments performed included: operculectomy (for teeth
in gingival inclusion), extraction of unerupted teeth only (if
cystic lesions were not evident clinically and/or radiographically),
extraction of unerupted teeth and curettage of the cystic lining,
and maxillectomy/mandibulectomy including the unerupted
teeth and cystic lesion (in case of concomitant presence of
neoplasia). In some cases, treatment was not performed, but
radiographic monitoring was recommended.
For histological evaluation, samples were fixed in 10%
buffered formalin and paraffin embedded. Then, 4 µ sections
were stained with hematoxylin and eosin, and observed with
an optical microscope (Olympus BX40, Segrate, Milan, Italy).
Mineralized tissues were decalcified after fixation with a rapid
decalcifying solution (Biodec R, Bio-opotica, Milan, Italy). A
single pathologist (SF) examined all histological samples.
Outcome of treatment was evaluated clinically and whenever
possible radiographically at the last follow-up available. The
possible outcomes were: complete healing, absence of healing,
or recurrence. The lesion was classified as completely healed
if, at the time of the last follow-up examination available,
there was absence of swelling or any other type of soft tissue
abnormality [except for the presence of mild inflammation and
suture material along the surgical wound, which was considered
normal in case of short-term (<4 weeks) follow-ups] and, when
available, the radiographic examination showed evidence of new
bone formation and absence of any radiolucent lesions indicative
of a cystic process at the previous surgical site.
Absence of healing at the time of the last follow-up
examination available was determined by clinical evidence of
flap’s dehiscence, presence of swelling, persistent (>4 weeks) soft
tissue inflammation or any other type of soft tissue abnormality at
the surgical site, and/or radiographic persistence of a radiolucent
lesion or a radiopaque, tooth-like material following treatment.
If, following complete soft tissue healing, a radiolucent lesion
was evident at a later time, a recurrence was recorded.
Untreated cases had follow-up evaluations to assess for
development of new, previously absent, cystic lesions (defined as
incipient cysts), progression of pre-existing lesions (progressive
cyst), or if the clinical and radiographic appearance of the
unerupted tooth with or without a previously diagnosed cyst was
unchanged (defined as static or no cyst, respectively).
Finally, it was evaluated if the size of coronal radiolucencies
present around unerupted teeth could predict the nature of
the lesions (i.e., dentigerous cyst vs. dental follicle), as recently
suggested (14). In particular, it was assessed if pathological cystic
lesions always appeared larger than three times the width of
the periodontal space of a normal canine tooth in the same
patient (14).
Statistical Analysis
Descriptive analyses were performed to characterize the
population of dogs and cats if at least five cases per group were
present. Contingency tables were used to verify if the type of
teeth was associated with the presence of a cyst. Chi2 test was
used to identify an association between the type of inclusion
of unerupted teeth and the presence of cysts. The above tests
were also used to identify an association between the type of
inclination of unerupted teeth and the presence of cysts, and to
FIGURE 1 | Angle of inclination of unerupted teeth relatively to the alveolar margin, using a modified Winter classification (15). This example shows an unerupted right
mandibular first premolar tooth (asterisk) in mesioangular inclination. DA, distoangular; H, horizontal; I, inverted; MA, mesioangular; V, vertical; Blue dotted line,
unerupted tooth long axis; Red line, alveolar margin.
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Bellei et al.
Unerupted Teeth in Dogs and Cats
Number and Type of Unerupted Teeth
compare the frequency of unerupted teeth between types of teeth.
The overall number of first, second and third incisor, canine, first
and fourth premolar teeth was considered to be 276, assuming
that all of the listed teeth were present in the 69 dogs (i.e., 69 × 4
= 276); the overall number of third molar teeth was considered to
be 138, assuming that each of the 69 dogs had 2 third molar teeth
(i.e., 69 × 2 = 138). To evaluate differences between type of most
frequent unerupted teeth (i.e., canine, first premolar, and third
molar) and body weight, the Kruskal–Wallis test was applied. To
compare the age of dogs with and without dentigerous cysts, the
Mann–Whitney test was applied. Significance was considered
for P < 0.05.
In cats, five unerupted teeth were diagnosed in four patients
(Figure 2). In one case, both maxillary second premolar teeth
were unerupted.
In dogs, 108 unerupted teeth were diagnosed: 85 (78.7%)
first premolar teeth, 8 (7.4%) canine teeth, 8 (7.4%) mandibular
third molar teeth, 5 (4.6%) mandibular incisor teeth, 1 (0.9%)
mandibular second molar tooth, and 1 (0.9%) maxillary fourth
premolar tooth (Figure 3).
Multiple unerupted teeth were diagnosed in 29 (42%) dogs
(Table 1).
Lack of eruption was more frequent for first premolar teeth
compared to all other teeth (p < 0.0001, for each contrast),
and for third molar teeth compared to second molar teeth (p =
0.0009), fourth premolar teeth (p = 0.0009), second incisor teeth
(p = 0.0031), and first incisor teeth (p = 0.008) (Table 2).
The median body weight of dogs demonstrating unerupted
canine, first premolar and third molar teeth was 3 (min
2.6–max 18), 28 (min 1.8–max 35), and 5.4 (min 2.7–
max 9.6) kg, respectively. Body weight of dogs with
RESULTS
Seventy-three cases [69 (94.5%) dogs and 4 (5.5%) cats] with
a total of 113 unerupted teeth were included in the study
(Supplemental Table 1).
Signalment
Three cats were European short hair and one was a Maine coon.
There were one female and three male cats, all neutered. The ages
at the time of diagnosis were 1, 2.5, 5, and 10 years, respectively.
The body weight was 4, 5 (2 cats), and 8 kg.
Canine breeds included boxer [20 dogs (28.9%)], Labrador
retriever [6 dogs (8.7%)], Maltese, Chihuahua and mix breed
[5 dogs each (7.2%)], pugs [4 dogs (5.8%)], Bernese mountain
dog, Yorkshire terrier, Shih-tzu, spitz, and miniature schnauzer
[2 dogs each (2.9%)], bull terrier, bull mastiff, Czechoslovakian
wolfdog, English setter, Epagneul papillon, French bulldog,
German shepherd, golden retriever, Irish setter, Italian shepherd,
miniature poodle, Pekingese dog, pinscher, pitbull [1 dog
each (1.4%)].
Forty-one dogs (59.4%) were males (38 intact and 3 neutered)
and 28 (40.6%) females (13 intact and 15 neutered).
The mean and median ages at the time of diagnosis in dogs
was 4.4 and 3.6 years, respectively (range from 5 months to
10.5 years).
The mean body weight for dogs was 21.0 kg (median 25 kg,
range from 1.8 to 59.5 kg).
Chief Complaint
The main reasons for dental consultation included the
presence of an oral swelling/mass at or near the area of a
missing (unerupted) tooth [8 cases, including 1 cat (10.9%)],
which could be due to a cystic or neoplastic development,
a missing tooth that was in fact unerupted [7 cases (9.6%],
and discoloration of a tooth near the area of a missing
(unerupted) tooth [1 case (1.4%)]. The remaining 57 cases
(78.1%), including three cats, presented for unrelated reasons
(e.g., periodontal disease, palatal defect, tooth fracture)
and the presence of the unerupted tooth/teeth was an
incidental finding diagnosed during the routine intraoral
radiographic examination.
Frontiers in Veterinary Science | www.frontiersin.org
FIGURE 2 | Number and type of unerupted teeth in cats included in the study.
AA, associated ameloblastoma; DTC, teeth with radiographically or
histologically confirmed dentigerous cyst.
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Unerupted Teeth in Dogs and Cats
FIGURE 3 | Number and type of unerupted teeth in dogs included in the study. CAA, associated canine acanthomatous ameloblastoma; DTC, teeth with
radiographically or histologically confirmed dentigerous cyst; OSA, associated osteosarcoma; SN, supernumerary tooth.
TABLE 2 | Comparison of the frequency of unerupted teeth in dogs.
TABLE 1 | Multiple unerupted teeth (T/I) in dogs (numbering based on the
modified Triadan system).
UT
Total number of dogs
with multiple T/I
2
Total number of
T/I
4
Number of dogs and
location of T/I
PM1
3
I1
p < 0.0001*
p < 0.0001*
p < 0.0001*
p < 0.0001*
0.0009X
p = 0.008X
p = 0.0031X
NS
NS
M2
p < 0.0001* p = 0.0009X
1: 304-305-404
I1
p < 0.0001*
p = 0.008X
NS
1: 305-311-405
I2
p < 0.0001* p = 0.0031X
NS
NS
1: 104-204-405
PM4 p < 0.0001* p = 0.0009X
NS
NS
1: 105SN-205SN-305-405
I2
NS
NS
UT, unerupted tooth; * statistically significant for PM1; X statistically significant for M3;
NS, not significant. Statistical test: r × c contingency table.
1: 205SN-305-405
2
M2
p < 0.0001*
1: 301-301SN-401SN
22
M3
M3
1: 305-311-405-411
5
PM1
19: 305-405
1: 204-305
1: 208-411
Neoplastic Lesions and Dentigerous Cysts
1: 311-411
A 10-year-old, neutered male, 7.8 kg, domestic short hair
cat presented with an unerupted right maxillary second
premolar tooth associated with a cystic lesion and an
ameloblastoma. This was the only cystic lesion diagnosed
in cats. The other unerupted teeth in cats were not evaluated
histologically, but appeared radiographically negative for
cystic development.
SN, supernumerary tooth.
unerupted first premolar teeth was greater than in dogs
with unerupted canine and third molars (p = 0.005 and
p = 0.004, respectively).
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Chihuahuas (3 cysts) and Maltese dogs (5 cysts); 2 of 4 pugs (4
cysts), and mix breed dogs (2 cysts); and 1 of 2 Shih-tzu dogs (2
cysts). Each of the single Italian shepherd, German shepherd, bull
terrier, Czechoslovakian wolfdog, and pinscher dogs developed
one cyst each.
Twenty-nine of 48 dentigerous cysts (60.4%) were diagnosed
in intact male dogs, 6 (12.5%) in neutered male dogs, 5 (10.4%)
in intact female dogs, and 8 (16.7%) in female spayed dogs.
The mean age at the time of diagnosis of the dogs showing
dentigerous cysts was 4 years (median 3.3 years; range from 1.2
to 9.2 years).
The mean body weight of dogs with dentigerous cyst was
26.1 kg (median 30.8 kg; range from 3 to 46 kg).
Concomitant neoplasias and cystic lesions were also
histologically diagnosed in two dogs with unerupted teeth: a
5 months old, intact male, English setter dog with a canine
acanthomatous ameloblastoma (CAA) (associated with an
unerupted right maxillary canine tooth) and a 9 years old, female
spayed, Boxer dog with an osteosarcoma (associated with an
unerupted left mandibular first premolar tooth). Because of the
impossibility to determine if the neoplastic and cystic lesions
developed independently or were related changes, these teeth
were not considered in the following analysis of cases with cysts.
Therefore, apart from these oncological cases, the presence
of a dentigerous cyst was diagnosed in association with 48 teeth
(44.4% of the unerupted teeth in dogs) in 34 canine patients, by
radiography, and/or histology (Supplemental Table 1).
Thirty-four cysts (77.3%) developed in 25 brachycephalic
dogs (boxer, pug, Maltese, Shih-tzu, and Chihuahua dogs), and
14 cysts (22.7%) in nine non-brachycephalic dogs (Labrador
retriever, miniature pinscher, Italian shepherd, Bull terrier,
Czechoslovakian wolf dog, and German shepherd dogs).
Histopathologic Findings
Histological examination was performed on excised tissues
associated with 47 (40.4%) unerupted teeth (one from a cat and
46 from dogs), including the three neoplastic cases.
Submitted histological samples included: the lining of the
cystic lesion only (nine teeth), the lining of the cystic lesion and
the extracted teeth (29 teeth), soft tissue (i.e., gingiva) covering
the crown of the unerupted teeth (when operculectomy was
performed) (three teeth), gingiva and lining of the cyst (two
teeth), the unerupted tooth only (one tooth), an incisional biopsy
of a suspected neoplastic lesion associated with an unerupted
tooth (one tooth), or the surgical excised maxillary portion
including the neoplastic lesion and the unerupted tooth (two
cases, of which one was a cat).
Three cases presented concomitant cystic and neoplastic
diseases associated with unerupted teeth. One cat had an
ameloblastoma, one dog had a CAA and one dog an
osteosarcoma. Histologic diagnosis of dentigerous cyst was made
for 38 other teeth. All samples showed histological similarities.
The cystic lesions were often multilocular, lined by a variably
thick, multilayered, squamous epithelium with multifocal or
diffuse keratinization and multifocal parakeratosis (Figure 4).
Keratin was scarce or moderate, never filling the lumen. Often
the stratum basale was described as palisading. Occasionally,
apoptosis and superficial cytoplasmic vacuolar degeneration were
present. The epithelium was often multifocally detached, with
hemorrhage and fibrin deposition. The wall was composed
of dense fibrous tissue frequently showing a multifocal, mild
to severe, mononucleated infiltrate (lymphocytes, plasma cells,
macrophages, hemosiderophages), and sometimes cholesterine
crystals (a sign of cellular damage). Neutrophils were sometimes
present. Multifocal, small irregular areas of newly formed
cementum/osseous tissue were also a common finding.
Six of 47 histological samples were negative for cystic or
neoplastic development.
Radiographic vs. Histological Diagnosis of
Dentigerous Cyst in Dogs
In dogs, full-mouth radiographs were available for 66 cases, and
partial radiographic examination (including radiographs of all
edentulous areas) for remaining three cases.
Excluding the cases with neoplastic disease, a welldefined radiolucency compatible with a dentigerous cyst
was radiographically evident for 44 teeth. The diagnosis was
histologically confirmed in 34 (77.3%) of these cases, while in the
remaining 10 cases histology was not performed.
Four teeth were radiographically equivocal (two teeth)
or not evident (two teeth), however cystic lesions were
confirmed histologically.
The presence of a dentigerous cyst was suspected for 19 other
teeth, but the radiolucency was too small to reach a definitive
radiographic diagnosis and histology was not performed.
Finally, the radiographic examination was considered negative
for cystic changes in the remaining 39 unerupted teeth. Only
six of these cases were evaluated histologically, confirming the
absence of cystic tissues.
Six of eight (75%) unerupted canine teeth and 41 of 85 (48.8%)
unerupted first premolar teeth developed a radiographic and/or
histological change confirming a dentigerous cyst (Figure 3). The
remaining cystic lesion was associated with a mandibular third
molar tooth. There was a statistical association between the type
of teeth and the absence of cyst (p = 0.010); in particular, the
mandibular third molar tooth associated with the absence of cyst
(p = 0.038). No statistical association was documented between
the type of teeth and the presence of cyst, although a trend was
observed for canine and first premolar teeth (p = 0.089 and p =
0.094, respectively).
Differentiation Between Small Dentigerous
Cysts and Normal Dental Follicle
Ten of the 62 teeth that were either radiographically equivocal
or negative for the presence of cystic lesions were evaluated
histologically (Table 3).
Four of these samples histologically demonstrated evidence
of a dentigerous cyst, even though the size of their pericoronal
Characteristics of Dogs Showing
Dentigerous Cyst
Dentigerous cysts were diagnosed in 18 of 20 (90%) boxer dogs
(25 cysts), 2 of 6 (33.3%) Labrador retrievers (2 cysts); 2 of 5
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FIGURE 4 | Histologic representation of a typical dentigerous cyst from one of the canine cases included in the study. (A) The wall of the cyst is lined by multistratified
epithelium (black arrows) surrounded by moderate fibrous stroma with multifocal chronic infiltrates. In some areas the epithelium is detached (white arrows). Black
asterisk, lumen of the cyst. Bar = 100 µm. (B) An irregular area of cementum (white asterisk) is visible in the stroma near the cyst. Bar = 100 µm. (C) In this field, the
epithelium shows a basilar palisade similar to odontogenic epithelium (black bars). Bar = 25 µm. (D) The epithelium is characterized by parakeratotic keratosis
(arrowheads). Black asterisk, lumen of the cyst. Bar = 25 µm.
TABLE 3 | Differential diagnosis between small dentigerous cysts and normal dental follicle.
Breed
Age (months)
Weight (Kg)
T/I
Pericoronal
space (mm)
PDL space of canine
tooth (mm)
Pericoronal space: PDL
space of canine tooth ratio
Rx
Histology
Mix breed
84
25
405
0.9
0.5
1.8
Dubious
Cyst
Bull terrier
19
18
204
0.9
0.6*
1.5
No cyst
Cyst
Maltese dog
19
5.4
305
0.8
0.4
2
Dubious
Cyst
Pinscher
36
4
405
0.3
0.3
0
No cyst
Cyst
Mix breed
92
11
305
0.8
0.2
4
No cyst
No cyst
Miniature
poodle
8
5.8
305
0.7
0.2
3.5
No cyst
No cyst
Miniature
poodle
84
5.8
405
0.6
0.2
3
No cyst
No cyst
Boxer
54
46
305
0.5
0.2
2.5
No cyst
No cyst
Chihuahua
18
2
405
0.3
0.3
0
No cyst
No cyst
Chihuahua
18
2
305
0.3
0.3
0
No cyst
No cyst
Width of pericoronal radioluncency and periodontal ligament space of a reference tooth [the adjacent or contralateral (* ) canine tooth] for radiographically dubious or negative teeth
evaluated histologically. Numbering based on the modified Triadan system. Rx, radiographic diagnosis for cystic lesion; T/I, unerupted tooth.
The histological examination of the remaining three teeth
(two with pericoronal radiolucency and periodontal ligament
space of the reference tooth of identical dimensions, one with
a pericoronal radiolucency that was 2.5 times the size of the
periodontal ligament space of the referenced tooth) were negative
for histologic signs consistent with a cyst.
radiolucency was equal or less than three times the width of the
periodontal ligament space of the reference tooth.
Three teeth histologically consistent with dentigerous cysts
demonstrated a pericoronal radiolucency that was in fact three
times or more the width of the periodontal ligament space of the
adjacent canine tooth.
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Depth of Inclusion of Unerupted Teeth
in vertical inclination and the teeth with a different inclination,
and cystic development (p = 0.879).
The radiographic inclination of unerupted teeth that
developed dentigerous cysts was horizontal in 21 cases (43.8%
of teeth with dentigerous cysts; 51.2% of teeth in horizontal
position), vertical in 12 cases (25% of teeth with dentigerous
cysts; 44.4% of teeth in vertical position), mesioangular in 10
cases (20.8% of teeth with dentigerous cysts; 33.3% of teeth
in mesioangular position), and inverted in four cases (8.3%
of teeth with dentigerous cysts; 57.1% of teeth in inverted
inclination); distoangular in one case (2.1% of the teeth with
dentigerous cysts).
There was no statistical association found between the type of
inclination and the presence of cysts (p = 0.484).
In feline patients, one of five unerupted teeth was in complete
bone inclusion, and four teeth were in soft tissue inclusion,
including one tooth associated with an ameloblastoma (Table 4).
In dogs, 25 (23.6%) of 106 unerupted teeth were in complete
bone inclusion (10 teeth with evidence of cystic development),
and 81 teeth (76.4%) were in soft tissue inclusion at the time
of diagnosis (38 teeth with cystic development) (Table 5). The
remaining two teeth, associated with neoplastic lesions, were also
considered in soft tissue inclusion.
No statistical association was found between the type of
inclusion and the presence of cysts (p = 0.686).
Inclination of Unerupted Teeth
All five unerupted feline teeth were in vertical inclination,
including the tooth associated with the ameloblastoma (Table 4).
In dogs, 43 (39.8%) teeth were positioned horizontally, 31
were angled [30 (27.8%) in mesioangular and 1 (0.9%) in
distoangular direction], 27 (25%) were in vertical position, and
7 (6.5%) were inverted (Table 5). The remaining two teeth,
associated with neoplastic lesions, were in vertical and horizontal
inclination. There was no statistical difference between the teeth
Abnormalities Affecting Unerupted and
Adjacent Teeth
External resorption of the canine tooth adjacent to the neoplastic
lesion was evident in the cat with ameloblastoma associated with
an unerupted right maxillary second premolar tooth.
Thirty-six dogs demonstrated abnormal unerupted and/or
adjacent teeth. External root resorption was commonly
TABLE 4 | Inclination and type of inclusion of unerupted teeth with and without confirmed dentigerous cyst in cats.
Tooth inclination
MA
With
DTC
DA
Without
DTC
With
DTC
Type of inclusion
V
Without
DTC
H
I
Bone inclusion
With
DTC
Without
DTC
With
DTC
Without
DTC
With
DTC
Without
DTC
With
DTC
Without
DTC
Soft tissue inclusion
With
DTC
Without
DTC
0
203
0
0
0
0
0
1
0
0
0
0
0
1
0
106–206
0
0
0
0
1*
3
0
0
0
0
0
0
1*
3
Total
0
0
0
0
1
4
0
0
0
0
0
1
1
3
Numbering based on the modified Triadan system. DA, distoangular; H, horizontal; MA, mesioangular; V, vertical; I, inverted; DTC, dentigerous cyst; * tooth associated with cyst
and neoplasia.
TABLE 5 | Inclination and type of inclusion of unerupted teeth with and without confirmed dentigerous cyst in dogs.
Tooth inclination
MA
DA
Type of inclusion
V
H
I
Bone inclusion
Soft tissue inclusion
With
DTC
Without
DTC
With
DTC
Without
DTC
With
DTC
Without
DTC
With
DTC
Without
DTC
With
DTC
Without
DTC
With
DTC
Without
DTC
With
DTC
Without
DTC
301–401
0
0
0
0
0
1
0
0
0
2
0
0
0
3
302–402
0
0
0
0
0
0
0
2
0
0
0
1
0
1
104–204
0
0
0
0
0
0
4*
1
0
0
1
0
3*
1
208
0
0
0
0
0
1
0
0
0
0
0
0
0
1
304–404
0
0
0
0
0
0
3
0
0
0
0
0
3
0
105–205
0
0
0
0
0
0
2
1
0
0
0
0
2
1
305–405
10
20
1
0
13*
8
12
13
4
0
9*
11
31
31
310–410
0
0
0
0
0
0
0
2
0
0
0
2
0
0
311–411
0
0
0
0
0
4
1
2
0
1
0
1
0
6
Total
10
20
1
0
13
14
22
21
4
3
10
15
39
44
Numbering based on the modified Triadan system. DA, distoangular; H, horizontal; MA, mesioangular; V, vertical; I, inverted; DTC, dentigerous cyst; * tooth associated with cyst
and neoplasia.
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In the dog with an osteosarcoma associated with an unerupted
left mandibular first premolar tooth, the untreated dentigerous
cyst associated with its right mandibular first premolar tooth
showed progression at the 3-month radiographic follow-up, but
treatment was again refused by the owner. Another untreated
cyst associated with a mandibular first premolar tooth showed
progressive changes at the 6-month follow-up, and surgical
excision was then performed. All other nine untreated unerupted
teeth did not show clinical evidence of an incipient cyst, but none
was radiographically re-examined.
The cases with the remaining four untreated unerupted teeth
(two with dentigerous cyst) were lost at follow-up.
The 12-months follow-up of the dog with OSA showed
significant radiographic enlargement of the neoplasia and
the associated cystic lesion, despite palliative treatment. The
maxillectomy site of the dog with CAA at the 1-month follow-up
appeared clinically healed.
associated with large cystic lesions or tumors (42 teeth). Four
unerupted teeth were malformed. One dog was affected by
generalized dentin dysplasia, also involving the unerupted tooth.
Three teeth that were secondarily involved by the expanding
cystic lesion were non vital. Three teeth adjacent to unerupted
teeth were missing and 15 teeth showed morphological
abnormalities (i.e., fused roots).
Thirty-three dogs did not have evidence of morphological or
structural abnormalities of unerupted or adjacent teeth.
Treatment
In cats, two unerupted teeth were extracted from the same
patient, and two unerupted teeth (with no signs of associated
complications) were left untreated, with the recommendation
to radiographically monitor it over time. Partial maxillectomy
including the unerupted tooth was performed for treatment of
the ameloblastoma.
In dogs, operculectomy was performed to treat seven (6.5%
of unerupted teeth) first premolar teeth, one of which showed
radiographic and histological signs of cystic development. Fortyseven (43.5%) teeth without signs of dentigerous cyst were
simply extracted, 38 (35.2%) teeth were extracted and curettage
of the cystic lining was performed, and one (0.9%) tooth was
excised during a rostral maxillectomy performed to treat a
CAA. The remaining 15 (13.9%) unerupted teeth (four with
radiographic signs of cystic development and one associated with
an osteosarcoma) were not treated. The large OSA was treated by
palliative intralesional excision and radiation therapy.
DISCUSSION AND CONCLUSIONS
Tooth eruption is the axial movement of the tooth from its
non-functional position in the bone to functional occlusion
(17). It is a multifactorial, not yet fully understood process,
starting from the reduced enamel epithelium (REE) covering
the crown of the developing tooth, which fuses with the
gingiva during the process. The REE produces proteases
that, by breaking down connective tissue, decrease the tissue
resistance to eruption. The dental follicle is also essential in the
creation of an eruptive pathway for the tooth by modulating
bone remodeling. It produces growth factors promoting the
differentiation of monocytes into osteoclasts, that create a path
to eruption. At the same time the production of osteoblasts from
mesenchymal stem cells is accentuated at the base of the alveolar
crypt (17).
Teeth may fail to erupt because of mechanical obstruction
by a physical barrier (e.g., gingiva, bone, neoplastic tissue, and
tooth crowding) (defined as tooth impaction), or because of an
impaired mechanism of eruption [e.g., a dysfunction of REE cells
(18)] (defined as dental retention, or embedded teeth) (19). In
humans a discrepancy between jaw and tooth size is described
as a possible cause of the frequent impaction of the third molar
teeth (5).
It is interesting to note that 6 of 8 unerupted canine
teeth (in Maltese and Chihuahua dogs) and 7 of 8 unerupted
mandibular third molar teeth (in Yorkshire terrier, Maltese, Shihtzu, Epagneul papillon, and pug dogs) in the present study
were diagnosed in small breed dogs. The reason could be
related to the limited jaw size typical of these breeds, frequently
also showing congenitally missing third molar and other
teeth (20).
In agreement with the literature, in the present study it
was also found that brachycephalic dogs were overrepresented
(40 dogs; 57.9%). Boxer dogs in particular accounted for
28.9% of the canine study population. Interestingly, they only
showed unerupted first premolar teeth, and 18 out of 20 boxer
dogs developed at least one dentigerous cyst. Furthermore,
Outcome of Treatment
In cats, clinically complete soft tissue healing was evident at
the last follow-up visit for three teeth (two extracted teeth,
1 month follow-up; one tooth included in a maxillectomy
procedure, 2 months follow-up). The clinical and radiographic
re-examinations on two untreated teeth, performed in other two
cats 3 months and a 3 years following diagnosis, showed no
changes on the affected tooth or nearby bone or teeth.
In dogs, only clinical (43 teeth), clinical and radiographic
(35 teeth), or clinical and tomographic (one tooth) follow-ups
were available. Follow-ups were not available for the remaining
29 teeth.
Follow-up visits were performed from 1 to 68 months
(mean 8 months; median 1.5 months) following diagnosis
and/or treatment.
In 62 of 85 cases treated by extraction and/or curettage,
treatment appeared successful with complete healing of soft
tissues and (in cases where diagnostic imaging was performed)
new bone formation at the surgical site (100%) (Figure 5). No
cases of recurrence were reported. The remaining 23 extracted
teeth were lost to follow up.
Short-term follow-up re-examination was available for four
teeth that were treated by operculectomy: a 1-month clinical reexamination in two cases and 3-month clinical and radiographic
re-examination in other two cases. The procedure appeared
successful (the crown of the treated tooth being still exposed
above the gingival margin at follow-up), however further
eruption was not apparent.
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FIGURE 5 | (A) Intraoral radiograph showing a dentigerous cyst (arrowheads) developed around the right mandibular first premolar tooth (asterisk) in a 3-years-old
boxer dog. (B) Intraoral radiograph at the 1-year follow-up visit, following extraction of the right third incisor, canine, first and second premolar teeth, and cystic lining
curettage.
the only three unerupted maxillary first premolar teeth (all
being supernumerary teeth) were found in this breed. Another
interesting finding was the high prevalence of dentigerous cyst
formation in boxer dog (78% of unerupted teeth in this breed
developed a cyst, and overall 52% of cysts associated with
unerupted teeth were diagnosed in boxers).
Moreover, in the entire study period a total of 39 boxer dogs
were anesthetized and evaluated radiographically by the dental
and oral surgery departments of the involved veterinary clinics
(data not shown). Therefore, it is notable that more than 50% of
boxers presented for various dental and oral problems had at least
one unerupted tooth (20 dogs), and that most of these developed
associated lesions (18 dentigerous cysts and 1 OSA).
Brachycephalic dogs often show tooth rotation, tooth
crowding, and reduced interproximal spaces. However, in
the cases described here most unerupted teeth were located
at normally wide interproximal spaces. Also, the gingival
tissues appeared clinically normal in consistency and thickness,
the alveolar bone did not seem abnormally dense, either
radiographically or during extraction, and only in a few cases
dental crowding (six unerupted teeth being supernumerary) or
the presence of neoplastic tissues over the affected teeth could
justify a mechanical obstruction to eruption. Therefore, other
pathogenetic mechanisms may have been involved. Histologically
normal gingival tissues overlying numerous impacted teeth were
described in a 7-month-old Bedlington terrier dog (21).
A genetic basis is hypothesized for the primary failure of
eruption (PFE) in humans. PFE is a non-syndromic condition
that occurs without any obvious evidence of obstruction, most
commonly affecting non-succedaneous teeth (i.e., the molar
teeth) (22). This condition seems to be linked to a mutation
of the PTH1R (parathyroid hormone receptor 1) gene that,
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in association with the parathyroid like hormone, seems to be
able to affect number, quality and function of osteoclasts and
osteoblasts (23, 24). Reduced bone resorption by osteoclast cells
and bone formation by odontoblasts could contribute to dental
eruption failure (23). Genetic studies would be necessary to
evaluate if a similar mechanism could be involved in particular
for failure of eruption of the first premolar and molar teeth (nonsuccedaneous teeth) in dogs and if a genetic breed predisposition
exists. In the present study all cases with multiple unerupted
teeth showed lack of eruption in the same jaw (mandibles
or maxillae), or unilaterally and isolated to one side. Only
one of 29 cases demonstrated unerupted teeth in diagonally
opposite jaws (left maxillary fourth premolar tooth and right
mandibular third molar tooth). These findings may support
the potential for an underlying genetic influence contributing
to the condition.
One of the important limitations of the present study is the
lack of data of the general population visited during the same
period of time at the same veterinary clinics. It is therefore
difficult to demonstrate definite associations between lack of
eruption and development of associated lesions (i.e., cysts and
tumors), and breed, age, body weight, sex, and neutering status
of the animals.
However, based on data provided by the Italian kennel club
(ENCI) on dogs registered in Italy in the last 5 years, the
distribution ratio between boxers and Labrador retrievers in
the country is greatly in favor of the latter breed (1 boxer: 2.6
Labrador retrievers) (ENCI)1 . Therefore, the present findings
(few unerupted teeth in a few Labrador retrievers, despite their
wide distribution in the country, and numerous unerupted teeth
1 http://www.enci.it/
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mandibular first premolar teeth in Shih-tzu dogs (20). In the
present study, a higher prevalence (44.4% dentigerous cysts
formation) was reported. This difference could be related to
the study methodology (i.e., diagnosis based on radiographic as
well as histologic findings), and possibly to epidemiologic factors
(e.g., possible predisposition in certain breeds, that may be more
common in Italy as compared to the USA or Korea).
Most teeth (76.4%) were found in soft tissue inclusion, and
almost half of these developed dentigerous cysts. However, cystic
lesions enlarge over time, causing progressive bone resorption.
Therefore, these teeth may have originally been in bone inclusion,
and it can not be determined if depth of inclusion is actually a
predisposing factor to cyst development.
Also, there was no statistical association between inclination
angle and the presence of cystic lesions.
In the present study the mandibular first premolar tooth was
not only the most commonly diagnosed unerupted tooth (85 of
108 unerupted teeth), but was also most commonly associated
with cyst development (41 of 48 dentigerous cysts). This is also
in agreement with the data extrapolated from the literature,
with cysts described in association with 49 out of 71 (69%)
reported unerupted first premolar teeth (13, 14, 20, 29, 50, 54,
57, 58, 60, 70). Interestingly, six of eight unerupted canine teeth
in the present study were associated with a cystic lesion, one
with a neoplastic lesion, and one showed a radiographically
equivocal pericoronal appearance. However, only one of eight
unerupted third molar teeth had a radiographically evident
and histologically confirmed cyst, and another one had a
radiographically equivocal appearance. Even though it could be
speculated that the high prevalence of cyst formation at the
canine teeth as compared to mandibular third molar teeth could
be related to the greater REE surface of larger teeth, the high
prevalence of cysts associated with first premolar teeth would
contradict this theory.
Typical histological characteristics of dentigerous cysts
associated with unerupted teeth were repetitively observed.
However, the diagnosis is sometimes challenging, particularly in
case of small biopsy samples, or because of the cystic nature of
the tissues, that can be difficult to sample or may be incorrectly
oriented. Also, the lining epithelium may be partially lost from
the samples. In these cases, it is important to look for and evaluate
other typical characteristics, like the presence of a cystic space
combined with the presence of fibrin or cholesterin crystals,
keratin, and/or cementum/osseous tissue in a fibrotic wall, and/or
a chronic infiltrate. Finally, as always, histopathological findings
should be correlated to the radiological and clinical presentation.
In humans, tumors may be associated with unerupted teeth
with or without dentigerous cysts (75, 76). The epithelial
component seems to be essential for neoplastic transformation,
but the exact pathogenetic mechanism is still unclear (74, 75).
Odontomas are among the most common associated tumors (77,
78), and are mainly diagnosed in the second decade of life (77,
79). In about one fourth of these patients, dentigerous cysts are
also present (76). Surgical excision of the tumor and extraction
of the associated unerupted teeth is the recommended treatment,
however tumor excision and denudation of the unerupted teeth,
followed by orthodontic treatment, is sometimes possible (78).
in a relatively large number of boxer dogs, in spite of their limited
distribution) may support a genetic predisposition in boxers.
Similarly to the cases published in the veterinary literature
(13, 14, 20, 21, 25–61), the first premolar tooth was by
far the most frequently unerupted tooth, followed by the
maxillary/mandibular canine teeth. In our study population, the
mandibular third molar tooth was also frequently affected.
Also, the great majority of unerupted teeth in dogs in
this study were mandibular teeth (91%), similarly to the
epidemiologic data reported in humans (4, 62, 63).
Tooth inclination and depth of inclusion into hard or
soft tissues in human patients are important features used by
surgeons to predict the degree of difficulty of surgical extraction
of unerupted teeth (15). Seventy-five percentage of impacted
mandibular third molar teeth are reported in mesioangular and
horizontal inclination, but the inclination of those developing
into dentigerous cysts is mainly vertical (64%) or horizontal
(41%) (64, 65).
In the present study, unerupted teeth in dogs were also mainly
in horizontal (41%) and mesioangular (30%) inclination, with a
total of 75.9% of teeth in a position different from the physiologic
(vertical) inclination. Considering how the tooth germs normally
develop and erupt following an axial path, it could therefore
be speculated that tooth inclination may represent a possible
predisposing factor to eruption failure (66, 67). However, tooth
inclination at the time of diagnosis may reflect the original
(abnormal) position of the tooth germ (i.e., representing a cause
for eruption failure) or be a result of an attempt of eruption
against a physical barrier (e.g., gingiva or bone) forcing the tooth
in a different position. Therefore, this hypothesis remains to
be elucidated.
The development of dentigerous cysts is commonly associated
with unerupted teeth in humans and animals (68, 69). Several
veterinary case reports (21, 25, 28–30, 32–34, 37, 42, 50, 52–
54, 57, 60, 70) and a few retrospective studies (13, 14, 20)
describe dentigerous cysts associated with unerupted teeth in
dogs. Cysts may develop by accumulation of fluid between the
REE and enamel, or between the layers of enamel epithelium
itself, but the exact pathogenetic mechanism remains unclear
(71). Inflammation affecting a deciduous tooth has also been
involved in the development of dentigerous cysts around the
corresponding unerupted permanent teeth and in causing a
volume increase of the cyst by exudate formation in humans (71–
73). None of the cases reported here had history of trauma or
other lesions affecting the deciduous dentition, but they can not
be completely excluded.
In humans, the prevalence of DTC associated to unerupted
third molar teeth (the most commonly unerupted teeth) is low,
ranging from 1.4 to 2.31% (74, 75). Babbit et al. reported a 29.1%
prevalence (62 teeth) for dentigerous cysts development in a
selected canine population of 136 patients with unerupted teeth
(14). A radiographic study performed in 233 small breed dogs
to determine the prevalence of dental abnormalities described
25 unerupted teeth (0.3% of the total number of existing
teeth) with a 32% prevalence of cystic development (8 teeth,
the 0.1% of the total number of existing teeth) (20). In this
publication all dentigerous cysts were diagnosed associated with
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(and permanent) teeth are also a relatively common feature in
cats showing atraumatic patellar fracture, possibly caused by
a still undefined primary bone disorder [the so called “Knees
and Teeth Syndrome” (KaTS) or “Patellar Fracture and Dental
Anomaly Syndrome” (PADS)], but these teeth do not seem
to develop dentigerous cysts (89–91). Finally, three cases of
feline inductive odontogenic tumors associated with unerupted
canine teeth have been published (92–94). In the present study
only an unerupted maxillary second premolar tooth developed
a cystic lesion, which was histologically associated with an
ameloblastoma and which exact origin could not be determined.
The other four unerupted teeth in the remaining three cats did
not show evidence of cystic development. However, given the
extremely small feline study population, no conclusion can be
drawn on incidence and possible predisposing factors to cystic
development in this species.
In humans, a higher incidence of tooth impaction is reported
in women (3, 4, 63). This could be explained by the smaller
size of the jaws as compared to men (63). On the other hand, a
male predisposition is described in developing dentigerous cysts
associated with unerupted third molar teeth (68, 69). Sex and/or
neuter status have not been reported to be associated with either
lack of eruption or cystic development in veterinary patients,
and this observation was confirmed by the present study. The
relatively high number of intact male dogs reported is likely due
to the uncommon habit of neutering male dogs in Italy.
The relatively older age of the animals at the time of diagnosis
in this study may be explained by the fact that dogs and cats are
rarely brought to veterinary attention because of a missing tooth
(13). In fact, the main reason for presentation in this study was
related to the unerupted teeth (i.e., clinical absence of a tooth,
presence of an oral tumor or a visible cyst in an edentulous area)
in only 22% of the cases. In most instances the diagnosis was
incidental, following routine intraoral radiographic examination.
Furthermore, it must be considered that even if a full dentition
is clinically present, unerupted supernumerary teeth may be
present. Therefore, this study highlights the usefulness of a
complete radiographic examination in all dental patients, to
obtain an accurate and early diagnosis. The use of more advanced
diagnostic imaging modalities (CT or CBCT) may also be
indicated to assess the presence of cystic lesions that may be too
small to diagnose radiographically.
One of the main aims of this study was to try to elucidate
if unerupted teeth should always be extracted or if conservative
treatment is an acceptable approach in those cases that at the
time of diagnosis do not show clinical or radiographic signs
of pathology. In humans, indications for extraction are the
presence of pathology of the dental follicle (cysts and tumors),
recurrent pericoronitis, cellulitis, abscessation, resorption of
adjacent roots or pain (95). As expected, in the present study
the few cases initially diagnosed with dentigerous cysts but left
untreated showed enlargement of the lesion at the follow-up
visit performed up to 6 months after diagnosis. On the other
hand, in two adult cats teeth that at the time of diagnosis
were radiographically negative for cystic formation did not show
any changes at the 3 months (1 tooth) and 3 years (1 tooth)
follow-ups. In dogs, 9 teeth without radiographic evidence of
The risk of developing tumors within the wall of a dentigerous
cyst in humans is rare (6, 75). Ameloblastomas, ameloblastic
fibromas, fibro-odontomas and fibrosarcomas, adenomatoid
odontogenic tumors, keratocystic odontogenic tumors, calcifying
epithelial odontogenic tumors, mucoepidermoid carcinomas,
odontogenic carcinomas, and squamous cell carcinomas have
been described associated with dentigerous cyst, with a 0.14–2%
incidence (3, 6, 74, 80–82). In these cases, chronic inflammation,
keratin metaplasia or the continuous intracystic pressure are
suggested as possible causes of tumor development (83–85).
Neoplastic lesions associated with unerupted teeth have
previously been described in 16 dogs: 13 odontomas (7
compound odontomas, 1 ameloblastic odontoma, 1 ameloblastic
fibro-odontoma, and 4 non-specified odontomas), 1 squamous
papilloma, 1 peripheral odontogenic fibroma, and 1 squamous
cell carcinoma (14, 26, 31, 32, 38, 39, 44, 47, 52, 56, 59, 86).
Only in six out of 16 cases (37.5%) a cystic component was also
described (32, 39, 59, 86). The dogs with reported age were all
very young (<12 months), except for a 4 years old dog with
a cystic peripheral odontogenic fibroma. When reported, the
treatment involved surgical excision of the tumor, including the
unerupted tooth.
In our study, two ameloblastomas and one osteosarcoma were
diagnosed closely associated with unerupted teeth. In all three
cases cystic lesions were also present. In the 5 month-old dog,
lack of eruption could have been secondary to the presence of the
neoplastic tissue, with secondary cyst formation. On the other
hand, canine ameloblastoma is an epithelial tumor of the adult
age (87). Therefore, the development of this lesion in such a
young patient may support the hypothesis of a direct origin
from the DTC. In the other two cases the tumors developed
at an older age, several years after tooth eruption should have
taken place, and the presence of the neoplastic tissue was unlikely
the cause of tooth impaction. Moreover, the possibility for the
osteosarcoma, a mesenchymal tumor, to originate from the
epithelial elements of a DTC is very low and the two lesions were
likely independent entities.
Histologically, it is difficult or often impossible to determine if
a neoplastic lesion is concomitant (but independent from) or if it
is directly associated with the adjacent cyst. It is reported that if
there is a direct connection between the wall of the cyst and an
epithelial neoplasia, the latter arises from the cyst (85). However,
to reveal a potential connection between the cyst and the tumor
it would be necessary to histologically examine the entire cystic
wall, which is rarely possible.
Unerupted teeth have rarely been reported in cats. A
prevalence of 2.3% teeth was described in a study on value of
full mouth radiography in 115 cats (88). Unerupted teeth (4
maxillary canine teeth and 1 maxillary third incisor tooth) were
also reported in 5 of 50 brachycephalic cats in a prospective
study on oro-dental anomalies in Persian and Exotic cats (12).
Dentigerous cysts were not described in these studies. Two
clinical cases described the development of dentigerous cysts
associated with unerupted canine teeth (9, 10). One further
case report described multiple unerupted teeth in a cat with
abnormal eruption of the entire dentition, supposedly due to
regional odontodysplasia (11). Retained and persistent deciduous
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dentigerous cyst were left untreated. However, they were only
followed-up clinically rather than radiographically. Therefore,
even if there was not clinical evidence of complications, these can
not be completely excluded.
A large debate exists regarding the prophylactic extraction
of asymptomatic unerupted third molars in humans, because
of the high risk of iatrogenic injury to the inferior alveolar
and lingual nerves, as well as the morbidity associated with
the surgical procedure (1, 95). Coronectomy with intentional
root retention is suggested in some of these cases (8). The
guidelines by the American Association of Oral and Maxillofacial
Surgeons (AAOMS) recommend the extraction of unerupted
teeth showing evidence of or at risk of developing pathology,
and strict clinical and radiographic control of untreated teeth
(95). However, 50% of radiographically normal impacted
teeth show histological evidence of cystic lining (64). In the
present study, only 40.4% of unerupted teeth were submitted
for histological evaluation, because of owners’ preference or
surgeon’s recommendation (based on lack of radiographic
changes). The prevalence of cystic development could therefore
be higher than reported. In fact, histology revealed the presence
of dentigerous cysts in two radiographically negative and
two radiographically equivocal cases, based on the definition
proposed by the available literature (14). Therefore, relying only
on the radiographic examination to diagnose the presence of
dentigerous cysts for the diagnosis may be misleading. Thus,
extraction and histological evaluation of all unerupted teeth
is recommended by the authors. The limited diagnostic yield
of radiology and the risk of not treating asymptomatic teeth
should also be discussed with the owners, and radiographic (or
tomographic) follow-ups should be recommended in these cases.
The mean age of the dogs without clinical and radiographic
evidence of cystic development was 4.8 years, which was
statistically not significantly different from the animals with
diagnosed dentigerous cysts (data not shown). Also, the age of the
oldest dogs with and without cysts was very similar (9.2 and 10
years, respectively). Therefore, no conclusion can be drawn about
the likelihood of cystic development based on age. However,
it may be reasonable to consider radiographic surveillance of
unerupted teeth diagnosed in older dogs if complications are
not visible and extraction is considered complicated. Clear
indications on appropriate follow-ups intervals are not available
in the literature, but the authors in these cases recommend yearly
re-checks. More frequent radiographic re-evaluations may be
indicated in situations considered at higher risk (e.g., unerupted
first premolar teeth in boxer dogs).
Few reports describe operculectomy as a treatment modality
for unerupted teeth (21, 33). In the present study, the four
cases treated this way and for which a follow-up re-examination
was available showed a successful outcome. However, because of
the small number of patients treated with this procedure and
their short follow-up, definitive conclusions of the validity of
this treatment can not be determined. Therefore, the risk of
applying such non-standard approach should be discussed with
the owners.
DATA AVAILABILITY STATEMENT
All datasets generated for this study are included in the
article/Supplementary Material.
ETHICS STATEMENT
This study reviewed data and treatments offered to clientowned dogs and cats accordingly to the current guidelines for
treatment of cases affected by unerupted teeth. Each procedure
was performed after obtaining an informed consent from the
owners as indicated in the Legislative decree of 4 March 2014 No.
16, art. 2 and subsequent law No. 17710 from 26 July 2017 on
non-experimental Veterinary Clinical Practices.
AUTHOR CONTRIBUTIONS
EB: collection and interpretation of data, and draft of the
manuscript. MG: study design and critical revision of the
manuscript. SF: evaluation and interpretation of histological
samples and critical revision of histopathological part of the
study. EZ: statistical analysis of the data.
SUPPLEMENTARY MATERIAL
The Supplementary Material for this article can be found
online at: https://www.frontiersin.org/articles/10.3389/fvets.
2019.00357/full#supplementary-material
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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.
Copyright © 2019 Bellei, Ferro, Zini and Gracis. This is an open-access article
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original author(s) and the copyright owner(s) are credited and that the original
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No use, distribution or reproduction is permitted which does not comply with these
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Realizing Efficient Security and Privacy in IoT Networks
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ived: 22 March 2020; Accepted: 30 April 2020; Published: 3 May 2020 Received: 22 March 2020; Accepted: 30 April 2020; Published: 3 May 2020 Received: 22 March 2020; Accepted: 30 April 2020; Published: 3 May 2020
Abstract: In recent times, security and privacy at the physical (PHY) layer has been a major issue of
several communication technologies which comprise the internet of things (IoT) and mostly, the emerging
fifth-generation (5G) cellular network. The most real-world PHY security challenge stems from the
fact that the passive eavesdropper’s information is unavailable to the genuine source and destination
(transmitter/receiver) nodes in the network. Without this information, it is difficult to optimize the
broadcasting parameters. Therefore, in this research, we propose an efficient sequential convex estimation
optimization (SCEO) algorithm to mitigate this challenge and improve the security of physical layer (PHY)
in a three-node wireless communication network. The results of our experiments indicate that by using
the SCEO algorithm, an optimal performance and enhanced convergence is achieved in the transmission. However, considering possible security challenges envisaged when a multiple eavesdropper is active
in a network, we expanded our research to develop a swift privacy rate optimization algorithm for a
multiple-input, multiple-output, multiple-eavesdropper (MIMOME) scenario as it is applicable to security
in IoT and 5G technologies. The result of the investigation show that the algorithm executes significantly
with minimal complexity when compared with nonoptimal parameters. We further employed the use
of rate constraint together with self-interference of the full-duplex transmission at the receiving node,
which makes the performance of our technique outstanding when compared with previous studies. Keywords: privacy capacity; IoT; 5G; physical layer security; MIMOME; jamming Article Joseph Henry Anajemba 1
, Yue Tang 1 , Celestine Iwendi 2
, Akpesiri Ohwoekevwo 3,
Gautam Srivastava 4,5,*,†
and Ohyun Jo 6,* Joseph Henry Anajemba 1
, Yue Tang 1 , Celestine Iwendi 2
, Akpesiri Ohwoekevwo
Gautam Srivastava 4,5,*,†
and Ohyun Jo 6,* 1
Department of Communication Engineering, College of Internet of Things, Hohai University,
Nanjing 210098, China; herinopallazo@ieee.org (J.H.A.); 20141933@hhu.edu.cn (Y.T.) 1
Department of Communication Engineering, College of Internet of Things, Hohai University, 1
Department of Communication Engineering, College of Internet of Things, Hohai University,
Nanjing 210098, China; herinopallazo@ieee.org (J.H.A.); 20141933@hhu.edu.cn (Y.T.)
2
Department of Electronics BCC of Central South University of Forestry and Technology,
Changsha 410004 China; celestine iwendi@ieee org 2
Department of Electronics BCC of Central South University of Forestry and Technology,
Changsha 410004, China; celestine.iwendi@ieee.org 3
Computer Science and Technology, Xidian University, Shaanxi 710126, China; gamaliel@stu.xid
4
Research Centre of Interneural Computing, China Medical University, Taichung 404472, Taiwan 3
Computer Science and Technology, Xidian University, Shaanxi 710126, China; gamaliel@stu.xidian.edu.cn
4
Research Centre of Interneural Computing, China Medical University, Taichung 404472, Taiwan
5
C ll
f I f
ti
d El
t i
l E
i
i
A i U i
it
T i h
41354 T i p
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5
College of Information and Electrical Engineering, Asia University, Taichung 41354, Taiwan 6
Department of Computer Science, College of Electrical and Computer Engineering,
Chungbuk National University, Cheongju-si 28644, Korea *
Correspondence: srivastavag@brandonu.ca (G.S.); ohyunjo@chungbuk.ac.kr (O.J.) †
Department of Math and Computer Science, Brandon University, Brandon, R7A 6A9, Canada. 1. Introduction With the recent swift advancement of wireless communication networks and the advent of the fifth
generation (5G) cellular network, interconnected devices are embedded into the environment through
the IoT paradigm to enhance constant quality of service (QoS) and connectivity [1]. However, security of
wireless transmissions has become a vital concern [2]. Unfortunately, in wireless technology, security risks
are unavoidably inherent. Recently, network intrusion and eavesdropping, known as Eves, has become Sensors 2020, 20, 2609; doi:10.3390/s20092609 www.mdpi.com/journal/sensors www.mdpi.com/journal/sensors Sensors 2020, 20, 2609 2 of 24 the major cradle of security risks in 5G wireless communications. The resources (e.g., battery) of most IoT
devices (such as handheld/mobile communicating devices) are constrained, thus resulting in the devices
having limited power for transmission, which may warrant the use of frailer cryptographic techniques as
power savers. Therefore, devices may be prone to several attacks by some prevailing adversaries. Security in wireless networks is typically employed through cryptographic methods using the upper
layers of the open system interconnection (OSI) model [2,3]. However, these adversaries, which are
considered as unauthorized users or network Eves, may infiltrate the network system, exhaust the
networks bandwidth, taint the transmission data, reduce transmission performance, and inject data harms
that thwart easy access of network data by authentic users. As a result of wireless link’s unprotected
nature, most wireless connectivity is susceptible which makes it easy for them to be attacked by jamming
technology. These jamming attacks can result in a problem of Denial-of-Service (DoS), which can cause
numerous other higher-layer security glitches in IoT and 5G technologies [3]. The 5G wireless network is predicted to activate the smart hyperlinked environment, enhancing
the evolution and the growth of several sectors, such as energy and railway, where huge amounts
of accessibility and reliability is essential. In contrast, this evolution may warrant that future mobile
transmitting devices be exposed to cyber-attacks, which can destabilize system accessibility [4]. Because of
the nature of wireless communications, vulnerability to Eve’s attacks is inevitable. Therefore, transmission
confidentiality cannot be guaranteed. In this paper, our work is focused on utilizing the networks physical
layer to address countermeasures towards tackling confidentiality attacks in wireless network. 5G communications will headline what is being called the 4th Industrial Revolution, where the mobile
wireless broadband, pervasive sensing, and artificial intelligence (AI) promises to lead to major changes in
academia, industry, and society itself. 1. Introduction This coming generation of wireless communications globally focuses
on many aspects as standards, policy, and infrastructure are still being shaped. 5G definitely promises to
make the IoT network a reality. In wireless networks, confidentiality attacks mostly stem from jamming. This is considered as the
interruption of the flow in wireless transmissions by diminishing the signal-to-noise ratio (SNR) at the
receiver end over a wireless signal’s transmission interference. This clearly varies from normal network
interferences because it explains a deliberate injection of wireless signals into an existing transmission with
the intention of interrupting communications. However, network interference is said to be an accidental
kind of disruption during transmission [5]. Recently, through conventional means, the implementation
of different encryption approaches has been used to handle this security challenge at the advanced
communications layers. That being said, a lot of attention has been drawn towards the security of the
physical (PHY) layer lately. From a PHY security perspective, the authors of [6] investigated the impact of
saturation nonlinear energy harvesting (EH) and activation threshold on the multiuser wireless powered
sensor networks (WPSNs) from the physical layer security (PLS) perspective, and with respect to the
generalized multiuser scheduling (GMS), they examined the improvement in the secrecy performance
in WPNs. Their work explored and presented an exact closed-form expressions for secrecy outage
probability (SOP) under linear EH (LEH), saturation nonlinear EH (SNEH), and saturation nonlinear EH
with activation threshold (SNAT), respectively, through finding a solution for the maximization problem
of secure energy efficiency (SEE). The basis for tackling jamming attacks is hinged on Wyner’s architecture. This architecture presented
and demonstrated a wiretap channel when the channel of the eavesdropper (Eve) is a tainted version
of the authentic receiver’s channel, a secret message can be sent from the transmitter to the destination,
while Eve is kept unaware of the content of the transmitted message [7]. The concept of privacy capacity
is described as the optimal attainable rate of transmission of private data from the transmitting source
(node) to its receiving destination. In [8], the Wyner’s wiretap method was generalized by assuming the
private message transmission over channels broadcast. Lately, substantial studies have analyzed privacy 3 of 24 Sensors 2020, 20, 2609 in wiretap channels under multiple antennas networks [9–11]. Particularly, the authors of [11,12] described
the performance capacity of privacy in a multiple-input, multiple-output (MIMO) wiretap transmission
channel. 1. Introduction However, the authors of [13] investigated a joint effect of multiple jamming signals and noise at
the eavesdropper in a MIMO network by assuming the implementation of antenna selection technique
by the transmitter, while both the eavesdropper and legitimate receiver make use of a maximal-ratio
combining scheme to achieve spatial diversity in reception. Their results show the effects of imperfect
feedback and other key system parameters on the secrecy performance. Basically, security at the PHY layer guarantees an optimal level of transmission privacy against
Eve’s as well as establishing an anticipated reception standard and quality as expected by the
receiver(s). This research area comprises both signal processing analysis and theoretical information
study. Although the latter involves more bounds and asymptotical limits, the former inclines towards
innovating primal designs of algorithms and architectures to tackle security issues in a wireless network. Therefore, the focus and motivations of this paper is wrapped around the former with respect to Eve’s
growing quantity of transmitting antennas on privacy. All the above-mentioned studies, except for [10,11], failed to explore a MIMOME scenario wish
illustrates the effects of Eve’s growing quantity of transmitting antennas on privacy. Although the authors
of [6,11,13] proposed proficient privacy, their technique is reliant only on the assumption of a scenario
where several factors such as the quantity of Eve’s antennas that are accessible for transmitter usage for
artificial noise subspace, are constrained in a MIMO and MIMOME network. By implication, it is essential
that Eve’s multiple antenna usage needs be considered and addressed. In this research, this is believed
to be an issue of importance, therefore these problems are first extensively described, then techniques to
tackle such problems are investigated and proposed.The main contributions of this research are as follows. •
A primal outlook into the investigation and optimization of wireless communications security with
respect to IoT networks is presented. •
A primal outlook into the investigation and optimization of wireless communications security with
respect to IoT networks is presented. 1. Introduction •
Using a mathematical model, an analysis of a novel transmission system where the eavesdroppers
attack is tackled by injecting artificial noise which is transmitted by the receiver who has full-duplex
aptitude with the same frequency in the channel which reduces Eve’s reception quality aptitude with the same frequency in the channel, which reduces Eve’s reception qual •
Proposal of a new jamming mitigation technique and developed a sequential convex estimation and
optimization (SCEO) algorithm for an optimized and enhanced privacy to solve the optimization
problem in a three-node network where network users do not have knowledge of Eve’s channel state
information (CSI). •
The vulnerability of the proposed privacy enhancing scheme to Eve’s increasing number of antennas
is characterized and explored, while the performance of the proposed algorithm in a three-node
network is established. •
Finally, because privacy capacity in a three-node network have been over-studied by several authors,
this research is expanded to cover a MIMOME scenario, justifying its applicability in secured IoT
network transmission. The remainder of this paper is organized as follows. The privacy capacity model in wireless networks
is described in Section 2. Review of recent works related to the research is presented in Section 3. System
model is described in Section 4. Numerical analysis and results are provided in Section 5, and finally
conclusions are outlined in Section 6. 2. Privacy Capacity Model in Wireless Networks In this section, the privacy capacity model of the transmitting network is expressed. In the privacy
capacity model of the network, it is assumed that the malicious node may eavesdrop the source as well
as well as the receiver. However, in order to get a full use of the signals transmitted from the transmitter, 4 of 24 Sensors 2020, 20, 2609 the eavesdropper must be fully synchronized in the network. According to traditional privacy definitions
in [8], the channel of communication can be modeled as a channel of broadcast in line with the wiretap
channel as illustrated in Figure 1. Tx
Rx
Main Channel
Encoder
Decoder
Wiretap Channel
m
C
n
A
m
B
m
E
Eve
Figure 1. A Wiretap Channel for Privacy Capacity model Figure 1. A Wiretap Channel for Privacy Capacity model Considering the wiretap channel, the transmitting channel’s message is represented as an ∈An and
is encoded and broadcasted as a codeword cm ∈Cm. The receiver (Rx) and eavesdropper (Eve) receive
bm ∈Bm and em ∈Em, respectively. Eve’s received information via her receiving signal is then modeled
and described as in Equation (1), I (em; an) = g (an) −g (an |em )
(1) (1) where I(em; an) represents the mutual information shared by the transmitter and the legitimate receivers,
while g is considered as the entropy. As long as Eve cannot decode any bit of the transmitted information,
then perfect privacy is achieved. Thus, Equation (2), where I(em; an) represents the mutual information shared by the transmitter and the legitimate receivers,
while g is considered as the entropy. As long as Eve cannot decode any bit of the transmitted information,
then perfect privacy is achieved. Thus, Equation (2), I (em; an) = 0 ↔g (an) = g (an |em )
(2) (2) This implies that the quantity of uncertainty about Eve’s private information is not altered after em
is received. This implies that the quantity of uncertainty about Eve’s private information is not altered after em
is received. By definition, the probability of experiencing an error Pi in the message estimation of message an,
and ˆan is defined as the estimate of an; therefore, Pi = P {an ̸= ˆan} . Notations We denoted the column vectors and matrices by boldface letters (both at upper and lower cases), while
the determinant, inverse of a matrix and column-wise vectorization of the matrix X are all represented as
XH, X−1, |X|, respectively. In a diagonal vectorization, Y is denoted as the column vector of y , whereas
the random variable of y is represented as Cy[.] and the probability of event occurrence is denoted as
P{X}. Using the same probability space, we defined the random variables Y and Ym, if Ym converges to Y,
we transposed Ym
a.s
→Y as m →∞. We used I to represent the matrix identity of supplied size, as I(y; z)
represents the information which is mutually and randomly transmitted between y and x variables. 2. Privacy Capacity Model in Wireless Networks (3) (3) Eve’s rate of uncertainty about message an is term as the rate of equivocation and can be described as Eve’s rate of uncertainty about message an is term as the rate of equivocation and can be described as ate of uncertainty about message an is term as the rate of equivocation and can be described Qi = 1
m g (an |em )
(4) (4) where 0 ≤Qi ≤g(an)/m
(5) (5) 5 of 24 Sensors 2020, 20, 2609 Evidently, if Qi = g(an)/m, then perfect privacy, which is related to perfect privacy rate Qs, is realized. For each ε > 0, a particular Qs is assumed to be realizable, and there is a sequence of (2mQs, m) codes such
that for any m > m(ε) the following states are obtained.
Pi < ε
Qs −ε < Qi
(6) (6) The first state is the constraint for the realizable rate, whereas the second is the equivocation rate
constraint which guarantees prefect privacy. In summary, privacy capacity Sc is the optimal realizable rate
of privacy in a network transmission. Thus, in [8], it is established that the difference between the main
channel capacity Cmc and the wiretap channel capacity Cwc is the privacy capacity Sc, in other words, Sc = (Cmc −Cwc)+,
(7) (7) as (.)+
∆= max(0, .), where negative rate is meaningless. Although Wyner demonstrated this for the
distinct no-memory channel, the principle that the capacity of privacy is the difference of the capacity of
the legitimate channel and that of the eavesdropper’s is established to be accurate for several systems like
in multiple-input, multiple-output (MIMO) set-ups [12,13]. as (.)+
∆= max(0, .), where negative rate is meaningless. Although Wyner demonstrated this for the
distinct no-memory channel, the principle that the capacity of privacy is the difference of the capacity of
the legitimate channel and that of the eavesdropper’s is established to be accurate for several systems like
in multiple-input, multiple-output (MIMO) set-ups [12,13]. 3. Related Works In a wireless network, jammers intentionally introduce radio frequency (RF) interference to distort
wireless communications. This is achieved by occupying the transmitting channel and keeping it busy,
thereby triggering the transmitter to withdraw each time it senses a busy wireless channel, or a tainted
signal acknowledged at the receiver’s end. In this section, in an attempt to understand the jamming attack
on wireless networks, different kinds of jamming in wireless communications as proposed by several
researchers are explored. Primarily, network jamming can occur in different ways based on the type of
jammer. Therefore, different kinds of jammers and their jamming mechanisms are reviewed in this section. The established secrecy capacity rate principle by Wyner in [8] preceded several other theoretical
proposals by different researchers. So far, the wireless channels rate of secrecy has been explored from
several perspectives like in [9,10]. The different perspectives explored are as follows, the fading channels
secrecy [9–11], the analysis of Gaussian wiretap channels secrecy of [11], the multiple antenna systems
secrecy [13–15], the broadcast channels secrecy [16], the analysis of secure degrees of freedom [17–21],
and the secrecy of cooperative jamming techniques coupled with helpers or relays [22–29]. Additionally, the theoretical information [30] forms guarantees defined by secrecy capacity of the
communication channel; the nodes that legitimate can also assume active approaches to improve their
communication secrecy. One important approach for improving the secrecy of wireless communication was
developed in [31]. The approach proposes that the transmitter (Alice) injects artificial noise into legitimate 6 of 24 6 of 24 Sensors 2020, 20, 2609 channels null-space together with the data signal. This scheme is intended to actively reduce the reception
quality of any Eve’s presence without altering the quality of legitimate receivers (Bobs) channel. Several
other works [32,33] have also investigated this approach. Equipping Bob with the capacities of full-duplex
radio aptitude, which enables him broadcast jamming noise counter to Eve, while both Bob and Eve attempt
to acquire information from Alice [34,35] is another approach. The combination of the aforementioned two
jamming approaches is investigated in most part of this study to attain secrecy at higher levels. Moreover,
this combination was examined in [36], as it proposed a cooperative optimization algorithm to generate
decent parameters for the transmission. Separately, two different sets of antennas are considered for
broadcasting and for full-duplex reception. Meanwhile, the research did not fully consider the residual
self-interference at Bob. 3. Related Works Further, several other works were interested with comparable systems in [37,38]. The system proposed in [39] presents a scenario with Alice and Bob communicating simultaneously and
are furnished with full-duplex radio with full consideration of residual self-interference. The study target
was to discover the maximum beamforming transmit trajectories for artificial noise and signal considering
some constraints of quality of service (QoS) with Eve’s CSI recognizable to users. With Eve’s exact CSI
unrecognizable to the user in [40], a closed-form lower bound on the ergodic rate of secrecy is realized. The authors of [41,42] considered a case of a single-antenna Bob and multiple antenna base station coupled
with a colluding and non-colluding single-antenna Eves. As an alternative to beamforming, an antenna
selection scheme is used by the study and it is of the research assumption that Eves are dispersed in
accordance to the process of Poisson point. For cooperative relaying networks, several authors have also investigated different techniques for the
security of systems physical layers [43]. In cooperative relaying networks, even destinations or relays are
used as assistants to offer jamming signals to complicate the eavesdropper’s transmission. This method is
known as cooperative jamming. The noise-forwarding approach which was introduced in [24], and applied
in a channel comprising of four-terminal relay-eavesdropper also considered a full-duplex relay, which
independently transmits secret messages codewords which are targeted at complicating the eavesdropper’s
transmission. The authors of [44] investigated a two-stage cooperative jamming scheme (TSCS) which
involves multiple relay nodes acting as the single-antenna’s source node extension. The relays in this study
do not transmit the information signals as they only function as a helper. However, for a single-antenna
relay network, the authors of [45] proposed three different cooperative communication methods. On the
other hand, for the second hop, they attempted to optimize secrecy by deriving a power allocation
approach and its corresponding relay weights. The study in [46] investigated a decode-and-forward (DF)
relays performance based on an optimal beamforming strategy; however, the investigation is limited
because it only considered a transmission where the Eve monitors just a single connection linking the
transmission destination and relay. The investigation of [47] was based on different privacy enhancing
technologies (PETs) for IoT devices which have resulted in a much efficiency and convenience to our daily
life. 3. Related Works Their survey claim to have identified current state of improvement of the PETs in several turfs and
also analyzed how the current technologies adhere with the modern legal ideologies and privacy criteria in
curtailing the threats to privacy. A secured IoT-based healthcare system, which operates through the body
sensor networks (BSN) architecture, was examined by the authors of [48]. The main focus of their system
is to concurrently realize system robustness of transmission and efficiency within publicly transmitting
IoT-based communication networks. Utilizing a vigorous utilize crypto-primitives, they constructed two
communication schemes to ensure confidentiality in transmission and support entity authentication among
smart objects. As most of the IoT data is relevant to personal privacy, it is necessary to pay attention to
data transmission security. The authors of [49] investigated an IoT-oriented offloading method (IOM)
which is enclave with privacy preservation to solve the problem of privacy in Cloudlet-enabled Wireless
Metropolitan Area Networks (CWMAN). Their research and that of [50] adopted the non-dominated
sorting differential evolution algorithm (NSDE) in order to optimize the multi-objective problem. Sensors 2020, 20, 2609 7 of 24 By contrast to the works analyzed above, the work in [51] proposed a cooperative jamming approach
for a half-duplex two-hop wireless MIMO relay scheme where the eavesdropper can bug the channels
throughout the phases of transmission. The study investigation considered both single and multiple
streams of data transmissions. However, for jamming support, due to the absence of an “outer” helpers,
the relay, destination, and source must depend on themselves. Whether the eavesdropper is in proximity
to the source or the destination, the strategy guarantees that it is jammed. In this strategy, both the source
and the destination nodes perform as provisional assistants for transmitting jamming signals throughout
the phases of transmission where they are generally inactive. p
y
g
y
In summary, the event of optimizing privacy without the users recognizing Eve’s CSI is sparsely
contained in literature; however, a few works like [52–57] gave more attention to the use of only
enough energy to authenticate a particular QoS for Bob and is this energy is estimated in terms
of signal-to-interference-plus-noise-ratio (SINR). Using the remaining energy, artificial interference is
generated to jam Eve not minding the effect of Eve’s location. This process is implemented in place of
making attempts to optimize the rate of secrecy, which is impossible without the users having a knowledge
of Eve’s CSI [58,59]. 3. Related Works Furthermore, as new telecommunication technologies emerge, the use of several
security and privacy techniques proposed earlier becomes over exploited and obsolete; therefore, it is vital
to develop advanced state-of-the-art techniques and algorithms that can mitigate against network jamming
and eavesdropping attacks and ensure constant quality of service (QoS) in the network. Considering
that this is the optimal focus of this research, therefore, the relevance of this research to cutting-edge
telecommunication technologies like the IoT and 5G cellular network cannot be underestimated. 4. System Model In this section, the system model is described. There are similarities in the model to what was given
in [8]. For the set-up, a three-node-based wireless transmission is illustrated in Figure 2. Tx
Eve
Rx
gse
gde
gdd
gsd
Figure 2. A single-antenna three-node wireless transmission with a full-duplex destination. Figure 2. A single-antenna three-node wireless transmission with a full-duplex destination. In the set-up, all three nodes are attached to a single transmitting antenna. The intention of the
transmitter (Source) is to broadcast some private information to the receiver (Destination) while Eve
(a passive eavesdropper) attempts to gain access to the sensitive private information. We assume that
each link channel entails several M orthogonal subcarriers and each subcarrier fading is flat. Tackling
eavesdropping attacks in this set-up entails that artificial noise is broadcasted by Rx with the same
frequency and in the same channel, which reduces Eve’s reception quality. Considering that this jamming
attack operates at the same frequency and time in which information is transmitted from Tx to Rx; thus, it is Sensors 2020, 20, 2609 8 of 24 assumed that Rx has full-duplex aptitude. It is well known that there is no perfect full-duplex system,
therefore Rx always manifests some level of residual self-interference. y
Considering ys(x) ∈Mx1 is the signal vector independent and identically distributed (i.i.d) zero
mean cyphers and unit variance that the Tx will be transmitting while yd(x) ∈Mx1 is assumed to be the
jamming noise vector of i.i.d. zero mean cyphers and unit variance the transmitter (Tx) will be transmitting. Thus, the signal vectors Rx and Eve received can be individually described, Considering ys(x) ∈Mx1 is the signal vector independent and identically distributed (i.i.d) zero
mean cyphers and unit variance that the Tx will be transmitting while yd(x) ∈Mx1 is assumed to be the
jamming noise vector of i.i.d. zero mean cyphers and unit variance the transmitter (Tx) will be transmitting. Thus, the signal vectors Rx and Eve received can be individually described, zd(x) = gsd ∗√ps ∗ys(x) +
√
δgdd ∗√pd ∗yd(x) + md(x),
(8)
ze(x) = gse ∗√ps ∗ys(x) + gde ∗√pd ∗yd(x) + me(x),
(9) (8) (9) where Mx1 comprises the vector, gsd, gse, gde, and gdd are explicitly described in Figure 2, and ps and pd
vectors, respectively, represent the power of transmission between the Tx and Rx. 4. System Model md(x) ∈Mx1 and
me(x) ∈Mx1 are considered as the mean of independent white Gaussian noise of zero and unit variance,
respectively. The multiplication and square root are used as element-wise operators, and δ represents the
attenuation factor of self-interference. Denoting
the
superscript (m)
as
a
vector
mth
element,
we
formulate
the
respective
signal-to-noise-ratios (SNRs) of the mth subcarrier at Rx and Eve as γ(m)
d
=
Amym
1+Bmzm andγ(m)
e
=
Cmym
1+Dmzm ,
(10) γ(m)
d
=
Amym
1+Bmzm andγ(m)
e
=
Cmym
1+Dmzm ,
(10) (10) where Am =
g(n)
sd
2
, Bm = δ
g(n)
dd
2
, Cm =
g(n)
se
2
, Dm =
g(n)
de
2
, ym = p(m)
s
and zm = p(m)
d
. Recall that
as stated earlier, Eve’s CSI (Cm and Dm∀m) is only supposed to be recognizable by legitimate users in
this Section. Thus, the privacy capacity of this model is defined as Sc(y, z) = 1
M
M
∑
m=1
max {0, ∆Sm(ym, zm)},
(11) (11) where where ∆Sm(ym, zm) = log
1 + γ(m)
d
−log
1 + γ(m)
e
. (12) (12) . Formulated Optimization Problem 4.1. Formulated Optimization Problem 4.1. Formulated Optimization Problem In this subsection, our objective is to boost the privacy capacity of the scheme using power and rate
constraints with cooperative power distribution between Tx (source) and Rx (destination). As compared
with the conventional physical layer security techniques, the proposed SCEO and swift privacy rate
optimization algorithms are suitable for the Internet of Things, because the optimization algorithms
are energy efficient; therefore, the low-energy consumption necessities of IoT is enormously satisfied. Specifically, in a wireless channel transmission scheme, intrinsic noise is deployed which degrades the
quality of the eavesdropper’s received signal; thus, privacy in transmission is guaranteed with no cost
of supplementary power. In summary, the application of the proposed technique in IoT technologies
is low power capable as it does not necessitated the use of additional energy to guarantee privacy in
transmission. The authors in [38] attempted to solve this low power problem through the bisection
approach by swapping the source and destination powers optimizations, iteratively. However, in this 9 of 24 Sensors 2020, 20, 2609 work, we provided an improved solution by jointly assigning source and destination powers, thereby
formulating the first optimization problem as (13): max
x,y
1
M
∑
m∈Ψz
log(1 +
Amyn
1+Bmzm ) −log(1 +
Cmym
1+Dmzm )
s.t. 1
M
∑
m∈Ψz
log(1 +
Amyn
1+Bmzm ) ≥Csd
∑
m∈Ψz
zm ≤pd, zm ≥0∀m ∈Ψz
∑
m ym ≤ps, ym ≥0∀m ∈ℵ
zm = 0, ∀m ∈Ψ ⊥
z
(13) (13) ∑
m ym ≤ps, ym ≥0∀m ∈ℵ
zm = 0, ∀m ∈Ψ ⊥
z where Ψz = Θz ∩Φ
Θz =
n
m
Am
1+Bmzm >
Cm
1+Dmzm , ∀m ∈ℵ
o
Φ =
n
m
Am
Cm > Bm
Dm , Bm
Dm < 1, ∀m ∈ℵ
o
Ψ ⊥
z
= {m |m ∈ℵ, m /∈Ψz}
(14) (14) The privacy capacity of our system is considered as the objective function, and the approximation
is performed over the privacy capacity of the group of subcarriers which warrants a positive capacity of
ψz. First, the rate constraint which guarantees the quality of service (QoS) of the network is considered. Although the techniques warrant data exchange or channel feedback between the authentic users, which
can result in a slight rate performance degradation, typically IoT devices and applications have very low
data rates. Considering the KKT conditions as
∀m ∈ψz
∂l
∂ym = −ϕm(ym, zm) −1
M
Am
1+BmzmAmym −µy(m) + υy = 0
∂l
∂zm = −ϕm(ym, zm) −1
M
Bm
1+BmzmAmym −
Bm
1+Bmzm
−µz(m) + υz = 0
ym ≥0, µy(m)0, ymµy(m) = 0, ∀m ∈ℵ
zm ≥0, µz(m)0, zmµz(m) = 0, ∀m ∈ψz
υy ≥0, ∑mym ≤ps, υy (∑mym −ps) = 0
υz ≥0, ∑∈ψyym ≤pd, υz
∑∈ψyym −pd
= 0
λ ≥0, ˜Csd ≤1
M ∑m∈ψz log(1 +
Amym
1+Bmzm )
λ
˜Csd −1
M ∑m∈ψz log(1 +
Amym
1+Bmzm )
= 0
(16) (16) where ϕ(ym, zm) =
1
M
Am
1+Bmzm+Amym −1
M
Cm
1+Dmzm+Cmym
(17)
ϑm(ym, zm) =
1
M
Bm
1+Bmzm+Amym ) −
Bm
1+Bmzm −
Dm
1+Dmzm+Cmym +
Dm
1+Dmzm
(18) (17) (18) Equations (16)–(18) above are the derivations of the KKT conditions which the Lagrangian function
of the problem must satisfy for optimal solution to be achieved. Equations (16)–(18) above are the derivations of the KKT conditions which the Lagrangian function
of the problem must satisfy for optimal solution to be achieved. Apparently,
attempting
to
find
solution
to
the
source-to-destination
KKT
conditions,
a two-dimensional (2-D) bisection search estimation is performed on parameters λ, ν, and µ as
analyzed in Algorithm 1. Algorithm 1 Algorithm to solve problem (15) by solving the KKT conditions of (16), using 2-D search
approach for µ, ν, and λ. pp
µ
Initialize:
Am, Bm, Cm, Dm, ym, ∀m ∈ℵ; ps; sd; CSOD; ε, ζ. Generate: Initialize:
Am, Bm, Cm, Dm, ym, ∀m ∈ℵ; ps; sd; CSOD; ε, ζ. Generate: Am, Bm, Cm, Dm, ym, ∀m ∈ℵ; ps; sd; CSOD; ε, ζ. Generate: Am, Bm, Cm, Dm, ym, ∀m ∈ℵ; ps; sd; CSOD; ε, ζ. Generate: 1: Initiate λ = 0 therefore, eliminating the rate constraint), perform search for ν and y. 1: Initiate λ = 0 therefore, eliminating the rate constraint), perform search for ν and y. 2: Compute C(y) as sd capacity. 3: if C(y) > CSOD then 4:
revert y (meaning the rate constraint is achieved). 4.1. Formulated Optimization Problem Therefore, this setback of low rate performance does not alter the adoption of the scheme in
IoT operations. Second, the jamming mitigation power constraint which has its summation over the set
of subcarriers ψz is considered. This is due to the need to properly manage power so no power waste is
experienced by subcarriers which might not guarantee a positive gain of privacy. Last, the third constraint
which is the power constraint at Source is taken into consideration. Furthermore, the minimum expected
rate is represented as Csd, whereas ps and pd are set to represent the optimal sum of powers at Source
and Destination. With the aim of exploring the Karush–Kuhn–Tucker (KKT) conditions, we formulated the Lagrangian
function of the problem as L(y, z, λ, µy, µz, υy, υz) =
−1
M
∑
m∈ψz
log(1 +
Amym
1+Bmzm ) −log(1 +
Cmym
1+Dmzm )
−µR
y y −µR
z z + µy(∑
m ym −ps) + υz( ∑
m∈ψz
ym −pd)
+λ
˜Csd −1
M
∑
m∈ψz
log(1 +
Amym
1+Bmzm )
! (15) (15) 10 of 24 Sensors 2020, 20, 2609 Considering the KKT conditions as Considering the KKT conditions as Considering the KKT conditions as Considering the KKT conditions as else
2-D search: perform search for ν= 0 to satisfy power constraint till precision ε 5: else
2-D search: perform search for ν= 0 to satisfy power constraint till precision ε is achieved. P
f
h λ > 0 f
i
t
hi
th
t
t
i t
til
i i
ζ i
hi
d 5: else
2-D search: perform search for ν= 0 to satisfy power constraint till precision ε is achieved. Perform search λ > 0 for every given ν to achieve the rate constraint until precision ζ is achieved. Perform search λ > 0 for every given ν to achieve the rate constraint until precision ζ is achieved. Perform search λ > 0 for every given ν to achieve the rate constraint until precision ζ Given each pair of λ and ν, ym ≥0 is achieved as the solution of (24) for every m ∈ℵ. y (meaning the rate constraint is achieved). 7: end if 7: end if Considering Algorithm 1 (bisection algorithm), the following set of equations which require solution
will be encountered. These represent two nonlinear systems of equations:
∂l
∂ym = −ϕm(ym, zm) −λ
M
Am
1+BmzmAmym −µy(m) + υy = 0
∂l
∂zm = −ϕm(ym, zm) −λ
M
Bm
1+BmzmAmym −
Bm
1+Bmzm
−µz(m) + υz = 0 . (19) (19) Sensors 2020, 20, 2609 11 of 24 Finding solution for the KKT conditions which contains these two nonlinear equations appears to be
unnerving; therefore, we consider applying the approach of sequential convex approximation. Finding solution for the KKT conditions which contains these two nonlinear equations appears to be
unnerving; therefore, we consider applying the approach of sequential convex approximation. 4.2. Sequential Convex Approximation 4.2. Sequential Convex Approximation In attempt to realize a sequential convex approximation, the rate constraint and the objective function
which constitute the optimization problem formulated in (13) is rewritten as (20) below. f (y, z) =
1
M
∑
m∈Θz
log(1 +
Amym
1+Bmzm ) −log(1 +
Cmym
1+Dmzm )
= 1
M
∑
m∈Θz
(log(1 + Bmzm + Amym) + log(1 + Dmzm))
−1
M
∑
m∈Θz
(log(1 + Dmzm + Cmym) + log(1 + Bmzm))
= f1(y, z) + f2(y, z) 1
M ∑
m (log(1 + Bmzm + Amym))
−1
M ∑
m (log(1 + Bmzm)) ≥Csd
f3(y) + f4(y, z) ≥Csd
(20) (20) Evidently, f1 and f4 functions are concave while f2 and f3 functions are convex. Considering first-order
Taylor series expansion of convex functions as the function’s underestimator. By denoting the first-order
Taylor series expansion of f2 and f3 around (y(h), z(h)) points and expressing them, respectively, as ˜f (h)
2
, ˜f (h)
3
,
the following was realized, f1(y, z) + f2(y, z) ≥f1(y, z)+ ˜f (h)
2
(y, z)∀y, z ∈M
f4(y, z) + f3(z) ≥f4(y, z)+ ˜f (h)
3
(z)∀y, z ∈M
(21) (21) where where ˜f (h)
2
(y, z) = f2(y(h),z(h)) + ∇f2(y(h),z(h))R(
"
y
z
#
−
"
y(h)
z(h)
#
)
˜f (h)
3
(z) = f3(z(h)) + ∇f3(z(h))R(z −z(h))
∇f2(y, z) = −1
M
C1
1+D1z1+C1y1
... CM
1+DMzM+CMyM
D1
1+D1z1+C1y1 +
B1
1+B1z1
... DM
1+DMzM+CMyM +
BM
1+BMzM
∇f3(z) = −1
M
B1
1+B1z1
... BM
1+BMzM
(22) ˜f (h)
2
(y, z) = f2(y(h),z(h)) + ∇f2(y(h),z(h))R(
"
y
z
#
−
"
y(h)
z(h)
#
)
˜f (h)
3
(z) = f3(z(h)) + ∇f3(z(h))R(z −z(h))
∇f2(y, z) = −1
M
C1
1+D1z1+C1y1
... CM
1+DMzM+CMyM
D1
1+D1z1+C1y1 +
B1
1+B1z1
... DM
1+DMzM+CMyM +
BM
1+BMzM
∇f3(z) = −1
M
B1
1+B1z1
... 4.2. Sequential Convex Approximation BM
1+BMzM
(22) (22) 12 of 24 Sensors 2020, 20, 2609 Based on work done in [34] and assuming Bm
Dm < 1 we further simplify Θz and obtain Θz =
n
m
zm ≥0,
Am
1+Bmzm >
Cm
1+Dmzm , ∀m ∈ℵ
o
= {m |(BmCm −AmDm)zm > Am −Cm, ∀m ∈ℵ}
=
n
m
zm ≥
Am−Cm
BmCm−AmDm , 1 > Am
Cm > Bm
Dm , ∀m ∈ℵ
o
∪
n
m
zm ≥0, 1 < Am
Cm > Bm
Dm , ∀m ∈ℵ
o
(23) (23) Thus, following iteration h, we formulate the optimization problem as follows, max
y, z
f1(y, z) + ˜f (h)
2
(y, z)
s.t.f4(y, z) + ˜f (h)
3
(z) ≥Csd
∑
m
zm ≤pd, zm ≥0∀m ∈ℵ
zm = 0∀m ∈
n
m
Am
Cm < Bm
Dm < 1, ∀m ∈ℵ
o
∪
n
m
Bm
Dm > 1, ∀m ∈ℵ
o
zm ≥
Am−Cm
BmCm−AmDm ∀m ∈
n
m
1 > Am
Cm > Bm
Dm , ∀m ∈ℵ
o
∑
m
ym ≤ps, ym ≥0∀m ∈ℵ
(24) (24) It is observed that a convex optimization problem occurs at each point of iteration. This attempts
to optimize a lower bound on the primal objective function and guarantees the rate constraint. As the
iterative Algorithm reaches convergence, a decent approximation on the optimal values is expected. The optimization process is detailed in Algorithm 2. Algorithm 2 Sequential Convex Estimation Optimization Algorithm for solving optimization problem. Algorithm 2 Sequential Convex Estimation Optimization Algorithm for solving optimizat Algorithm 2 Sequential Convex Estimation Optimization Algorithm for solving optimization problem. Initialize:
(Am, Bm, Cm, Dm) : ∀m ∈ℵ, pd, ps, Csd, ζ. Generate:
y(0) = 1
Mps1M
z(0) =
1
|Θx|pda(i) = 1
1: if (i ∈Θx)
2: else a(i) = 0, t = 1
3: While True do
4: end if
Perform the convex optimization problem in (18) to realize y(t) , z(t),
if (
[y(t); z(t)] −[y(t−1); z(t−1)]
< ζ) then
break. else
t = t + 1
end if
5: end
6: return y(t) , z(t); Algorithm 2 Sequential Convex Estimation Optimization Algorithm for solving optimization problem. (Am, Bm, Cm, Dm) : ∀m ∈ℵ, pd, ps, Csd, ζ. Generate: (Am, Bm, Cm, Dm) : ∀m ∈ℵ, pd, ps, Csd, ζ. 4.2. Sequential Convex Approximation Generate: y(0) = 1
Mps1M
z(0) =
1
|Θx|pda(i) = 1 y
Mps1M
z(0) =
1
|Θx|pda(i) = 1 Perform the convex optimization problem in (18) to realize y(t) , z(t),
if (
[y(t); z(t)] −[y(t−1); z(t−1)]
< ζ) then
break. else
t = t + 1
end if
5: end
6: return y(t) , z(t); Perform the convex optimization problem in (18) to realize y(t) , z(t), Perform the convex optimization problem in (18) to realize y(t) , z(t), 13 of 24 Sensors 2020, 20, 2609 4.3. Optimization of Swift Privacy Rate in a MIMOME 4.3. Optimization of Swift Privacy Rate in a MIMOME 4.3. Optimization of Swift Privacy Rate in a MIMOME Considering a network scenario where multiple eavesdroppers operate, the first assumption in
realizing a swift privacy rate will be that Eve has full knowledge of her covariance matrix of noise and
interference (ME) just as she has full knowledge of all her entire CSIs (as earlier stated); then, she can
make use of the optimal receiving antenna and her achievable rate would be derived as RTE = log
ME + aA1ZrAG
1
−log |ME|
(25) (25) where ME = I+
aPm
ATx −r A2AG
2 + ePB
ARx
BBG
(26) (26) Then, the swift realizable privacy rate would be expressed as Then, the swift realizable privacy rate would be expressed as PR = (RTR −RTE)+
(27) (27) However, for a multiple-input multiple-output multiple-antenna eavesdropping (MIMOME) system,
assuming there is a constraint on the number of Eve’s antenna (AE), one major issue of the system will be
on how can to optimize the parameters of the transmission in such a way that Eve’s interference in the
transmission is made difficult. This becomes our focus in this subsection. In this MIMOME system, if there is great increase in of (AE), the artificial noise does not have a
significant impact on the rate of transmission between Tx and Eve (RTE). Therefore, the assumption in this
subsection is that there is a constraint on Eve’s maximum number of antennas; therefore, for the reason of
optimization, a worst case is assumed, and thus this maximum number of antennas is considered as (AE). To achieve this optimization, Tx and Rx cannot utilize the swift CSI at Eve, so as earlier mentioned,
PR is inappropriate for this optimization. From some previous research [6,13,18], it is observed that Eve’s
symptotic rate is a decent approximation to the tangible rate; thus, we adopted this fact in order to achieve
optimization. Suppose that the we make no assumption on the realizable random parameter (r) and
assuming that zr is a vector encompassing the transverse elements of Zr, and (AE) is discreetly huge. 4.3. Optimization of Swift Privacy Rate in a MIMOME Then, by rewriting (26), we obtained RTE = log
I+ aPm
ATx−rA2AG
2 + ePB
ARx BBG + aA1zrAG
1
−log
I+ aPm
ATx−rA2AG
2 + ePB
ARx BBG
= log
I+K3 ¯Θ3KG
3
−log
I+K4 ¯Θ4KG
4
,
(28)
as K3 and K4 are expanded as K3 =
1
√AE [A1, A2A3] , and K4 =
1
√AE [A2, B] . where
¯Θ3 = AEtrans
h
azP
r ,
aPm
ATx−r1ATx −r, bPB
ARx 1ARx
i
,
(29)
¯Θ4 = AEtrans
h
aPm
ATx−r1ATx −r, bPB
ARx 1ARx
i
,
(30)
f
h
f
b
f
h h
l
h
f RTE = log
I+ aPm
ATx−rA2AG
2 + ePB
ARx BBG + aA1zrAG
1
−log
I+ aPm
ATx−rA2AG
2 + ePB
ARx BBG
= log
I+K3 ¯Θ3KG
3
−log
I+K4 ¯Θ4KG
4
,
(28) (28) Tx
Rx
= log
I+K3 ¯Θ3KG
3
−log
I+K4 ¯Θ4KG
4
, as K3 and K4 are expanded as K3 =
1
√AE [A1, A2A3] , and K4 =
1
√AE [A2, B] . where
¯Θ3 = AEtrans
h
azP
r ,
aPm
ATx−r1ATx −r, bPB
ARx 1ARx
i
,
(29)
¯Θ4 = AEtrans
h
aPm
ATx−r1ATx −r, bPB
ARx 1ARx
i
,
(30) K3 and K4 are expanded as K3 =
1
√AE [A1, A2A3] , and K4 =
1
√AE [A2, B] . where d as K3 =
1
√AE [A1, A2A3] , and K4 =
1
√AE [A2, B] . where ¯Θ3 = AEtrans
h
azP
r ,
aPm
ATx−r1ATx −r, bPB
ARx 1ARx
i
,
(29) (29) ¯Θ4 = AEtrans
h
aPm
ATx−r1ATx −r, bPB
ARx 1ARx
i
,
(30) (30) Deriving from the approximation of RTE, an objective function which entails the approximation of
PR is proposed. Note that the proposed objective function does not depend on the CSI of Eve; however,
it considers the approximate swift rate of Eve. Likewise, as it is assumed that the transmitter and receiver 14 of 24 Sensors 2020, 20, 2609 has full knowledge of the null space (G), the receivers exact rate is applied but not in its asymptotic form. 4.3. Optimization of Swift Privacy Rate in a MIMOME The objective function is expressed as follows, h(zr, Pm, PB) = −log
MB + GV1ZrVG
1 GG + log |MB|
+ AEΩ
¯β3, ¯Θ3, ¯σ3
−AEΩ
¯β4, ¯Θ4, ¯σ4
,
(31) (31) where MB implies that the receiver has full knowledge of her covariance matrix of noise and interference,
¯β3 = ATx+ARx
AE
, ¯β4 = ATx−r+ARx
AE
, while ¯σ3 and ¯σ4 are solutions to the formulated problem. In order to
optimize the swift privacy rate, we proposed an optimization problem as stated below. min
r
min
zr, Pm, PB h (zr, Pm, PB)
s.t. r
∑
i=1
zr(i) + Pm ≤Pmax
A
zr(i) ≥0, ∀i = 1, ..., r
Pm ≥0
0 ≤PB ≤Pmax
B
(32) min
r
min
zr, Pm, PB h (zr, Pm, PB)
s.t. r
∑
i=1
zr(i) + Pm ≤Pmax
A
zr(i) ≥0, ∀i = 1, ..., r
Pm ≥0
0 ≤PB ≤Pmax
B
(32) (32) In the optimization problem above, the constraints are in their convex form; nevertheless, h(.) is yet
to assume a convex form. We can achieve this by rewriting the function In the optimization problem above, the constraints are in their convex form; nevertheless, h(.) is yet
to assume a convex form. We can achieve this by rewriting the function h(zr, Pm, P) = −log
MB + GV1ZrVG
1 GG + log |MB|
+ AE ¯β3υΘ3(¯σ3) −AE ¯β4υΘ4(¯σ4)
+ AE log
¯σ4
¯σ3
+ AE (¯σ3 −¯σ4) log(c)
= −log
MB + GV1ZrVG
1 GG + log |MB|
+
N ¯Θ3
∑
k=1
log (1 + ¯σ3( ¯Θ3)k, k) −
N ¯Θ4
∑
k=1
log (1 + ¯σ4( ¯Θ4)k, k)
+ AE log
¯σ4
¯σ3
+ AE (¯σ3 −¯σ4) log(c)
(33) (33) From Equation (33), we can linearize + ∑
N ¯Θ3
k=1 log (1 + ¯σ3( ¯Θ3)k, k), which is the convex form of h(.) at
every iteration point of the optimization algorithm using the expansion method of first-order Taylor series. Similarly, we can resolve the reliance state of h(.) on the ¯σ3, ¯σ4 parameters by making them constant with
respect to their values and the upgrading them at the end to achieve the following, 1 −¯σj+1
i
=
¯βi ¯σj+1
i
N ¯Θi
N ¯Θi
∑
k=1
( ¯Θj+1
i
)k, k
1 + ¯σj+1
i
( ¯Θj+1
i
)k, k
, i = 3, 4. 4.3. Optimization of Swift Privacy Rate in a MIMOME (34) (34) note that j + 1 represents the parameter value at j + 1 iteration. Thus, we optimized the preceding convex
function at j iteration, gj(yr) = −log
MB + GV1ZrVG
1 GG
−
N ¯Θ4
∑
k=1
log
1 + ¯σj
3( ¯Θ4)k, k
+
yr −yj
r
J∇yr f j yr=yj
r ,
(35) (35) 15 of 24 Sensors 2020, 20, 2609 denoting yr =
h
zJ
r, Pm, PB
iJ
and f j(yr) = log |MB| +
N ¯Θ3
∑
k=1
log
1 + ¯σj
3( ¯Θ3)k, k
. Recall that terms that are r =
h
zJ
r, Pm, PB
iJ
and f j(yr) = log |MB| +
NΘ3
∑
k=1
log
1 + ¯σj
3( ¯Θ3)k, k
. Recall that terms that a
d
(
) b
h
d
h
ff
h
h constant were not used in (25) because they do not have any effect in the optimization. However, at this
point, h(.) has assumed a convex function and we can then optimize it using the preceding optimization yj+1
r
=
arg min
yr
gj(yr)
s.t. r
∑
i=1
zr(i) + Pm ≤Pmax
A
zr(i) ≥0, ∀i = 1, ..., r
Pm ≥0
0 ≤PB ≤Pmax
B
. (36) yj+1
r
=
arg min
yr
gj(yr)
s.t. r
∑
i=1
zr(i) + Pm ≤Pmax
A
zr(i) ≥0, ∀i = 1, ..., r
Pm ≥0
0 ≤PB ≤Pmax
B
. (36) yj+1
r
=
arg min
yr
gj(yr)
s.t. r
∑
i=1
zr(i) + Pm ≤Pmax
A
zr(i) ≥0, ∀i = 1, ..., r
Pm ≥0
0 ≤PB ≤Pmax
B
. (36) (36) Similarly, at this point, if any possible values of r is deployed, an optimal output will be recorded. The summary of our proposed optimization procedure can be seen in Algorithm 3. Although different
optimization methods to tackle this kind of problem were proposed in [13,18] comparatively, these methods
give almost similar outcome, nonetheless, our proposed Algorithm 3 significantly executes with minimal
complexity. Our figures illustrate the efficiency and out-performance of our swift optimization algorithm
as compared with nonoptimal parameters. Algorithm 3 Swift privacy rate optimization algorithm. 4.3. Optimization of Swift Privacy Rate in a MIMOME Input actual:
ε, ¯σ0
3, ¯σ0
4, and initiate hmin= 0
1: for r = 1 : ATx do
2:
Set yr to satisfy the constraints
3:
while
yj
r−yj−1
r
yj−1
r
>ε do
4:
execute (28) till yj+1
r
is realized
5:
execute (25) using yj−1
r
till ¯σ0
3 , ¯σ0
4 is updated
6:
j = j + 1. 7:
end while
8:
if h
yj
r
< hmin then
9:
hmin = h
yj
r
10:
ymin = yj
r
11:
end if
12: end for
13: Revert ymin. Algorithm 3 Swift privacy rate optimization algorithm. p
ε, ¯σ0
3, ¯σ0
4, and initiate hmin= 0 end while 5. Numerical Analysis and Results In this section, MATLAB simulation results based on our proposed SCEO algorithm and the Swift
privacy rate optimization algorithm is presented. Our investigations show that the magnitudes of all
transmission channels are distributed in a Rayleigh form with an even unit of mean square, while the 16 of 24 Sensors 2020, 20, 2609 attenuation factor of the transmission self-interference ρ is set to be 0.8, except where slight changes are
required. The transmission power constraints were set at 20db except where otherwise stated. 5.1. Realized Privacy Capacity 5.1. Realized Privacy Capacity We performed a transmission performance evaluation for a three-node transmission under power
and rate constraints as shown in Figures 3 and 4. A comparison of three separate transmission scenarios
with respect to the privacy capacity of their transmissions is shown in the experiment. 0.0
0.1
0.2
0.3
0.4
0.5
0.6
Sc(bit/s/Hz)
P(dB)
Transmission 1 (Sc,1)
Transmission 2 (Sc,2)
Transmission 3 (Sc,3)
20 30 40 50 60
Figure 3. Realized privacy capacity against eavesdroppers under power and rate constraints. 0
2
4
6
8
10
P (dB)
Transmission 1 (CSOD,1)
Transmission 2 (CSOD,2)
Transmission 3 (CSOD,3)
CSOD
20 30 40 50 60
Figure 4. Realized privacy capacity for Source-to-Destination (C∗
SOD = 0.8CSOD,1) transmission under
power and rate constraints. 0.0
0.1
0.2
0.3
0.4
0.5
0.6
Sc(bit/s/Hz)
P(dB)
Transmission 1 (Sc,1)
Transmission 2 (Sc,2)
Transmission 3 (Sc,3)
20 30 40 50 60
Figure 3. Realized privacy capacity against eavesdroppers under power and rate constraints. Figure 3. Realized privacy capacity against eavesdroppers under power and rate constraints. 0
2
4
6
8
10
P (dB)
Transmission 1 (CSOD,1)
Transmission 2 (CSOD,2)
Transmission 3 (CSOD,3)
CSOD
20 30 40 50 60
Figure 4. Realized privacy capacity for Source-to-Destination (C∗
SOD = 0.8CSOD,1) transmission under
power and rate constraints. Figure 4. Realized privacy capacity for Source-to-Destination (C∗
SOD = 0.8CSOD,1) transmission under
power and rate constraints. Figure 3 indicates privacy capacity against Eve, whereas Figure 4 represents the data rate of the
transmission between the source and destination (Source-to-Destination) specifically realizing for the entire
Am < Cm, ∀m ∈ℵ. This clearly implies that, for the entire set of subcarriers, the Eve’s channel is stronger
from the Source (Tx) than the Destination (Rx) has from the Source. For Transmission 1 (the first transmission scenario), at the Source and Destination terminals, data
rate is optimized subject to power constraints. However, this occurs without the constraint for privacy Sensors 2020, 20, 2609 17 of 24 17 of 24 capacity. The subsequent obtainable data rate is signified by CSOD,1. On the other hand, as expected for
this channel, the subsequent privacy capacity Sc,1 is realized as zero. For Transmission 2, the transmissions privacy capacity is optimized subject to power constraints at
Source and Destination likewise a rate constraint of Source-to-Destination. 5.1. Realized Privacy Capacity Setting the lesser bound on the rate
(i.e., the constrained rate) at C∗
SOD = 0.8CSOD,1, the equivalent rate realized at the channel transmission is
signified by CSOD,2, as anticipated, the curve is vague from that of C∗
SOD. Sc,2 represents the subsequent
attained transmission privacy capacity and it is huge and quite close to Transmission 3. In Transmission 3 (the third transmission scenario), the privacy capacity is optimized with only power
constraint at Source and Destination without considering any rate constraint. Subsequently, we represented
the privacy capacity as Sc,3 while the data transmission rate is signified as CSOD,3. Considering the three transmission scenarios, it is observed that the result obtained at the second
scenario (Transmission 2) outperform the other two transmission scenarios in terms of source-to-destination
data rate trade-off and the transmission’s privacy capacity. 5.2. Joint Power Assignment for Multiple Destinations For a multiple transmission destinations scenario, we considered Cn = χC∗
n, representing C∗
n as
the optimal data rate attainable from Source to Destination when power ps
N is assigned to Source for
data broadcast to the nth destination. Considering χ = 0.8 and N = 4, Figures 5 and 6, respectively,
represent the maximum attained privacy capacities and data rates from the source-to-destination. Likewise,
the equivalent outputs with no rate constraint are represented in the two figures. It is observed that if rate
constraints are applied, a small measure of privacy capacities is lost, however, significant data rates are
gained and maintained. For both Figures 5 and 6, under rate constraint, both the achieved and constrained
rates are separable. 0.0
0.1
0.2
0.3
0.4
0.5
0.6
Sc(bit/s/Hz)
P (dB)
Transmission 1 without rate constraint
Transmission 2 without rate constraint
Transmission 3 without rate constraint
Transmission 4 with rate constraint
Transmission 5 with rate constraint
Transmission 6 with rate constraint
20 30 40 50 60
Figure 5. Maximum realized privacy capacity for multiple destinations transmission. Figure 5. Maximum realized privacy capacity for multiple destinations transmission. 18 of 24 Sensors 2020, 20, 2609 0
1
2
3
CSOD
P (dB)
Transmission 1 (with rate constraint)
Transmission 2 (with rate constraint)
Transmission 3 (with rate constraint)
Transmission 4 (w/o rate constraint)
Transmission 5 (w/o rate constraint)
Transmission 6 (w/o rate constraint)
20 30 40 50 60
Figure 6. Source-to-Destination data rate for multiple destinations transmission. Figure 6. Source-to-Destination data rate for multiple destinations transmission. 5.3. Joint Power Assignment for Multiple Sources For a multiple transmission source scenario, considering the nth transmission source, we set the rate
constraint as Cn = χC∗
n, representing C∗
n as the optimal data rate attainable from Source to Destination
when power ps,n = ps
M is assigned to Destination for data broadcast from the nth Source. Figures 7 and 8
present the data rates and privacy capacities for all three different sources. The subsequent result shows
that although a small measure of privacy capacity is lost in the absence of rate constraint, significant data
rates are gained and maintained. 5.2. Joint Power Assignment for Multiple Destinations 0.0
0.1
0.2
0.3
0.4
0.5
Sc (bit/s/Hz)
P (dB)
Transmission 1 (w/o rate constraint)
Transmission 2 (w/o rate constraint)
Transmission 3 (w/o rate constraint)
Transmission 4 (with rate constraint)
Transmission 5 (with rate constraint)
Transmission 6 (with rate constraint)
20 30 40 50 60
Figure 7. Maximum realized privacy capacity for multiple sources transmission. Figure 7. Maximum realized privacy capacity for multiple sources transmission. 19 of 24 Sensors 2020, 20, 2609 0.0
0.5
1.0
1.5
2.0
2.5
3.0
CSOD
P (dB)
Transmisson 1 (with rate constraint)
Transmisson 2 (with rate constraint)
Transmisson 3 (with rate constraint)
Transmisson 4 (w/o rate constraint)
Transmisson 5 (w/o rate constraint)
Transmisson 6 (w/o rate constraint)
20 30 40 50 60
Figure 8. Source-to-Destination data rate for multiple sources transmission. Figure 8. Source-to-Destination data rate for multiple sources transmission. 5.4. Performance Comparison of Difference Algorithms 5.4. Performance Comparison of Difference Algorithms In Figures 9 and 10, we compared our proposed sequential convex estimation optimization (SCEO),
which is intended to mitigate the optimization problem in (15) against the Bisection method in [38] and the
two-stage cooperative jamming scheme (TSCS) in [44]. A total of 60 transmitting antennas were selected
for both experiments. For the rate constraints, about 0.8 of optimal attainable capacity (OAA) was selected
for Figure 9, whereas for Figure 10, the power constraint (ps = pd = p) is set at 20 dB. Figure 9 indicates that mostly if the power constraints are low, our proposed SCEO technique
is latent enough to obtain optimal values. Comparing the three different techniques in Figure 10 at
different variations of rate constraint. Our technique is observed to outperform the other two compared
techniques notwithstanding severe rate constraints. Moreover, as the rate constraints becomes more
severe, convergence might be difficult for the TSCS and Bisection techniques but our algorithm converges
almost seamlessly. 0.0
0.1
0.2
0.3
0.4
0.5
Sc (bit/s/Hz)
P (dB)
TSCS in [44]
Bisection Estimation in [38]
Proposed SCEO Algorithm
20
30
40
50
60
Figure 9. Performance of the algorithms under different power constraints. Figure 9. Performance of the algorithms under different power constraints. 20 of 24 Sensors 2020, 20, 2609 0.0
0.2
0.4
0.6
0.8
1.0
0.10
0.12
0.14
0.16
0.18
0.20
0.22
0.24
0.26
Sc (bit/s/Hz)
Rate Constraint
Proposed SCEO Algorithm
Bisection Estimation in [28]
TSCS in [44]
Figure 10. Performance of the algorithms with different rate constraints for p = 20 dB. Figure 10. Performance of the algorithms with different rate constraints for p = 20 dB. Finally, the complexity analysis of our swift privacy rate optimization algorithm in a multiple
transmission and multiple eavesdropper scenario is shown in Figure 11. We set the optimization parameters
as AE = ATx, β1 = 6, Pmax
n
= Pmax
B
= 20 dB. From the result of our investigation, there were no evident
patterns in the optimal values, in addition, the optimal parameters are dependent on the outputs of
G. Nevertheless, Pn can be assumed to be frequently and approximately distributed evenly among the
channels. Finally, it is observed that as AE becomes larger, the minimal PB and r are respectively favored
by the optimization. 5.4. Performance Comparison of Difference Algorithms 0
100
200
300
400
500
600
0
100
200
300
400
500
600
700
800
Average number of Eve's (AE)
Number of transmiting Antenna's (ATx)
Optimal
Pn=PB=20dB
Pn=PB=30dB
Pn=30dB,PB=10dB
Figure 11. Comparison of ¯AE versus ¯ATx with different parameters. Figure 11. Comparison of ¯AE versus ¯ATx with different parameters. References 1. Anajemba, J.H.; Tang, Y.; Ansere, J.A.; Iwendi, C. Performance Analysis of D2D Energy Efficient IoT Networks
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IEEE Industrial Electronics Society, Washington, DC, USA, 21–23 October 2018; pp. 3864–3869. [CrossRef] 2. Schneider, P.; Horn, G. Towards 5G security. In Proceedings of the 4th IEEE International Conference on Trust,
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[PubMed] 7. Zhou, Q.; Chan, C. 6. Conclusions In this study, we explore the privacy capacity of wireless transmitting networks in several schemes
relating to full-duplex jamming. Subject to both the transmission rate and power constraints, we considered
and implemented an efficient power allocation optimization algorithm for enhancing privacy capacity
in a three-node transmitting network and also in a real life MIMOME scenario. The applications of the
resulting research and results can be applied to current wireless communication networks seen in rampant
use in both IoT and 5G networks. Our experimental results showed that by using the sequential convex
estimation optimization (SCEO) algorithm, a more optimal result and enhanced convergence is achieved. 21 of 24 21 of 24 Sensors 2020, 20, 2609 However, due to possible challenges envisaged when a multiple eavesdropper is active in a network, we
expanded our research to develop a swift privacy rate optimization algorithm, which executes significantly
with minimal complexity when compared with nonoptimal parameters. The use of the rate constraint
together with self-interference of the full-duplex at the receiving node makes the performance of our
technique outstanding from the recent studies reviewed. Furthermore, we extended our study to consider
a scenario where multiple sources and multiple destinations are in use. Finally, our technique indicates
that as the iterative algorithm reaches convergence, a decent approximation on the optimal values is
achieved. In a future work, we intend to consider a stochastic optimization approach for privacy capacity
with Eve’s CSI Unknown to Users. Author Contributions: Conceptualization, J.H.A. and Y.T.; methodology, J.H.A. and C.I.; software, A.O.; validation,
J.H.A, Y.T., C.I., and G.S.; formal analysis, Y.T. and J.H.A.; investigation, A.O. and J.H.A; resources, O.J. and G.S.; data
curation, J.H.A.; writing—original draft preparation, J.H.A.; writing—review and editing, C.I., and G.S.; visualization,
C.I.; supervision, Y.T.; project administration, J.H.A. and O.J.; funding acquisition, O.J. All authors have read and
agreed to the published version of the manuscript. Funding: This research was supported by the National Research Foundation of Korea (NRF) grant funded by the
Korea government (MSIT) (No. NRF-2018R1C1B5045013). Acknowledgments: The authors wish to acknowledge the technical, supervision and material supports received from
Tang Yue, Department of Communication Engineering, College of Internet of Things, Hohai University, Changzhou
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Human–Animal Interaction and Older Adults: An Overview
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Frontiers in psychology
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Edited by:
Natalie Ebner,
University of Florida, United States Keywords: human–animal interaction, pet ownership, animal-assisted therapy, aging, older adults Human–Animal Interaction and
Older Adults: An Overview Nancy R. Gee1,2*, Megan K. Mueller3,4 and Angela L. Curl5 1 Department of Psychology, State University of New York, Fredonia, NY, United States, 2 WALTHAM Centre for Pet Nutrition,
Leicestershire, United Kingdom, 3 Tufts Institute for Human-Animal Interaction, Department of Clinical Sciences, Cummings
School of Veterinary Medicine at Tufts University, North Grafton, MA, United States, 4 Jonathan M. Tisch College of Civic Life
at Tufts University, Medford, MA, United States, 5 Family Science and Social Work and Scripps Gerontology Center, Miami
University, Oxford, OH, United States Both pet ownership and animal-assisted therapy are becoming increasingly popular in
the United States, and the science of human–animal interaction (HAI) seeks to explore
how these relationships with animals can impact health and well-being. In particular,
one burgeoning area of research is the role of HAI in healthy aging, given the potential
for HAI as an important feature of health and well-being in older adults. The purpose
of this review is to summarize and evaluate existing research in this innovative area
of scholarship, identifying the potential benefits and risks of both pet ownership and
animals in therapeutic settings for older adults. We will also identify recommendations
for future research and applications in this developing area of scholarship. INTRODUCTION Reviewed by:
Marie Jose Enders-Slegers,
Open University in the Netherlands,
Netherlands
Phoebe E. Bailey,
Western Sydney University, Australia Reviewed by:
Marie Jose Enders-Slegers,
Open University in the Netherlands,
Netherlands Pet ownership is prevalent in the United States; 65% of households have at least one pet (American
Pet Products Association, 2016). Animals are increasingly incorporated into therapeutic settings
targeting improved mental and physical health (e.g., Fine, 2015). The science of Human–Animal
Interaction (HAI) seeks to understand how our relationships with animals can influence both
human and animal health, and has grown considerably in recent years (McCune et al., 2014). Phoebe E. Bailey,
Western Sydney University, Australia *Correspondence:
Nancy R. Gee
nancy.gee@fredonia.edu One particular area for continued growth is the role of HAI in healthy aging, given the potential
for HAI as a key component of understanding health and well-being in older adults. Initial work in
this area has demonstrated promising outcomes. The purpose of this paper is to describe existing
research on HAI and older adults, and identify avenues for future research in this developing area
of scholarship. Other reviews of HAI and aging exist, but are more limited in scope (e.g., limited
to pet ownership; McNicholas, 2014), pathology (e.g., depression; Virués-Ortega et al., 2012), or
are restricted to one type of HAI (e.g., Virués-Ortega et al., 2012; Bernabei et al., 2013) or one
population (e.g., persons with dementia; Filan and Llewellyn-Jones, 2006). In this overview, we
will draw on these reviews, along with edited volumes and original research, in order to frame the
current state of the field with regards to HAI in healthy aging. As with much HAI research, the
preponderance of the findings discussed herein is from work undertaken in Western countries. Specialty section:
This article was submitted to
Emotion Science,
a section of the journal
Frontiers in Psychology Received: 30 May 2017
Accepted: 04 August 2017
Published: 21 August 2017 Keywords: human–animal interaction, pet ownership, animal-assisted therapy, aging, older adults MINI REVIEW
published: 21 August 2017
doi: 10.3389/fpsyg.2017.01416 Citation: Gee NR, Mueller MK and Curl AL
(2017) Human–Animal Interaction and
Older Adults: An Overview. Front. Psychol. 8:1416. doi: 10.3389/fpsyg.2017.01416 As will become apparent the theme of the discussion below is that the impact of animals on
healthy human aging is complicated and fraught with challenges. In this paper, we provide an
overview of the state of this research, briefly describe the challenges, and make recommendations
for future researchers. August 2017 | Volume 8 | Article 1416 1 Frontiers in Psychology | www.frontiersin.org Human–Animal Interaction and Older Adults Gee et al. OVERVIEW OF HAI RESEARCH dog, and with retaining functionality after stroke (Rondeau et al.,
2010). However, more research is needed focusing specifically on
older adult populations. In exploring how HAI can impact older adults, it is important
to understand the contexts in which they interact with animals,
both as pets and in therapeutic situations. Pet ownership is
one of the most common and sustained forms of interaction;
pets may live in the home (e.g., cats and dogs) or outside (e.g.,
horses). An examination of the Health and Retirement Study data
revealed that just over half of adults over the age of 50 years
have at least one pet (author calculations using 2012 data). In
addition, animal-assisted activities (AAAs) and therapy (AAT)
are becoming increasingly popular for older adults. Animal-
assisted activities involve informal activities such as animal
visitation programs, whereas AAT is defined as “a goal oriented,
planned, and structured therapeutic intervention directed and/or
delivered by health, education, or human service professionals”
(Jegatheesan et al., 2015, p. 416). As AAA/T programs designed
for older adults become more commonplace, it is increasingly
important to build an evidence base about the effectiveness of
these practices. Existing research in both pet ownership and
AAA/T has demonstrated promising findings for a variety of
outcomes of health and well-being for older adults. However,
this evidence base is not strong in all areas of health. We begin
by presenting existing evidence for specific areas of health and
well-being, with a focus on older adults, and then discuss the
associated challenges. Depression and Anxiety Much HAI research has focused on the role of animals in
mitigating mental health disorders such as depression/anxiety. Animal-assisted activities and therapy has been associated with
reductions in depression symptoms for a variety of populations
(Souter and Miller, 2007), with moderate effect sizes (Virués-
Ortega et al., 2012). These effects are particularly apparent with
populations in elder-care institutions and assisted-living facilities,
such as older adults with no cognitive impairment (Colombo
et al., 2006), with dementia (Travers et al., 2013), requiring the
use of wheelchairs or walkers (Le Roux and Kemp, 2009), and
with mental illness (Moretti et al., 2011). Similarly, AAA/T has
been shown to reduce anxiety in patients with Alzheimer’s disease
(Mossello et al., 2011), those hospitalized with heart failure (Cole
et al., 2007), and residents of long-term care facilities (Le Roux
and Kemp, 2009). In addition to evidence of the therapeutic effects of AAA/T,
some findings have indicated a link between pet ownership and
reduced depression for older adults (e.g., Garrity et al., 1989); the
emotional bond between older adults and their pets seems to be
a particularly important component of that relationship (Peretti,
1990). However, several studies have not found differences in
levels of depression between pet owners and non-pet owners
(Miller and Lago, 1990; Branson et al., 2016), or have found an
increase in depressive symptoms after the loss of a pet (Chan
et al., 2012). More research is needed in this area to clarify the
impact of pets on depressive symptoms. Cardiovascular Health Some of the strongest research exploring HAI and health
outcomes, though not specifically focused on older adults,
has focused on the link between HAI and cardiovascular
health and adaptive stress responses. Pet ownership has been
associated with lower blood pressure, lower heart rate, and
faster recovery during mental stress (Allen et al., 2001, age
not specified; Allen et al., 2002, adults of all ages). Friedmann
et al. (2013) demonstrated a link between pet ownership and
cardiovascular health, both as a predictor of long-term survival
in patients (ages 33–84 years) who had experienced a myocardial
infarction (Friedmann et al., 2011), and in improving ambulatory
blood pressure in hypertensive older adults. Aiba et al. (2012,
participant ages: M = 69, SD = 8) showed pet ownership to
be an independent predictor of cardiac autonomic imbalance
for patients with conditions such as diabetes, hypertension,
or hyperlipidemia. In fact, the American Heart Association
(AHA) issued a scientific statement suggesting that pet ownership
(particularly dogs) may reduce the risk of cardiovascular disease
(Levine et al., 2013). Specifically, the AHA statement identified
and summarized the 31 most relevant studies and concluded that
there were varying levels of evidence (depending on outcome) for
a link between pet ownership and improved outcomes regarding
systemic hypertension, hyperlipidemia, physical activity, obesity,
autonomic function, cardiovascular reactivity, and survival
for individuals with cardiovascular disease. In addition to
pet ownership, animal-assisted physical health interventions
(primarily dog walking) have been associated with increasing
cardiac functioning for older adults (Motooka et al., 2006)
compared to when the same individuals were not walking with a Frontiers in Psychology | www.frontiersin.org Physical Activity and Falls In addition to mental health and well-being outcomes, pet
owners (and dog owners in particular) are often more likely to
be physically active. Older adult dog owners are significantly
more likely to walk more than non-pet owners, and have
higher levels of physical activity (Dembicki and Anderson, 1996;
Thorpe et al., 2006; Toohey et al., 2013; Curl et al., 2016). In addition, one study found less deterioration in ability to
perform activities of daily living for older adult pet owners
compared to non-pet owners (age 65+; Raina et al., 1999). Recently, a study using the ActivPal accelerometer showed that
independent living older adult dog owners spent more time
walking, walked for more minutes at a moderate cadence,
and spent less time sitting compared to their non-dog-owning
matched counterparts (Dall et al., 2017). Within the context of
AAA, assisted-living residents who walked with a dog walked
farther compared to walking without a dog (Herbert and Greene,
2001). In addition to the physical health benefits of HAI, it
is also important to note that animals may be associated
with increased risk. Falls are a major factor influencing
mortality and morbidity for aging adults (Ambrose et al.,
2013). Dogs and cats may be associated with fall risk,
and fall injuries related to pets are highest for people
75 years of age and older (Stevens et al., 2010). In addition,
dogs can be a hazard for injuries related to leash-walking
(Willmott et al., 2012) and both cats and dogs can be
linked to scratches and bites. Although the risk of disease
spreading between animals and people (zoonotic disease
transmission) is low (e.g., Lowden et al., 2015), it is important
to recognize that older adults likely represent a vulnerable
population. Additional research is needed to explore the
risk/benefit ratio of HAI for older adults, and to establish best
practices for ensuring safety and supporting pet ownership,
particularly in physical activity interventions involving dog
walking. In addition, there are certain methodological challenges
specific to the nature of HAI. For example, it is nearly
impossible to conduct double-blind studies involving animals –
participants are aware that the animal is present. Finally, in
examining the impact of pet ownership, there is a fundamental
confound involving causality that is difficult to avoid. Loneliness and Social Support Human–animal interaction may provide social support for older
adults, thus reducing the risk of loneliness. Animal-assisted
activity has been leveraged as an intervention to improve social
functioning in older psychiatric (Haughie et al., 1992) and
dementia patients (Sellers, 2005; Filan and Llewellyn-Jones, 2006;
Marx et al., 2010). In addition, AAA can contribute to reducing
loneliness, and improving quality of life, mood, and social
interaction (Banks and Banks, 2002; Vrbanac et al., 2013) in
long-term and elder-care facilities. Pet ownership has been hypothesized to have similar beneficial
effects. Older pet owners have been found to be less likely to
report loneliness (Stanley et al., 2013). Pets may act as catalysts
for human social interactions (McNicholas and Collis, 2000),
thereby fostering a sense of community (Wood et al., 2007). In
a study of adults 50+ years of age, Toohey et al. (2013) found
that frequent dog walkers were more likely to report a high
sense of community, in addition to the benefits of increased
physical activity. In addition, for older adults high attachment
to a pet has been associated with lower levels of loneliness (age
55–84 years; Krause-Parello and Gulick, 2013) and appears to
mediate the relationship between loneliness and general health
for older women (age 55–84 years; Krause-Parello, 2008), perhaps
providing a “buffering” effect. However, there are also mixed
findings in this area; Gilbey et al. (2007) found no difference in August 2017 | Volume 8 | Article 1416 Frontiers in Psychology | www.frontiersin.org 2 Gee et al. Human–Animal Interaction and Older Adults Quality of Life and Life Satisfaction Quality of Life and Life Satisfaction
Quality of life is a key issue for aging adults as they move
through life transitions, and interacting with animals may be
a way of mitigating some of the associated stressors (Steed
and Smith, 2002). Pet ownership has been linked to smaller
decreases in life satisfaction after retirement (Norris et al., 1999). Interestingly, one study found that caregivers of a spouse with
dementia reported higher attachment to their pets after onset of
their spouse’s dementia (Connell et al., 2007). Animal-assisted
activities also have been associated with increased life satisfaction
and decreased depression in older adults, including those both
with and without dementia or cognitive deficits (Steed and Smith,
2002; Colombo et al., 2006; Olsen et al., 2016). CONSIDERATIONS/CHALLENGES FOR
HAI RESEARCH loneliness between pet owners and non-pet owners in a sample of
adults 18 years and over. Since these studies have been correlative,
it cannot be ruled out that lonely individuals are more likely to
get pets; therefore, future work assessing causality is necessary
(Pikhartova et al., 2014). Research
on
HAI
has
been
plagued
by
methodological
shortcomings which call into question the strength of the
evidence base. The preponderance of the published research
lacks the use of standardized measures for concepts such as
pet bonding and for outcomes (e.g., loneliness), relies on small
sample sizes, and involves short-term examination of effects (lack
of longitudinal studies). The animals involved and the human
interaction with animals are frequently not well described and
rarely is pet ownership history or degree of involvement with
pets included when describing the sample and methodology (for
a complete discussion see Kazdin, 2015). In research involving
AAA/T, many studies do not employ randomized controlled
trials or other rigorous control or comparison procedures such
as use of appropriate covariate procedures in data analysis. As
HAI researchers begin to more seriously investigate the impact of
animals on older adults, it is critical that they carefully examine
their planned research approaches and simply put, raise the bar
on quality. Further, as with any field of investigation, there is
a positive publication bias – typically journals are more likely
to accept for publication manuscripts that report significant
findings (Herzog, 2015). This bias is exacerbated in HAI research
because often researchers form hypotheses that test for associated
benefits, rather than posing more objective questions, and fail
to consider that HAI could have negative effects (Stevens et al.,
2010). Physical Activity and Falls In
most studies of pet ownership, due to selection effects, it is
difficult to ascertain if pet ownership is the cause of certain
health outcomes – do pets make people healthier or do
healthier people choose to own pets? One could address this
by randomly assigning pet ownership to participants (e.g.,
Allen et al., 2001), but because pet type and ownership are
personal choices with long-term implications, few participants
are willing to be assigned to a particular pet ownership
status. Another approach is to utilize large-scale, longitudinal
datasets that allow for the use of comprehensive control
variables at the analysis phase to identify some of the factors
predicting pet ownership; however, as elegant as this approach
may be, it is still not possible to completely determine
causality. Frontiers in Psychology | www.frontiersin.org RECOMMENDATIONS FOR FUTURE
RESEARCH Despite the heterogeneity in health status, there are general
patterns of age-related declines in health, which can impact
research participation: normal age-related declines in hearing,
vision, cognition, and dexterity can create difficulties for older
research participants (Weil, 2015). Age-related health changes
can also pose mobility and transportation problems in traveling
to research sites if a participant is in a wheelchair and/or cannot
drive. These changes might also impact an individual’s ability to
participate in HAI, particularly in activities such as dog walking
(Toohey et al., 2013). Of critical importance to future research in the intersection
of HAI and gerontology is high quality methodology, as
has been called for in other areas of HAI (McCune et al.,
2014). This nascent research focus will benefit from the
broad spectrum of investigative approaches from qualitative
and descriptive, to large-scale longitudinal studies, to the
gold
standard
of
establishing
causation:
the
randomized
controlled trial. In all cases, the key is to implement the
best design to appropriately address the question under
investigation. The use of high quality, rigorous methodologies
is
critical
to
establishing
a
solid
foundational
evidence
base. Experimental and longitudinal researchers face additional
challenges: older participants often drop out of research studies
after moving, when experiencing illness and/or hospitalization,
because of cognitive decline, or because they simply decide
to stop participating (García-Peña et al., 2015a). Attrition can
be reduced by allowing someone else (a “proxy”) to provide
responses, but this can be problematic when trying to examine
change (Weil, 2015). Other options include multiple follow-
up attempts, reducing the length of time between observations,
and use of other modes of contact (e.g., telephone and
internet). Older participants are also at an increased risk of
mortality. It is important for researchers to be comprehensive in
presenting the relevant background research. In addition
to
presenting
findings
that
are
published
in
both
HAI
and gerontology journals, researchers in both fields also
frequently publish in a wide variety of other disciplines
(e.g.,
psychology,
sociology,
and
anthropology). This
breadth of publication outlets may make it challenging to
consolidate and organize all the relevant previous research. We recommend that researchers develop interdisciplinary
teams that bring the relevant HAI and gerontology expertise to
projects. Normal age-related changes and increased risk for health
problems must also be considered (García-Peña et al., 2015b). CONSIDERATIONS/CHALLENGES FOR
AGING RESEARCH It is important to understand the challenges of integrating HAI
research with aging research. When conducting research with
older adults, there are a number of design and implementation
considerations. For example, researchers must decide how to August 2017 | Volume 8 | Article 1416 Frontiers in Psychology | www.frontiersin.org 3 Human–Animal Interaction and Older Adults Gee et al. define the lower age limit to be considered an “older adult.”
In the United States, age 65 years is used for federal statistical
purposes (e.g., Administration on Aging [AoA], 2016), while the
United Nations (2015) generally uses 60 years as the cut-offage
for “older adulthood.” Alternatively, researchers may define older
adulthood functionally, in terms of being retired or living in a
retirement community. In addition, researchers often create age
groupings of young–old, old–old, and oldest–old (Garfein and
Herzog, 1995), and may vary in how they define such groups (e.g.,
Garrity et al., 1989; Toohey et al., 2013). questions may be asked in a way that reduces the measure’s
psychometric properties or comparability to other research
studies. In aging-related studies, researchers are faced with the
disentangling age, period, and cohort effects (Nesselroade and
Labouvie, 1985). Age effects refer to chronological age-related
changes, while period effects are the historical context and
effects of a given timeframe (e.g., natural disaster). Cohort
effects describe the way that age generations tend to act
and behave. Disentangling these effects can be difficult if not
impossible, and researchers should carefully consider which
effects are of greatest interest. Researchers should be wary of
attributing differences to age when they could be explained
by period or cohort effects. A related consideration is that
of continuity versus change – that is, differences between
individuals could have existed for years and extend into older
adulthood, or they could have emerged as part of the aging
process. Aside from the characteristic of age, there is a great deal
of heterogeneity among the older adult population, including
gender,
marital
status,
living
arrangements
and
housing,
racial and ethnic composition, geographic distribution, income
and wealth, employment, education, health, and health care
(Administration on Aging [AoA], 2016), all of which may
be important variables in understanding HAI in older adults
(e.g., living alone; Stanley et al., 2013). Therefore, researchers
should consider how to recruit study participants to reflect
these characteristics, and take care when making statements
about the generalizability of findings (Nesselroade and Labouvie,
1985). Frontiers in Psychology | www.frontiersin.org REFERENCES Cole, K. M., Gawlinski, A., Steers, N., and Kotlerman, J. (2007). Animal-assisted
therapy in patients hospitalized with heart failure. Am. J. Crit. Care 16, 575–585. Administration on Aging [AoA] (2016). A Profile of Older Americans: 2015. Washington, DC: U.S. Department of Health and Human Services. Colombo, G., Dello Buono, M., Smania, L., Raviola, R., and De Leo, D. (2006). Pet
therapy
and
institutionalized
elderly:
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study
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144
cognitively unimpaired subjects. Arch. Gerontol. Geriatr. 42, 207–216. doi: 10.1016/j.archger.2005.break06.011 Aiba, N., Hotta, K., Yokoyama, M., Wang, G., Tabata, M., Kamiya, K., et al. (2012). Usefulness of pet ownership as a modulator of cardiac autonomic imbalance
in patients with diabetes mellitus, hypertension, and/or hyperlipidemia. Am. J. Cardiol. 109, 1164–1170. doi: 10.1016/j.amjcard.2011.11.055 Connell, C. M., Janevic, M. R., Solway, E., and McLaughlin, S. J. (2007). Are pets a
source of support or added burden for married couples facing dementia? J. Appl. Gerontol. 26, 472–485. doi: 10.1177/0733464807305180 Allen, K., Blascovich, J., and Mendes, W. B. (2002). Cardiovascular reactivity
and the presence of pets, friends, and spouses: the truth about cats and dogs. Psychosom. Med. 64, 727–739. doi: 10.1097/00006842-200209000-00005 Curl, A. L., Bibbo, J., and Johnson, R. A. (2016). Dog walking, the human–
animal bond and older adults’ physical health. Gerontologist doi: 10.1093/
geront/gnw051 [Epub ahead of print]. Allen, K., Shykoff, B. S., and Izzo, J. L. (2001). Pet ownership, but not ACE inhibitor
therapy, blunts home blood pressure responses to mental stress. Hypertension
38, 815–820. Dall, P. M., Ellis, S. L., Ellis, B. M., Grant, M., Colyer, A., Gee, N. R., et al. (2017). The
influence of dog ownership on objective measures of free-living physical activity
and sedentary behaviour in community-dwelling older adults: a longitudinal
case-controlled study. BMC Public Health 17:496. doi: 10.1186/s12889-017-
4422-5 Ambrose, A. F., Paul, G., and Hausdorff, J. M. (2013). Risk factors for falls among
older adults: a review of the literature. Maturitas 75, 51–61. doi: 10.1016/j. maturitas.2013.02.009 Dembicki, D., and Anderson, J. (1996). Pet ownership may be a factor in improved
health of the elderly. J. Nutr. Elder. 15, 15–31. doi: 10.1300/J052v15n03_02 American Pet Products Association (2016). Pet Industry Market Size &
Ownership Statistics. Available at: http://www.americanpetproducts.org/press_
industrytrends.asp Filan, S. L., and Llewellyn-Jones, R. H. (2006). Animal-assisted therapy
for dementia: a review of the literature. Int. Psychogeriatr. 18, 597–611. doi: 10.1017/S1041610206003322 Banks, M. R., and Banks, W. A. (2002). RECOMMENDATIONS FOR FUTURE
RESEARCH For some conditions, it might be more realistic to test
whether an intervention is effective in slowing the rate of
health decline, rather than resulting in improvements. Similarly,
in longitudinal studies, the measurement approaches may
change over time. While changes may reflect methodological
improvements and/or simplification to reduce burden, these
changes also can create problems when studying change over
time. Researchers should carefully consider the amount and
nature of changes in measurement when designing studies
and publishing findings. Secondary data sources may also not
include all relevant measures for a research topic, and/or Another important aspect of building an evidence base is the
use of theory to guide research. There is a need to identify the
important issues in both fields and which theories best provide a
framework to guide their investigation. For example, attachment
theory may help us to better understand the bond that older
adults form with their pets, and social support theory may help
us to understand how and for whom pets may serve as alternate
support figures when older adults lose key support figures such as
spouses (e.g., Beetz, 2017). There are many areas within HAI and aging ripe for future
research. For example, within the context of pet ownership, what August 2017 | Volume 8 | Article 1416 Frontiers in Psychology | www.frontiersin.org 4 Human–Animal Interaction and Older Adults Gee et al. believe this exciting research area is ripe for growth. While
initial findings in many areas of health and well-being are
promising, there are numerous opportunities for improving
the breadth, depth, and quality of the research on HAI and
human aging. As such, the field is at an exciting and critical
turning point, with the potential for significant growth in our
understanding of how animals can impact older adults in ways
that may support meaningful changes to policy and practice in
the future. factors are important to consider when trying to help “match”
people with pets? Are there contraindications for pet ownership,
and what barriers to pet ownership might exist that are unique
to the older adult population? In AAA/T, there is a need for
additional rigorous, longitudinal research to assess the clinical
effects of these interventions. For example, is AAA/T helpful in
managing or treating dementia, or sustaining cognition in older
age? And are there specific barriers or potential issues related
to using AAA/AAT with older patients – for people and for
animals? CONCLUSION We gratefully acknowledge that the publication cost for this
manuscript was supported by Scientific and Regulatory Affairs,
Mars Incorporated. We gratefully acknowledge that the publication cost for this
manuscript was supported by Scientific and Regulatory Affairs,
Mars Incorporated. Although it is clear that the impact of animals on healthy
human aging is complicated and fraught with challenges, we RECOMMENDATIONS FOR FUTURE
RESEARCH factors are important to consider when trying to help “match”
people with pets? Are there contraindications for pet ownership,
and what barriers to pet ownership might exist that are unique
to the older adult population? In AAA/T, there is a need for
additional rigorous, longitudinal research to assess the clinical
effects of these interventions. For example, is AAA/T helpful in
managing or treating dementia, or sustaining cognition in older
age? And are there specific barriers or potential issues related
to using AAA/AAT with older patients – for people and for
animals? Investigating HAI in older populations provides opportunities
to examine how the impact of HAI may vary developmentally
and across other demographic characteristics. Research can also
examine the impact of HAI on a variety of outcomes (e.g.,
physical and mental health) and unearth the mechanisms by
which these effects operate, ultimately better informing the ways
in which pets may impact the lives of our rapidly growing older
adult population. AUTHOR CONTRIBUTIONS All
authors
listed
have
made
a
substantial,
direct
and
intellectual contribution to the work, and approved it for
publication. REFERENCES “Experimental design in research on
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the American Heart Association. Circulation 127, 2353–2363. doi: 10.1161/CIR. 0b013e31829201e1 Thorpe, R. J. Jr., Kreisle, R. A., Glickman, L. T., Simonsick, E. M., Newman, A. B.,
and Kritchevsky, S. (2006). Physical activity and pet ownership in year 3 of the
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Thein, K. (2010). The impact of different dog-related stimuli on engagement
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of dog-assisted therapy for residents of aged care facilities with dementia. Anthrozoös 26, 213–225. doi: 10.2752/175303713X13636846944169 United Nations (2015). World Population Ageing: 2015 (ST/ESA/SER.A/390). New York City, NY: United Nations. McCune, S., Kruger, K. A., Griffin, J. A., Esposito, L., Freund, L. S., Hurley, K. J.,
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et al. (2013). Animal assisted therapy and perception of loneliness in geriatric
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125–129. doi: 10.1111/j.1479-8301.2010.00329.x Willmott, H., Greenheld, N., and Goddard, R. (2012). Beware of the dog? Copyright © 2017 Gee, Mueller and Curl. 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) or licensor 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. interactions and sense of community. Soc. Anim. 15, 43–56. doi: 10.1163/
156853007X169333 Human–Animal Interaction and Older Adults Frontiers in Psychology | www.frontiersin.org REFERENCES An
observational study of dog-related musculoskeletal injury in the UK. Accid. Anal. Prev. 46, 52–54. doi: 10.1016/j.aap.2011.10.004 Mossello, E., Ridolfi, A., Mello, A. M., Lorenzini, G., Mugnai, F., Piccini, C.,
et al. (2011). Animal-assisted activity and emotional status of patients with
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S1041610211000226 Wood, L. J., Giles-Corti, B., Bulsara, M. K., and Bosch, D. A. (2007). More than
a furry companion: the ripple effect of companion animals on neighborhood August 2017 | Volume 8 | Article 1416 Frontiers in Psychology | www.frontiersin.org 6 Human–Animal Interaction and Older Adults Gee et al. interactions and sense of community. Soc. Anim. 15, 43–56. doi: 10.1163/
156853007X169333 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. August 2017 | Volume 8 | Article 1416 Frontiers in Psychology | www.frontiersin.org 7
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Aus- und Fortbildung Aus- und Fortbildung J. Gastroenterol. Hepatol. Erkr. 2023 · 21:55–58
https://doi.org/10.1007/s41971-023-00153-4
Angenommen: 25. April 2023
Online publiziert: 6. Juni 2023
© Der/die Autor(en) 2023 J. Gastroenterol. Hepatol. Erkr. 2023 · 21:55–58
https://doi.org/10.1007/s41971-023-00153-4
Angenommen: 25. April 2023
Online publiziert: 6. Juni 2023
© Der/die Autor(en) 2023 Heinz F. Hammer1 · Michael Gschwantler2 · Harald Hofer3 · Peter Fickert1
1Klinische Abteilung für Gastroenterologie und Hepatologie,Medizinische Universitätsklinik Graz, Graz,
Österreich Heinz F. Hammer1 · Michael Gschwantler2 · Harald Hofer3 · Peter Fickert1
1Klinische Abteilung für Gastroenterologie und Hepatologie,Medizinische Universitätsklinik Graz, Graz,
Österreich Heinz F. Hammer1 · Michael Gschwantler2 · Harald Hofer3 · Peter Fickert1
1Klinische Abteilung für Gastroenterologie und Hepatologie,Medizinische Universitätsklinik Graz, Graz,
Österreich
2Klinik Ottakring, Wien, Österreich
3Klinikum Wels-Grieskirchen, Wels, Österreich 2Klinik Ottakring, Wien, Österreich
3Klinikum Wels-Grieskirchen, Wels, Österreich Die Ausbildung und Fortbildung von
Fachärzt:innen für das Sonderfach Innere
Medizin mit Schwerpunkt Gastroenterolo-
gie und Hepatologie (FA IM-GEHEP) ist in
einem interessanten Spannungsfeld und
2fach herausfordernd: Übersicht über die Struktur der
Ausbildung zum Sonderfach
Innere Medizin mit Schwerpunkt
Gastroenterologie und
Hepatologie (FA IM-GEHEP) in
Österreich 1. Es besteht ein rasant wachsender me-
dizinischer Wissensschatz bei immer
größerer Vielfalt diagnostischer und
therapeutischer Möglichkeiten und
Angebote betreffend alle tubulären
und parenchymatösen Organe des
Verdauungstrakts sowie in weiteren
Kernbereichen des Fachs wie in der
endoluminal-endoskopischen Diag-
nostik und Therapien, den komplexen
biologischen Therapien, Ultraschallme-
thoden, der Funktionsdiagnostik, bei
Ernährung und Stoffwechsel sowie in
der gastrointestinalen Onkologie und
bei Infektionserkrankungen. 1. Es besteht ein rasant wachsender me-
dizinischer Wissensschatz bei immer
größerer Vielfalt diagnostischer und
therapeutischer Möglichkeiten und
Angebote betreffend alle tubulären
und parenchymatösen Organe des
Verdauungstrakts sowie in weiteren
Kernbereichen des Fachs wie in der
endoluminal-endoskopischen Diag-
nostik und Therapien, den komplexen
biologischen Therapien, Ultraschallme-
thoden, der Funktionsdiagnostik, bei
Ernährung und Stoffwechsel sowie in
der gastrointestinalen Onkologie und
bei Infektionserkrankungen. Gegenwärtiggibtes in58 österreichischen
Krankenanstalten etwa 141 Ausbildungs-
stellen (wobei aktuell verlässliche Zahlen
durch den Übergang der Ärzteausbil-
dung in die Länderkompetenz schwierig
erhebbar sind). Die aktuelle Ausbildungs-
richtlinie ist unter www.aerztekammer. at/ausbildung
abrufbar. Der
vorgese-
hene Ausbildungsweg ist in . Abb. 1 dar-
gestellt und setzt sich aus 9 Monaten
Basisausbildung (BA) und 27 Monaten
Sonderfachgrundausbildung
(SFGA)
in
innerer Medizin, gefolgt von 36 Monaten
Ausbildung im Sonderfach Schwerpunkt
Gastroenterologieund Hepatologie(SFSA)
zusammen. Die Ausbildungsinhalte dazu
finden sich in der Anlage 12.4 S5–7 und
sollten von den Auszubildenden und Aus-
bildungsverantwortlichen
entsprechend
beachtet werden. Die geforderten Kennt-
nisse und Erfahrungen sind breit und
weitreichend und sollten wie die Richt-
zahlen für diagnostische/therapeutische
Eingriffe fortlaufend diskutiert, verbes-
sert und angepasst werden. Wichtig ist
festzuhalten, dass es für die SFSA in Gas-
troenterologie und Hepatologie aktuell
in Österreich noch kein einheitliches Cur-
riculum gibt (i.e. ein auf einer Theorie
des Lehrens und Lernens aufbauender
Lehrplan). Wir müssen uns daher der Fra- 2. Journal für Gastroenterologische und Hepatologische Erkrankungen 2 · 2023 55 Heinz F. Hammer1 · Michael Gschwantler2 · Harald Hofer3 · Peter Fickert1
1Klinische Abteilung für Gastroenterologie und Hepatologie,Medizinische Universitätsklinik Graz, Graz,
Österreich Die Inhalte des aktuellen Rasterzeug-
nisses, die zeitlichen Rahmenbedin-
gungen einer gesetzeskonformen
Ausbildung ebenso wie die Vorhaltung
von Kapazitäten (z.B. Untersuchungs-
frequenzen und Trainingsmöglichkei-
ten) begrenzen die im Rahmen der
Ausbildung tatsächlich vermittelbaren
Inhalte. 2. Die Inhalte des aktuellen Rasterzeug-
nisses, die zeitlichen Rahmenbedin-
gungen einer gesetzeskonformen
Ausbildung ebenso wie die Vorhaltung
von Kapazitäten (z.B. Untersuchungs-
frequenzen und Trainingsmöglichkei-
ten) begrenzen die im Rahmen der
Ausbildung tatsächlich vermittelbaren
Inhalte. QR-Codescannen&Beitragonlinelesen 55 Journal für Gastroenterologische und Hepatologische Erkrankungen 2 · 2023 5 Aus- und Fortbildung BA
9 Monate
SFGA: 27 Monate
SFSA: 36 Monate
Prüfung
Abb. 1 8 AusbildungSonderfachInnereMedizinSchwerpunktGE/HE.BABasisausbildung,SFGASon-
derfach Grundausbildung, SFSA Sonderfach Schwerpunktausbildung Entwicklung des Curriculums für
die Ausbildung im Sonderfach
Schwerpunkt Gastroenterologie
(SFSA) Vor der Konkretisierung von Ausbildungs-
inhalten und der Zuordnung dieser Aus-
bildungsinhalte zur verfügbaren Ausbil-
dungszeit gilt es, die allgemeinen Grund-
sätze der Ausbildung von Fachärzt:innen
für das Sonderfach Innere Medizin mit
Schwerpunkt Gastroenterologie und He-
patologie(FAIM-GEHEP)zudefinieren.Was
dürfen sich Patient:innen, Zuweiser:innen,
KrankenhausträgerundSozialversicherun-
gen von einem/einer FA IM-GEHEP erwar-
ten? Abb. 1 8 AusbildungSonderfachInnereMedizinSchwerpunktGE/HE.BABasisausbildung,SFGASon-
derfach Grundausbildung, SFSA Sonderfach Schwerpunktausbildung ge stellen, was, wie und wo in welcher
Form (i.e. Lerntiefe und Kompetenzlevel)
erlernbar und ausbildungsrelevant ist. (www.oeggh.at), die UEG (www.ueg.eu)
oder die DGVS (www.dgvs.de), allgemein
bekannt und erweitert werden. Verwie-
sen wird dabei auch auf verfügbare Apps,
wie z.B. die ÖGGH-App und die UEG-
Guideline-App. Schließlich soll auch ein
Fokus auf die Möglichkeiten zur finanzi-
ellen Unterstützung von Auszubildenden
gelegt werden. So übernimmt z.B. die
ÖGGH nach erfolgreichem Abschluss der
gastroenterologischen
Facharztprüfung
für die Prüflinge die Kurskosten für die
Teilnahme am DGVS-Intensivkurs für die
Vorbereitung auf die gastroenterologische
Facharztprüfung. 1. Fachliche Kompetenz: FA IM-GEHEP
verfügen über spezialisierte fachliche
Kompetenzen, Kenntnisse und Fer-
tigkeiten, die für die Betreuung von
Patient:innen notwendig sind, die an
Krankheiten oder Symptomen leiden,
die aufgrund z.B. Inzidenz und Präva-
lenz, Komplexität oder Schweregrad
über dem Ausbildungs- und Tätig-
keitsspektrum von Allgemeinmedizi-
ner:innen und anderen Fachärzt:innen
im Sonderfach innere Medizin liegen. 1. Fachliche Kompetenz: FA IM-GEHEP
verfügen über spezialisierte fachliche
Kompetenzen, Kenntnisse und Fer-
tigkeiten, die für die Betreuung von
Patient:innen notwendig sind, die an
Krankheiten oder Symptomen leiden,
die aufgrund z.B. Inzidenz und Präva-
lenz, Komplexität oder Schweregrad
über dem Ausbildungs- und Tätig-
keitsspektrum von Allgemeinmedizi-
ner:innen und anderen Fachärzt:innen
im Sonderfach innere Medizin liegen. Arbeitsgruppe für Ausbildung
innerhalb der ÖGGH Der Vorstand der ÖGGH hat daher im Vor-
jahr beschlossen, dem Thema Ausbildung
und Fortbildung vertieftes Augenmerk zu
schenken, und hat dafür eine eigene Ar-
beitsgruppe für Ausbildung installiert. Die
Aufgabenbereiche dieser Arbeitsgruppe
sind in . Tab. 1 zusammengefasst. Diese Arbeitsgruppe soll als Service-
plattform der ÖGGH für Ausbildungs-
verantwortliche
und
Ausbildungsassis-
tent:innen dienen. Ziele sind eine gegen-
seitige Hilfestellung und Informationsaus-
tausch mit Fokus auf das „wer, was, wann,
wo und wie“ der Ausbildung. Dafür not-
wendig wird ein Informationsabgleich mit
Darstellung des aktuellen Stands sowie
ein realistisches Ausloten zukünftiger Not-
wendigkeiten und Möglichkeiten sein. Ge-
meinsam sollen neue Ausbildungsformate
entwickelt werden sowie ein Curriculum
für 36 Monate Sonderfachschwerpunkt-
ausbildung ausformuliert werden. Weitere
Aktivitäten sollen Train-the-Trainer-Kurse
mit Fokus auf Ausbildung in Endoskopie,
Sonographie und Funktionsdiagnostik (i.e. „Clinical Skills und Kompetenzen) sowie
eine Austauschbörse für Assistent:innen
in Ausbildung sein. Durch Abgleich mit
Fortbildungsangeboten anderer nationa-
ler und internationaler Fachgesellschaf-
ten, z.B. für Ultraschall (ÖGUM, DGUM,
EFSUMB) oder Ernährung (AKE, DGEM,
ESPEN), sollen die klassischen Fortbil-
dungsangebote, wie z.B. durch die ÖGGH 2. Kommunikative Kompetenz: FA IM-
GEHEP können mit dem Wissens- und
Informationsstand des Gegenübers
(Patient:innen, Zuweiser:innen, Kran-
kenhausträger, Sozialversicherungen)
in angepassten und verständlichen
Worten die Ursachen, Abklärungs-
und Behandlungsmöglichkeiten von
Symptomen und Krankheiten des
Verdauungstrakts erklären. 2. Ausbildung und Forschung von
den Jungen für die Jungen – die
neue „young ÖGGH“ Die Zielsetzung für eine
Spezialisierung wird der Erwerb von
Kenntnissen und Fertigkeiten für die
Betreuung bei seltenen und/oder
hochkomplexen GEHEP Erkrankungen
sein, die eine Betreuung in hochspezi-
alisierten Zentren erforderlich macht
(z.B. spezialisierte GI-Endoskopie,
Ultraschall, Funktionsdiagnostik, Be-
treuung von LTX-Patient:innen, ...). Weiters muss definiert werden, welche
zusätzlichen Ausbildungsmodule nach
der Sonderfachschwerpunktausbil-
dung (SFSA) GE/HEP notwendig sein
werden. Grundsätzlich muss in einem
solchen Ausbildungsstadium bei einer
hochspezialisierten ärztlichen Tätigkeit
davon ausgegangen werden, dass es
mit hoher Wahrscheinlichkeit notwen-
dig oder unumgänglich sein wird, dass
die Tiefe der beruflichen Tätigkeit die
Breite der GEHEP-Kompetenz ersetzt. . Außerhalb des Aufgabenbereichs der
ÖGGH-Arbeitsgruppe aber wird der
Kompetenzlevel in der Ausbildung für
das Sonderfach innere Medizin („all-
gemeine innere Medizin“) und andere
Sonderfächer der inneren Medizin
(36 Monate, nach SFGA) zu berück-
sichtigen sein. Es braucht hier einen
sorgfältigen Diskussionsprozess, wel-
che Ausbildungsinhalte mit welchem
Kompetenzlevel angestrebt werden
sollen. 3. Spezialisierungen: Die Breite und Tiefe
der ärztlichen Aufgaben und Tätigkei-
ten im Bereich der Gastroenterologie,
Hepatologie, Endoskopie, Ultraschall
und assoziierter Themenbereiche
bringt es mit sich, dass nicht alle dieser
Bereiche im Rahmen der SFSA in der
Tiefe gelernt und praktiziert werden
können. Es muss geklärt werden,
welche GEHEP-Kenntnisse und -Fer-
tigkeiten vor allem oder nur in dafür
spezialisiertenZentrenangeboten wer-
den können oder sollen. Im Sinne einer
für die Betreuungsqualität gewünsch-
ten Spezialisierung sind umgekehrt
abgestufte Versorgungskonzepte
notwendig. Die Zielsetzung für eine
Spezialisierung wird der Erwerb von
Kenntnissen und Fertigkeiten für die
Betreuung bei seltenen und/oder
hochkomplexen GEHEP Erkrankungen
sein, die eine Betreuung in hochspezi-
alisierten Zentren erforderlich macht
(z.B. spezialisierte GI-Endoskopie,
Ult
h ll F
kti
di
tik B die verfügbaren hochspezialisierten
Betreuungsmöglichkeiten haben. GEHEP auf den S. 5–7 beschrieben. Der allgemeine Grundsatz in der Aus-
bildung zum/zur FA IM-GEHEP muss
dabei sein, dass in dieser Phase der
Ausbildung die Tiefe der Ausbildung in
GEHEP nicht die Breite ersetzen darf. Es gilt zu klären, in welcher Zeit die
Inhalte und Kompetenzlevel erlernt
werden können. Der gegenwärtige
Ausbildungsplan sieht vor, dass die
Ausbildung zum/zur FA IM-GEHEP in
mindestens 36 Monaten durchgeführt
wird. Realistisch erscheint dies nur,
wenn ein hoher Anteil der Arbeitszeit
für Ausbildung aufgewendet werden
kann. Wenn dagegen nur ein geringer
Teil der Arbeitskraft/zeit für die Aus-
bildung aufgewendet werden kann
(z.B. Erledigung allgemeininternisti-
scher Aufgaben oder Forschung und
Lehre), ist davon auszugehen, dass die
notwendige Ausbildungszeit länger
sein kann. Journal für Gastroenterologische und Hepatologische Erkrankungen 2 · 2023 57 die verfügbaren hochspezialisierten
Betreuungsmöglichkeiten haben. GEHEP auf den S. 5–7 beschrieben. Der allgemeine Grundsatz in der Aus-
bildung zum/zur FA IM-GEHEP muss
dabei sein, dass in dieser Phase der
Ausbildung die Tiefe der Ausbildung in
GEHEP nicht die Breite ersetzen darf. Es gilt zu klären, in welcher Zeit die
Inhalte und Kompetenzlevel erlernt
werden können. Der gegenwärtige
Ausbildungsplan sieht vor, dass die
Ausbildung zum/zur FA IM-GEHEP in
mindestens 36 Monaten durchgeführt
wird. Realistisch erscheint dies nur,
wenn ein hoher Anteil der Arbeitszeit
für Ausbildung aufgewendet werden
kann. Wenn dagegen nur ein geringer
Teil der Arbeitskraft/zeit für die Aus-
bildung aufgewendet werden kann
(z.B. Erledigung allgemeininternisti-
scher Aufgaben oder Forschung und
Lehre), ist davon auszugehen, dass die
notwendige Ausbildungszeit länger
sein kann. Eine weitere Verkürzung
oder Verdichtung scheint für uns
ausgeschlossen zu sein und ein „FA
IM-GEHEP light“ muss im Sinne der
uns anvertrauten Patient:innen und
einer weiteren qualitativ positiven
Entwicklung unseres Fachs sowie un-
ter Berücksichtigung der vom EBGH
koordinierten Entwicklung des Fachs Ultraschall, Funktionsdiagnostik, Be-
treuung von LTX-Patient:innen, ...). Weiters muss definiert werden, welche
zusätzlichen Ausbildungsmodule nach
der Sonderfachschwerpunktausbil-
dung (SFSA) GE/HEP notwendig sein
werden. Grundsätzlich muss in einem
solchen Ausbildungsstadium bei einer
hochspezialisierten ärztlichen Tätigkeit
davon ausgegangen werden, dass es
mit hoher Wahrscheinlichkeit notwen-
dig oder unumgänglich sein wird, dass
die Tiefe der beruflichen Tätigkeit die
Breite der GEHEP-Kompetenz ersetzt. In weiterer Folge muss die Zuordnung von
Ausbildungsinhalten und Kompetenzlevel
erfolgen. Ausgehend von den im Ausbil-
dungskatalog FA IM-GEHEP dargestellten
Ausbildungsinhalten ist eine detaillierte
Liste von Ausbildungsinhalten mit zuge-
ordnetem Kompetenzlevel zu entwickeln. Dies kann angelehnt an die detaillierte
Auflistung der Ausbildungsinhalte im vom
European Board of Gastroenterology and
Hepatology(EBGH)entwickelten,„training
curriculum“ (Blue Book) erfolgen. 4. 1. Für die Sonderfachgrundausbildung
(SFGA) innere Medizin sind im Aus-
bildungskatalog FA IM GEHEP (www. aerztekammer.at/ausbildung), S. 1–4,
die Inhalte beschrieben. Diese Inhalte
müssen dahingehend konkretisiert
werden, dass geklärt werden muss,
welcher Kompetenzlevel von Kennt-
nissen und Fertigkeiten aus der GEHEP
in der Ausbildung zum FA IM-GEHEP
grundlegend in den ersten 27 Monaten
der Ausbildung vermittelt werden soll
und kann. 4. Außerhalb des Aufgabenbereichs der
ÖGGH-Arbeitsgruppe aber wird der
Kompetenzlevel in der Ausbildung für
das Sonderfach innere Medizin („all-
gemeine innere Medizin“) und andere
Sonderfächer der inneren Medizin
(36 Monate, nach SFGA) zu berück-
sichtigen sein. Es braucht hier einen
sorgfältigen Diskussionsprozess, wel-
che Ausbildungsinhalte mit welchem
Kompetenzlevel angestrebt werden
sollen. 2. Ausbildung und Forschung von
den Jungen für die Jungen – die
neue „young ÖGGH“ Eine weitere Verkürzung
oder Verdichtung scheint für uns
ausgeschlossen zu sein und ein „FA
IM-GEHEP light“ muss im Sinne der
uns anvertrauten Patient:innen und
einer weiteren qualitativ positiven
Entwicklung unseres Fachs sowie un-
ter Berücksichtigung der vom EBGH
koordinierten Entwicklung des Fachs Ausbildung und Forschung von
den Jungen für die Jungen – die
neue „young ÖGGH“ Zudem wurde durch Vorstandsbeschluss
die young ÖGGH als weitere neue Arbeits-
gruppe installiert, um den fachärztlichen
und wissenschaftlichen Nachwuchs in un-
serem Fach bestmöglich zu fördern. Neue
Fortbildungsaktivitäten
wie ein „Pre“-
Symposium bei unserer Jahrestagung
(14.–17. Juni 2023 im Congress Graz; oeg-
gh.at/veranstaltungen/liste.html) für die
jungen Mitglieder unserer ÖGGH sollen
die angehenden Fachärzt:innen praxisori-
entiert durch fallbasiertes Lernen an ihre
Aufgaben heranführen und forschungs-
geleitete Lehre fördern. Zudem soll dieser
Kurs Orientierung und Hilfe in der Vorbe-
reitung auf unsere mündlich strukturierte,
fallbasierte Fachärzt:innenprüfung bieten. 3. Entwicklungs- und Fortbildungskom-
petenz: FAIM-GEHEPverfügenüber die
Möglichkeiten und Fähigkeiten sowie
über den Willen, sich auf dem neuesten
Stand des Wissens (Kenntnisse und Fer-
tigkeiten) auf dem Gebiet der GEHEP
zu halten, und dokumentieren diese
ständige Fortbildung. 3. 4. Kompetenz für abgestufte Betreu-
ung: FA IM-GEHEP können für die
Betreuung bei GEHEP-Spezialproble-
men ihre Patient:innen an die fachlich
kompetenten (hoch-)spezialisierten
Zentren zuweisen, weil sie den dafür
notwendigen Überblick über den ak-
tuellen Stand der diagnostischen und
therapeutischen Möglichkeiten und 56 Journal für Gastroenterologische und Hepatologische Erkrankungen 2 · 2023 Tab. 1
Die Aufgabenbereiche derArbeitsgruppefürAusbildung derÖGGH
Definition von Ausbildungszielen
Lerninhalte, Lerntiefe und Kompetenzlevel
Definition von Grundwissen und -kompetenzen für alle vs. Spezialwissen
und -kompetenzen
Abgleich mit internationalen Empfehlungen (Blue Book des EBGH)
Curriculum
Abstimmung mit verfügbarer Ausbildungszeit
Gap-Analysen und Schließen von Lücken
Austauschprogramme
Ausbildungsverbunde
Vernetzung der Ausbildungs-OÄ
Vernetzung der Auszubildenden – young ÖGGH
Informationsplattform für Ausbildungsprogramme internationalerFachge-
sellschaften
Standardisiertes Training – Evaluation des Trainings
Ausbildung
Train-the-Trainer-Programme (Sonographie, Endoskopie, Funktionsdiagnos-
tik, ...)
Praxisnähe der Facharztprüfung weiter verbessern (Endovideos, hochqualita-
tive Bilder, ...)
Prüfung
Abgleich mit internationalen Modellen (z.B. Schweizer Modell der mehrteili-
gen Prüfung)
EBGH European Board of Gastroenterology and Hepatology, OÄ Oberärzt:innen, ÖGGH Österreichi-
sche Gesellschaft für Gastroenterologie und Hepatologie in anderen europäischen Ländern
vermieden werden. in anderen europäischen Ländern
vermieden werden. . Spezialisierungen: Die Breite und Tiefe
der ärztlichen Aufgaben und Tätigkei-
ten im Bereich der Gastroenterologie,
Hepatologie, Endoskopie, Ultraschall
und assoziierter Themenbereiche
bringt es mit sich, dass nicht alle dieser
Bereiche im Rahmen der SFSA in der
Tiefe gelernt und praktiziert werden
können. Es muss geklärt werden,
welche GEHEP-Kenntnisse und -Fer-
tigkeiten vor allem oder nur in dafür
spezialisiertenZentrenangeboten wer-
den können oder sollen. Im Sinne einer
für die Betreuungsqualität gewünsch-
ten Spezialisierung sind umgekehrt
abgestufte Versorgungskonzepte
notwendig. Kontinuierliche Weiterbildung in
der Gastroenterologie: Gegenwart
und Zukunft DieindiesemArtikelenthaltenenBilderundsonstiges
Drittmaterialunterliegenebenfallsdergenannten
CreativeCommonsLizenz,sofernsichausderAbbil-
dungslegendenichtsanderesergibt.Soferndasbe-
treffendeMaterialnichtunterdergenanntenCreative
CommonsLizenz stehtunddiebetreffendeHandlung
nichtnachgesetzlichenVorschriftenerlaubtist,istfür
dieobenaufgeführtenWeiterverwendungendesMa-
terialsdieEinwilligungdesjeweiligenRechteinhabers
einzuholen. Kontinuierliche Weiterbildung in
der Gastroenterologie: Gegenwart
und Zukunft Ausbildung und Forschungsausbildung
wie z.B. zentralisierte praktische Kurse im
Vergleich zu dezentralisierten Lehrzen-
tren. Schließlich erfordert das Verhältnis
zwischen Kosten und Bildungsgewinn
eine kontinuierliche Überwachung und
kritische Bewertung zum Erreichen eines
maximalen Wirkungsgrads. Die ärztliche Fortbildung und Weiterbil-
dung ist eine Verpflichtung, die Ärzt:innen
im Besonderen ihren Patient:innen und
den Kostenträgern schulden sowie dem
Gesundheitswesen und der Gesellschaft
im Allgemeinen zum Zweck des größ-
ten Gemeinwohls. Ein allgemeines Ziel
der Fortbildung ist das Schließen von
Bildungs- und Kompetenzlücken (i.e. Wis-
sen und Fertigkeiten). Kontinuierliche
Weiterbildung muss Ärzt:innen mit den
notwendigen
Werkzeugen
ausstatten,
um den Patient:innen die bestmöglichen
Gesundheitsversorgungsoptionen
unter
Berücksichtigung der variablen Einschrän-
kungen der Gesundheitsversorgung in
verschiedenen Regionen anzubieten, die
Herausforderungen der Zukunft zu verste-
hen und die Forschung voranzutreiben. Fortbildung
muss Werkzeuge,
Wissen
und Verhaltensweisen zur Verfügung stel-
len, die Ärzt:innen fit machen, um die
öffentliche Diskussion über zukünftige
Ausrichtungen und Entwicklungen der
Gesundheitsversorgung in unserem Fach
im Sinne unserer Patient:innen zu steuern. g g
Ein weiterer Schwerpunkt muss auf al-
ternativeUnterrichtsstrategiengelegtwer-
den, darunter „train the hand“, d.h. Schu-
lungen vor Ort in Zentren, oder „train the
brain“, d.h. Problemlösungskurse, die auf
die Verbesserung der analytischen Fähig-
keiten abzielen. Training und Lehre sollen
den Fokus auf die „Lerntreppe“ legen, also
vom „Hören“ über das „Sehen“ bis hin zum
„Tun“. Wir müssen auch selbstständig und
nicht erst nach Aufforderung einen Dis-
kurs über Rezertifizierung in unserem Fach
beginnen. Es wird Mut, Tatkraft und Zu-
versicht brauchen, die modernen Heraus-
forderungen in unserem Fach zu meistern. Gemeinsam können wir es schaffen, also
packen wir es gemeinsam an! Wir laden
alle ein, die dabei mithelfen wollen. WeitereDetailszurLizenz entnehmenSiebitteder
Lizenzinformationaufhttp://creativecommons.org/
licenses/by/4.0/deed.de. Hinweis des Verlags. Der Verlag bleibt in Hinblick
auf geografische Zuordnungen und Gebietsbezeich-
nungen in veröffentlichten Karten und Instituts-
adressen neutral. Hinweis des Verlags. Der Verlag bleibt in Hinblick
auf geografische Zuordnungen und Gebietsbezeich-
nungen in veröffentlichten Karten und Instituts-
adressen neutral. Korrespondenzadresse
Ao.Univ.-Prof. Dr.med.univ. Heinz F. Hammer
Klinische Abteilung für Gastroenterologie und
Hepatologie, Medizinische Universitätsklinik
Graz
Auenbruggerplatz 15, 8036 Graz, Österreich
heinz.hammer@medunigraz.at In der Zukunft wird angesichts der Ver-
änderungen in den Fortbildungsansprü-
chen der nachkommenden Ärzt:innen-
generationen ein vermehrtes Augenmerk
auf virtuelle Fortbildungsangebote gelegt
werden müssen. Gleichzeitig wird auch
ein verstärktes Augenmerk auf die Effizi-
enz der Ausbildung gelegt werden müs-
sen. die verfügbaren hochspezialisierten
Betreuungsmöglichkeiten haben. Für die Schwerpunktausbildung
Sonderfach GEHEP (SFSA) sind die
Inhalte im Ausbildungskatalog FA IM- Journal für Gastroenterologische und Hepatologische Erkrankungen 2 · 2023 57 Aus- und Fortbildung Kontinuierliche Weiterbildung in
der Gastroenterologie: Gegenwart
und Zukunft Die Einbindung moderner digitaler
Informationsplattformen und Trainings-
möglichkeiten (z.B. virtuelle Endoskopie
oder Sonographie) in die Ausbildung,
klinische Arbeit und Fortbildung wird
Standard werden. Fortbildungsangebo-
te müssen sich einer neuen Bewertung
stellen. Kursbewertungen müssen da-
hingehend reformiert werden, dass mehr
Gewicht auf die mittelfristigen Auswir-
kungen von Kursen und Ausbildungen
auf Wissen, Kompetenz, Leistung, Fähig-
keiten und berufliches Verhalten gelegt
wird. Praktische Ausbildung und Ver-
mittlung von Fähigkeiten müssen neu
bewertet werden, einschließlich der Be-
wertung der geeignetsten Möglichkeiten
zur Bereitstellung der besten klinischen Funding. Open access funding provided by Medical
University of Graz. Hinweis des Verlags. Der Verlag bleibt in Hinblick
auf geografische Zuordnungen und Gebietsbezeich-
nungen in veröffentlichten Karten und Instituts-
adressen neutral. Einhaltung ethischer Richtlinien Interessenkonflikt. H.F.Hammer,M.Gschwantler,
H.HoferundP.Fickertgebenan,dasskeinInteressen-
konfliktbesteht. FürdiesenBeitragwurdenvondenAutor/-innen
keineStudienanMenschenoderTierendurchgeführt. FürdieaufgeführtenStudiengeltendiejeweilsdort
angegebenenethischenRichtlinien. Open Access.DieserArtikelwirdunterderCreative
CommonsNamensnennung4.0InternationalLizenz
veröffentlicht,welchedieNutzung,Vervielfältigung,
Bearbeitung,VerbreitungundWiedergabeinjegli-
chemMediumundFormaterlaubt,sofernSieden/die
ursprünglichenAutor(en)unddieQuelleordnungsge-
mäßnennen,einenLinkzurCreativeCommonsLizenz
beifügenundangeben,obÄnderungenvorgenom-
menwurden. 58 Journal für Gastroenterologische und Hepatologische Erkrankungen 2 · 2023
|
https://openalex.org/W2117513401
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https://bmcurol.biomedcentral.com/counter/pdf/10.1186/1471-2490-6-17
|
English
| null |
Testicular infarction secondary to protein S deficiency: a case report
|
BMC urology
| 2,006
|
cc-by
| 1,936
|
Abstract Background: Protein S deficiency is an inherited cause of thrombophilia. We present the second
reported case in the literature of a man developing testicular infarction secondary to protein S
deficiency. Case presentation: A 63 year old man presented with sudden onset of pain in his left hemi-
scrotum. Despite oral warfarin therapy the plasma INR was only 1.4 at presentation. Doppler
ultrasound scan of the scrotum confirmed absent blood flow to the left testis with increased
echogenicity. Orchidectomy was performed to remove the necrotic testis. Post-operatively the
patient did well and was referred to the Regional Haemophilia and Thrombosis Centre for further
management. Conclusion: The case highlights a rare but potential complication of protein S deficiency and
demonstrates the importance of adequate anticoagulation in these patients. BioMed Central BioMed Central BioMed Central Received: 01 August 2005
Accepted: 07 July 2006 © 2006 McKay 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 1 of 3
(page number not for citation purposes) p
Testicular infarction secondary to protein S deficiency: a case
report ddress: 1The Department of Surgery, Daisy Hill Hospital, Newry, Co Down, BT35 8DR, N. Ireland, UK and 2C/O The
nstitute of Clinical Science, The Royal Victoria Hospital, Belfast, BT12 6BA, N. Ireland, UK Email: Damian McKay* - dam.mckay@virgin.net; Conor Marron - cdmarron@dsl.pipex.com; Robin Brown - robin@robinandjoan.co.uk
* Corresponding author * Corresponding author Published: 07 July 2006
BMC Urology 2006, 6:17
doi:10.1186/1471-2490-6-17
Received: 01 August 2005
Accepted: 07 July 2006
This article is available from: http://www.biomedcentral.com/1471-2490/6/17
© 2006 McKay 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. Received: 01 August 2005
Accepted: 07 July 2006 Op
Case report
Testicular infarction secondary to protein S deficiency: a case
report
Damian McKay*1,2, Conor Marron1 and Robin Brown1 Open Access Discussion We believe this to be only the second such case of testicu-
lar infarction secondary to protein S deficiency reported in
the world literature [1]. http://www.biomedcentral.com/1471-2490/6/17 http://www.biomedcentral.com/1471-2490/6/17 daily. The patient also self administered 1 mg/kg of enox-
aparin since diagnosed in 1993. The patient had neither
previous cardiovascular history nor clinical evidence of
atrial fibrillation. occurred despite subcutaneous enoxaparin injection. It
may be that patient compliance with both oral warfarin
and subcutaneous enoxaparin was poor. Warfarin-
induced skin necrosis may occur in these patients on ini-
tiation of warfarin therapy. This reflects a reduction in the
level of protein S before the level of prothrombin is low-
ered into the therapeutic range. In this condition pro-
thrombin levels stimulate the formation of venous
thrombi by an unclear mechanism. These patients usually
require a change to heparin therapy [3,4]. Ultrasonography of the left testis demonstrated increased
echogenicity around the head of the epididymus in partic-
ular, suggesting haematoma. The echogenicity of the testis
was abnormal and no blood flow was demonstrated on
Doppler interrogation. At surgery a left groin incision was
made with the cord was clamped near the internal ring. The testis and epididymus were haemorrhagic and
necrotic and there was no evidence of torsion. Protein S deficiency has been associated with arterial as
well as venous occlusion [5,6] and it is now suggested to
be an independent risk factor for peripheral arterial insuf-
ficiency [6]. Histological examination revealed a necrotic testis. The
blood vessels were congested with evidence of thrombus. No obvious emboli were present. There was no evidence
of carcinoma. Post surgery the patient recovered well and
was commenced on clopidogrel 75 mg and enoxaparin
100 mg daily. He was referred to the Regional Haemo-
philia and Thrombosis Centre for further management. He has since been reviewed and is well. Fluctuations in protein S levels are also common includ-
ing in healthy members of the population [7]. It may be
that individuals are more likely to have a thrombotic
event during a dip in protein S levels. Other conditions,
related to thrombophilia, that have been reported as aeti-
ological factors in cases of testicular infarction are sickle
cell disease, polycythemia, trauma and epididymo-orchi-
tis [2,8,9]. Learning points 1. Testicular infarction is a rare complication of inade-
quate anticoagulation in patients with pro-thrombotic
conditions. Testicular infarction secondary to Protein S deficiency is
exceedingly rare. The patient presents with symptoms of
testicular pain. On examination, the scrotum may be red,
swollen and tender and may mimic the clinical examina-
tion of a patient with testicular torsion. The pathophysiol-
ogy of this clinical picture is congestion and thrombosis of
the venous and arterial blood supply to the testis. Infarc-
tion of other organs such as brain, heart, spleen and more
commonly recognised as sequelae of the condition. 2. Ultrasound scanning is a useful modality in confirming
the diagnosis in these patients. 3. A dilemma arises in the case of a young man with
thrombilia and possible testicular torsion. The history and
ultrasound findings could be identical but if the aetiology
was due to thrombosis would systemic anticoagulation
with low molecular weight heparins be more suitable
than surgery? And how would one differentiate between
the two? Protein S deficiencies are associated with superficial and
deep vein thrombosis and pulmonary embolism [2]. Pro-
tein S deficiency may be hereditary or acquired. The
acquired state is usually due to hepatic diseases or a vita-
min K deficiency. Congenital protein S deficiency is an
autosomal dominant disease, and the heterozygous state
occurs in approximately 2% of unselected patients with
venous thromboembolism. 4. Testicular infarction due to causes other than torsion or
trauma is very rare. It would be useful to screen these
patients for Protein S deficiency and other pro-clotting
conditions. Background g
Protein S deficiency is a rare blood disorder which is a risk
factor for thrombophilia. It affects around 1 in 20000 of
the population [1]. It may be hereditary or acquired. Hereditary protein s deficiency is divided into three types:
Type 1, Type 2a and Type 2b. p
A 63 year old man presented to his General Practitioner
with a history of left sided testicular pain for 24 hours. The
pain had increased with time. He was referred to the Acci-
dent and Emergency Department of our hospital where he
was examined and an ultrasound scan arranged. He had
no urinary symptoms. He was currently under the care of
the haematology department with protein S deficiency. He had a history of DVT and PE in 1965 and received anti-
coagulation therapy with warfarin for a year. The diagno-
sis of protein S deficiency was made in 1993, after
investigation for recurrent leg ulceration, and therapy
with warfarin and subsequently low molecular weight
heparin commenced. At presentation his International
Normalised Ratio (INR) was sub-therapeutic at 1.4,
despite daily oral administration of 6 mg of Warfarin The most common cause of acquired protein S deficiency
is pregnancy. Acquired protein S deficiency may be seen in
some patients who have developed disseminated intravas-
cular coagulation (DIC), deep vein thrombosis (DVT) or
pulmonary embolism (PE). The treatment of protein s
deficiency is systemic anticoagulation with warfarin or a
similar agent. Testicular infarction is a rare but recognised
complication of thrombophilia. Page 1 of 3
(page number not for citation purposes) Page 1 of 3
(page number not for citation purposes) BMC Urology 2006, 6:17 http://www.biomedcentral.com/1471-2490/6/17 References 1. Lee YI, Huang CN, Huang CH: Testicular infarction associated
with protein S deficiency. J Urol 2001, 165:1220-1221. 1. Lee YI, Huang CN, Huang CH: Testicular infarction associated
with protein S deficiency. J Urol 2001, 165:1220-1221. p
y
J
2. Medline Plus: [http://www.nlm.nih.gov/medlineplus/ency/article/
000559.htm]. p
y
J
2. Medline Plus: [http://www.nlm.nih.gov/medlineplus/ency/article/
000559.htm]. 3. Lee YI, Huang CN, Huang CH: Testicular infarction associated
with protein S deficiency. J Urol 2001, 165:1220-1221. 3. Lee YI, Huang CN, Huang CH: Testicular infarction associated
with protein S deficiency. J Urol 2001, 165:1220-1221. 4. Horn JR, Danziger LH, Davis RJ: Warfarin Induced Skin Necrosis:
report of four cases. American Journal of Hospital Pharmacy 1981,
38(11):1763-1768. (
)
5. Yang Y, Algazy KM: Warfarin Induced Necrosis in a patient
with a mutation of the prothrombin gene. NEJM 1999,
340:735. 6. Greiner K, Hafner G, Dick B, Peetz D, Prellwitz W, Pfeiffer N: Reti-
nal vascular occlusion and deficiencies in the protein C path-
way. Am J Ophthalmol 1999, 128(1):69-74. y
J
p
( )
7. Cho YP, Kwon TW, Ahn JH, Kang GH, Han MS, Kim YH, Kwak JH,
Lee SG: Protein C and/or S deficiency presenting as periph-
eral arterial insufficiency. Br J Radiol 2005, 78(931):601-5. 8. Undar L, Ertugrul C, Altunbas H, Akca S: Circadian variations in
natural coagulation inhibitors protein C, protein S and anti-
thrombin in healthy men: a possible association with inter-
leukin-6. Thromb Haemost 1999, 81(4):571-5. ( )
9. Gofrit ON, Rund D, Shapiro A, Pappo O, Landau EH, Pode D: Seg-
mental testicular infarction due to sickle cell disease. J Urol
1998, 160:835-836. 10. Urwin GH, Kehoe N, Dundas S, Fox M: Testicular infarction in a
patient with sickle cell trait. Br J Urol 1986, 58:340-341. Competing interests The author(s) declare that they have no competing inter-
ests. Abbreviations INR – International Normalised Ratio. The management of Protein S deficiency involves initial
heparinisation at the time of the initial presentation fol-
lowed by commencement on warfarin. In this case the
patient's INR was sub therapeutic at 1.4. Levels greater
than 2.0 are required to provide adequate anticoagula-
tion. It is surprising that his INR was low as he attended
the haematology clinic every fortnight for monitoring of
his INR. What is more surprising is that this event DIC – Disseminated Intra-vascular Coagulation. DIC – Disseminated Intra-vascular Coagulation. DIC – Disseminated Intra-vascular Coagulation. DVT – Deep Vein Thrombosis. DVT – Deep Vein Thrombosis. P.E – Pulmonary Embolism. P.E – Pulmonary Embolism. Page 2 of 3
(page number not for citation purposes) BMC Urology 2006, 6:17 http://www.biomedcentral.com/1471-2490/6/17 Authors' contributions Damian McKay and Conor Marron reviewed the case
notes, carried out the literature review and prepared the
initial manuscript. Mr R Brown was the consultant sur-
geon looking after the patient and identified the case for
publication and reviewed the manuscript prior to submis-
sion. Acknowledgements Written consent was obtained from the patient for publication of the case
report. Pre-publication history The pre-publication history for this paper can be accessed
here: http://www.biomedcentral.com/1471-2490/6/17/prepub Publish with BioMed Central and every
scientist can read your work free of charge
"BioMed Central will be the most significant development for
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Your research papers will be:
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(page number not for citation purposes) Publish with BioMed Central and every
scientist can read your work free of charge
"BioMed Central will be the most significant development for
disseminating the results of biomedical research in our lifetime."
Sir Paul Nurse, Cancer Research UK
Your research papers will be:
available free of charge to the entire biomedical community
peer reviewed and published immediately upon acceptance
cited in PubMed and archived on PubMed Central
yours — you keep the copyright
Submit your manuscript here:
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BioMedcentral Publish with BioMed Central and every
scientist can read your work free of charge
|
https://openalex.org/W3041441913
|
https://www.cambridge.org/core/services/aop-cambridge-core/content/view/D69C5AE92341D14A6F3F500B43E0B216/S193578932000230Xa.pdf/div-class-title-extensively-drug-resistant-tuberculosis-in-the-time-of-covid-19-how-has-the-landscape-changed-for-pakistan-div.pdf
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English
| null |
Extensively Drug-Resistant Tuberculosis in the Time of COVID-19—How has the Landscape Changed for Pakistan?
|
Disaster medicine and public health preparedness
| 2,020
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cc-by
| 967
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ABSTRACT The incidence of extensively drug-resistant tuberculosis (XDR-TB) has been rising consistently in
Pakistan, and the country is likely to experience another surge of cases in the midst of the
COVID-19 crisis. It is imperative to consider how the rising proportion of XDR-TB is best tackled during
the pandemic; this includes finding a solution to the problem of non-adherence at the level of
community-based healthcare, the utility and practicality of simultaneous testing for COVID-19 and
TB, and reconciliation of the World Health Organization’s recommendation of home-based treatment
with the need for frequent monitoring of anti-tubercular therapy in XDR-TB. Operational research is
needed expeditiously to bypass these limitations. Keywords: COVID-19, tuberculosis, XDR-TB Keywords: COVID-19, tuberculosis, XDR-TB T
d T
uberculosis (TB) has established itself as the
world’s leading infectious-disease killer, caus-
ing approximately 1.5 million deaths annually
around the globe. Notably, a disproportionate 95% of
these
deaths
are
restricted
to
middle-income/
low-income countries, one of which is Pakistan. Ongoing efforts to control the spread of TB, although
consistent, have been hindered by a lack of patient
awareness, unemployment or underpaid labor resulting
in financial constraints, and the social stigma of tuber-
culosis itself, all of which collectively discourage
patients from adhering to treatment.1 This inadequate/
incomplete treatment is thought to give rise to exten-
sively drug-resistant forms of tuberculosis (XDR-TB),
the incidence of which has been periodically rising
each year.2 resistance to take root in the gaps of incomplete
therapy. At the institutional level, the information note by the
World Health Organization (WHO) has raised certain
concerns regarding how healthcare facilities may alter
their approach to TB in the COVID-19 crisis.4 The
fifth recommendation of the note addresses the utility
of simultaneous testing for both conditions, wherein
WHO suggests an individualized patient assessment
based on prognostic factors, history of exposure, and
local burden of disease. Generally, investigating TB
in COVID-19 patients after a week of observation
for alarming symptoms (or earlier, for patients with
co-morbidities) is reasonable; however, in Pakistan,
where national TB burden is high and rising despite
control efforts, ruling out concomitant TB in patients
confirmed
to
have
COVID-19
may
be
doubly
important to prevent TB transmission to other
patients in COVID-19 isolation wards. The questions
arises, would it be advisable to immediately test for
TB (including latent) even in patients without
co-morbidities, if they report risk factors? LETTER TO THE EDITOR LETTER TO THE EDITOR Disaster Medicine and Public Health Preparedness
e9
Copyright © 2020 Society for Disaster Medicine and Public Health, Inc. 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. DOI: 10.1017/dmp.2020.230
tps://doi.org/10.1017/dmp.2020.230 Published online by Cambridge University Press Extensively Drug-Resistant Tuberculosis in the Time of
COVID-19—How has the Landscape Changed for
Pakistan? Mahnoor Islam REFERENCES To combat these problems; community-based health care must be
optimized, with emphasis on structured counseling and family
support. Operational research is needed expeditiously to find ways
to bypass limitations. Furthermore, government-level action to
prevent export bans and stockpiling may help to maintain a
continuous flow of healthcare resources, especially with the aid
of international partners for resource generation. 1. Soomro MH, Qadeer E, Mørkve O. Barriers in the management of
tuberculosis in Rawalpindi, Pakistan: a qualitative study. Tanaffos. 2013;
12(4):28-34. 2. Hasan R, Jabeen K, Ali A, et al. Extensively drug-resistant tuberculosis,
Pakistan. Emerg Infect Dis. 2010;16(9):1473-1475. 3. Stop TB Partnership. The potential impact of the COVID-19 response on
tuberculosis in high-burden countries: a modelling analysis. http://
www.stoptb.org/assets/documents/news/Modeling%20Report_1%20May%
202020_FINAL.pdf. Accessed May 25, 2020. 4. World Health Organization (WHO). Information Note. COVID-19:
considerations for tuberculosis (TB) care. https://www.who.int/docs/
default-source/documents/tuberculosis/infonote-tb-covid-19.pdf. Accessed
May 25, 2020. 4. World Health Organization (WHO). Information Note. COVID-19:
considerations for tuberculosis (TB) care. https://www.who.int/docs/
default-source/documents/tuberculosis/infonote-tb-covid-19.pdf. Accessed
May 25, 2020. Extensively drug-resistant tuberculosis in the time of COVID-19 Correspondence and reprint requests to: Mahnoor Islam, Apartment 102, Crystal
View, 62/3, Dr. Mehmood Hussain Road, D.C.H.S., Karachi, Pakistan. (e-mail:
mahnoorislam95@gmail.com). of surveillance to ensure adherence and safety. While Web-based
methods have been suggested for this purpose, they may not be
entirely practical in low socioeconomic areas of Pakistan (which
contribute the most to TB prevalence) due to a scarcity of digital
resources. Correspondence and reprint requests to: Mahnoor Islam, Apartment 102, Crystal
View, 62/3, Dr. Mehmood Hussain Road, D.C.H.S., Karachi, Pakistan. (e-mail:
mahnoorislam95@gmail.com). ABSTRACT A recent report by the Stop TB Partnership suggested
that efforts against TB may be set back even further
during the coronavirus disease 2019 (COVID-19) cri-
sis, with 6.3 million new cases and 1.4 million deaths
expected worldwide between now and 20253; for
Pakistan, it is imperative to consider how the rising
proportion of XDR-TB may require a unique approach
to this situation. For one, the stigma of respiratory
symptoms faced by patients with TB is now com-
pounded by the added threat of COVID-19, making
presentation/follow-up
to
healthcare
professionals
even less likely and providing opportunity for drug Second, WHO recommends home-based TB treatment
during this time; however, the treatment of XDR-TB is
often associated with considerable toxicity and requires
frequent evaluations over several months. In these
patients, it is imperative to develop home-based models e9 Disaster Medicine and Public Health Preparedness
e9
Copyright © 2020 Society for Disaster Medicine and Public Health, Inc. 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. DOI: 10.1017/dmp.2020.230
https://doi.org/10.1017/dmp.2020.230 Published online by Cambridge University Press https://doi.org/10.1017/dmp.2020.230 Published online by Cambridge University Press About the Author Dow University of Health Sciences, Karachi, Pakistan. Dow University of Health Sciences, Karachi, Pakistan. VOL. 14/NO. 4 e10 Disaster Medicine and Public Health Preparedness https://doi.org/10.1017/dmp.2020.230 Published online by Cambridge University Press
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English
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ANALYTIC SOLUTION OF A NONLINEAR BLACK-SCHOLES EQUATION WITH PRICE SLIPPAGE
|
International Journal of Pure and Applied Mathematics
| 2,014
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cc-by
| 2,070
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PA
ijpam.eu PA
ijpam.eu ISSN: 1311-8080 (printed version); ISSN: 1314-3395 (on-line version)
url: http://www.ijpam.eu
doi: http://dx.doi.org/10.12732/ijpam.v96i2.6 ANALYTIC SOLUTION OF A NONLINEAR
BLACK-SCHOLES EQUATION WITH PRICE SLIPPAGE Joseph Eyang’an Esekon
Department of Statistics and Actuarial Science
Maseno University
P.O. Box 333-40105, Maseno, KENYA Abstract:
We study a nonlinear Black-Scholes partial differential equation
whose nonlinearity is as a result of transaction cost and a price slippage impact
that lead to market illiquidity with feedback effects. After reducing the equation
into a second-order nonlinear partial differential equation, we find that the
assumption of a traveling wave profile to the second-order equation reduces
it further to ordinary differential equations. Solutions to all these transformed
equations facilitate an analytic solution to the nonlinear Black-Scholes equation. We finally show that the option is always more volatile compared to the stock
when 1∓√
1−(1−α)2
(1−α)2
< S0
S ert. AMS Subject Classification:
35A09, 35A20, 62P05 AMS Subject Classification:
35A09, 35A20, 62P05
Key Words:
analytic solution, feedback effects, illiquid markets, transaction
cost price slippage j
35 09, 35
0, 6
05
Key Words:
analytic solution, feedback effects, illiquid markets, transaction
cost, price slippage c⃝2014 Academic Publications, Ltd.
url: www.acadpubl.eu 1. Introduction Two primary assumptions are used in formulating classical arbitrage pricing
theory: frictionless and competitive markets. There are no transaction costs
and restrictions on trade in a frictionless market. In a competitive market, a
trader can buy or sell any quantity of a security without changing its price. c⃝2014 Academic Publications, Ltd. url: www.acadpubl.eu c⃝2014 Academic Publications, Ltd. url: www.acadpubl.eu Received:
April 15, 2014 230 J.E. Esekon Restrictions on trade are imposed when we have extreme market conditions. In particular, purchases/short sales are not permitted when the market has a
surplus/shortage. The notion of liquidity risk is introduced on relaxing the assumptions above. The purpose of this paper is to obtain an analytic solution of the nonlin-
ear Black-Scholes equation arising from the combination of transaction cost
and a price slippage impact by Bakstein and Howison in [1]. This is done by
substitutions and transformations, which give a second-order nonlinear partial
differential equation. Assuming a traveling wave solution to the second-order
equation reduces it further to ordinary differential equations (ODEs). All these
transformed equations are solved to obtain an analytic solution to the nonlinear
Black-Scholes equation. This paper is organized as follows. Section 2 describes the nonlinear Black-
Scholes PDE used for modelling illiquid markets with a price slippage impact. The smooth solution to the nonlinear Black-Scholes equation is presented in
Section 3. Section 4 concludes the paper. ANALYTIC SOLUTION OF A NONLINEAR... 231 u(S, t) ∼S −Ke−r(T−t)
as
S →∞. We take the last condition to mean that lim
S→∞
u(S,t)
S−Ke−r(T −t) = 1 uniformly for 0 ≤t ≤T with the constraint u(S, t) ≥0. uniformly for 0 ≤t ≤T with the constraint u(S, t) ≥0. Liquidity in (2.1) has been defined through a combination of transaction
cost and a price slippage impact. Due to ρ, bid-ask spreads dominate the price
elasticity effect. When α = 1, this corresponds to no slippage and equation (2.1)
reduces to the PDE given by ut + 1
2σ2S2uSS(1 + 2ρSuSS) + rSuS −ru = 0. (2.2) (2.2) The solution to equation (2.2) is found in Theorem 3.0.2 of [3] for r > 0, and
in Theorem 3.2 of [4] and Theorem 4.1 of [5] for r = 0. The magnitude of the market impact is determined by ρS. Large ρ implies
a big market impact of hedging. If ρ = 0, the asset’s price in equation (2.1)
follows the standard Black-Scholes model in [2] with constant volatility σ. 2. Bakstein and Howison (2003) Equation In this section, we will consider the continuous-time feedback effects equation
for illiquid markets by Bakstein and Howison in [1]. Two assets are used in the
model: a bond (or a risk-free money market account with spot rate of interest
r ≥0) whose value at time t is Bt ≡1, and a stock. The stock is assumed to
be risky and illiquid while the bond is assumed to be riskless and liquid. This
equation (see Theorem 3.1 of [1]) is given by ut + 1
2σ2S2uSS(1 + 2ρSuSS) + 1
2ρ2(1 −α)2σ2S4u3
SS + rSuS −ru = 0,
(2.1) (2.1) where S is the price of the stock, ρ ≥0 is a measure of the liquidity of the
market, σ is volatility, u(S, t) is the option price and α is a measure of the price
slippage impact of a trade felt by all participants of a market (see Theorem 3.1
of [1]). For instance the terminal condition for a European call option is given by h(ST ) = u(S, T) = max {S −K, 0}
for
S ≥0, where K > 0 is the striking price and h(ST ) is a terminal claim whose hedge
cost, u(St, t), is the solution to (2.1). The boundary conditions for the option
are as follows: where K > 0 is the striking price and h(ST ) is a terminal claim whose hedge
cost, u(St, t), is the solution to (2.1). The boundary conditions for the option
are as follows: u(0, t) = 0
for
0 ≤t ≤T, ANALYTIC SOLUTION OF A NONLINEAR... 3. Smooth Solution to the Bakstein and Howison (2003) Equation Lemma 3.1. If ν(ξ) is a twice continuously differentiable function, and x
and t are the spatial and time variables respectively, then there exists a traveling
wave solution to the equation, Vt + 1
2σ2(Vxx +Vx) (1 + 2(Vxx + Vx)) + 1
2(1−α)2σ2(Vxx +Vx)3 +rVx = 0 (3.1)
in R × (0 ∞) of the form Vt + 1
2σ2(Vxx +Vx) (1 + 2(Vxx + Vx)) + 1
2(1−α)2σ2(Vxx +Vx)3 +rVx = 0 in R × (0, ∞) of the form V (x, t) = ν(ξ)
where
ξ = x −ct,
ξ ∈R
(3.2) (3.2) for 0 ≤α < 1,
1 < α ≤2,
r, σ, t > 0
and
x ∈R such that V (x, t) is a
traveling wave of permanent form which translates to the right with constant
speed c > 0. for 0 ≤α < 1,
1 < α ≤2,
r, σ, t > 0
and
x ∈R such that V (x, t) is a
traveling wave of permanent form which translates to the right with constant
speed c > 0. Proof. Applying the chain rule to (3.2) gives Vt = −cν′(ξ),
Vx = ν′(ξ),
and
Vxx = ν′′(ξ), where the prime denotes
d
dξ. Substituting these expressions into (3.1), we con-
clude that ν(ξ) must satisfy the nonlinear second order ODE where the prime denotes
d
dξ. Substituting these expressions into (3.1), we con-
clude that ν(ξ) must satisfy the nonlinear second order ODE −cν′ + 1
2σ2(ν′′ + ν′)
1 + 2(ν′′ + ν′)
+ 1
2(1 −α)2σ2(ν′′ + ν′)3 + rν′ = 0 (3.3) 232 J.E. Esekon in R and hence V (x, t) solves (3.1). By setting c = r, the equation resulting from (3.3) can now be solved in a
closed-form by first writing it as (1 −α)2(ν′′ + ν′)2 + 2(ν′′ + ν′) + 1 = 0
in
R, where (1 −α)2 ̸= 0. The quadratic equation above is solved to get The quadratic equation above is solved to get ν′′ + ν′ = −1±√
1−(1−α)2
(1−α)2
,
0 ≤α < 1,
1 < α ≤2. Upon integration we get the variable separable standard form (see [6]) Upon integration we get the variable separable standard form (see [6]) ν′ = eξ0−ξ + −1±√
1−(1−α)2
(1−α)2
,
0 ≤α < 1,
1 < α ≤2,
ξ0, ξ ∈R, where ξ0 is a constant of integration. 3. Smooth Solution to the Bakstein and Howison (2003) Equation This is the first order linear autonomous
and separable ODE whose solution upon integration is given by where ξ0 is a constant of integration. This is the first order linear autonomous
and separable ODE whose solution upon integration is given by ν(ξ) = −eξ0−ξ + −1±√
1−(1−α)2
(1−α)2
ξ + δ for 0 ≤α < 1, 1 < α ≤2, ξ0, ξ ∈R, where δ is another constant of integration. Applying the initial condition for 0 ≤α < 1, 1 < α ≤2, ξ0, ξ ∈R, where δ is another constant of integration. Applying the initial condition ν(0) = 0 ν(0) = 0 to the equation above gives to the equation above gives δ = eξ0. δ = eξ0. Hence Hence ν(ξ) = −eξ0−ξ + −1±√
1−(1−α)2
(1−α)2
ξ + eξ0 (
)
for 0 ≤α < 1, 1 < α ≤2, ξ0, ξ ∈R. Substitution gives for 0 ≤α < 1, 1 < α ≤2, ξ0, ξ ∈R. Substitution gives V (x, t) = −ex0−(x−rt) + −1±√
1−(1−α)2
(1−α)2
(x −rt) + ex0,
(3.4)
for 0 ≤α < 1, 1 < α ≤2, x0, x ∈R, r > 0, t ≥0 since ξ0 = x0 −c · 0 = x0 and
c = r. V (x, t) = −ex0−(x−rt) + −1±√
1−(1−α)2
(1−α)2
(x −rt) + ex0,
(3.4)
for 0 ≤α < 1, 1 < α ≤2, x0, x ∈R, r > 0, t ≥0 since ξ0 = x0 −c · 0 = x0 and
c = r. (3.4) Theorem 3.2. If V (x, t) is any positive solution to the nonlinear equation
Vt + 1
2σ2(Vxx + Vx) (1 + 2(Vxx + Vx)) + 1
2(1 −α)2σ2(Vxx + Vx)3 + rVx = 0 ANALYTIC SOLUTION OF A NONLINEAR... ANALYTIC SOLUTION OF A NONLINEAR... 233 in R × [0, ∞) then in R × [0, ∞) then in R × [0, ∞) then in R × [0, ∞) then u(S, t) = 1
ρ
−1±√
1−(1−α)2
(1−α)2
ln
S
K
−rt
+ S0
K
S −S0ert
(3.5) (3.5) in R × [0, ∞) solves the nonlinear Black-Scholes equation ut + 1
2σ2S2uSS(1 + 2ρSuSS) + 1
2ρ2(1 −α)2σ2S4u3
SS + rSuS −ru = 0
(3.6)
for r, K, S, S0, σ, ρ > 0, t ≥0, 0 ≤α < 1, and
1 < α ≤2, where S0 is the
initial stock price. (3.6) Proof. To obtain the solution to equation (3.6) we apply the transforma-
tions x = ln
S
K
and V (x, t) = ρ u(S,t)
Kex to get ut = S
ρ Vt,
uS = 1
ρ(Vx + V ),
uSS =
1
ρS (Vxx + Vx) . Substituting these expressions into (3.6) gives (3.1). Hence, applying the trans-
formations above into (3.4) gives (3.5). Remark 3.3. From equation (3.5), it is clear that when 1∓√
1−(1−α)2
(1−α)2
<
S0
S ert then SuS
u
is always greater than one as in [2, 3, 4]. This shows that the
option is always more volatile than the stock when this inequality holds. 4. Conclusion We have studied the hedging of derivatives in the presence of transaction cost
and a price slippage impact that lead to market illiquidity with feedback effects. Assuming the solution of a forward wave, a classical solution for the nonlinear
Black-Scholes equation was found. The solution obtained can be used for pricing
a European call option at time t ≥0. It is clear that when 1∓√
1−(1−α)2
(1−α)2
< S0
S ert
this solution supports the comments in [2, 3, 4] that the option is always more
volatile than the stock. In conclusion, further research needs to be done to find out the solution
to the equation when c ̸= r. Another part of our interest is the use of the
put-call-parity to obtain the solution of a put option. 234 J.E. Esekon References [1] D. Bakstein, S. Howison, A non-arbitrage liquidity model with observable
parameters for derivatives, Working paper, (2003). [2] F. Black, M. Scholes, The pricing of options and corporate liabilities, The
Journal of Political Economy, 81, No. 3 (1973), 637-654. [3] J. E. Esekon, Analytic solution of a nonlinear Black-Scholes equation, In-
ternational Journal of Pure and Applied Mathematics, 82, No. 4 (2013),
547-555. [4] J. E. Esekon, A particular solution of a nonlinear Black-Scholes partial dif-
ferential equation, International Journal of Pure and Applied Mathematics,
81, No. 5 (2012), 715-721. [5] J. Esekon, S. Onyango, N.O. Ongati, Analytic solution of a nonlinear
Black-Scholes partial differential equation, International Journal of Pure
and Applied Mathematics, 61, No. 2 (2010), 219-230. [6] J. D. Logan, An Introduction to Nonlinear Partial Differential Equations,
Second Edition, John Wiley and Sons, Inc., Hoboken, New Jersey, USA
(2008).
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https://openalex.org/W4296213143
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https://online.unisc.br/seer/index.php/psi/article/download/17330/10576
|
Portuguese
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“Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de aplicativo à luz da Psicodinâmica do Trabalho
|
Psi Unisc
| 2,022
|
cc-by
| 9,495
|
Resumo Resumo
O estudo teve por objetivo investigar e compreender as vivências de prazer e sofrimento, e as estratégias de mediação no
trabalho a partir de publicações feitas por motoristas de aplicativos em um grupo numa rede social entre dezembro de 2019
e fevereiro de 2020. Foram selecionadas 282 laudas que passaram por uma análise temática e foram definidas em três
categorias sob a luz da abordagem da Psicodinâmica do Trabalho: 1) as características do trabalho de motoristas por
aplicativos; 2) as vivências de prazer e sofrimento no trabalho; 3) estratégias de mediação elaboradas pelos motoristas por
aplicativos. O extrato das publicações realizadas por motoristas permitiu evidenciar que as inserções nas plataformas
digitais surgem como alternativa ao desemprego ou complemento de renda. Os trabalhadores indicaram o reconhecimento
dos passageiros e a gratificação como suas vivências de prazer. As vivências de sofrimento apontaram para características
de servidão do trabalho e descontentamento, por razão da submissão por critérios de avaliação de desempenho, controle e
vigilância pelos algoritmos digitais, e a imposição dos trabalhadores à uma intensa produtividade, longas jornadas de
trabalho, baixa remuneração e falta de segurança. Foi possível notar estratégias de enfrentamento como a criação de
clientelas particulares para aumentar seus rendimentos, a adoção de recursos tecnológicos para cuidados entre si,
cooperação e compartilhamento de informações no ambiente virtual. Palavras-chaves: Saúde do Trabalhador; Condições de trabalho; Tecnologia; Subemprego. ISSN: 2527-1288
Recebido em: 14/02/2022
Aceito em: 03/07/2022
Como citar: Santos, J. J., Kerber, G. B. & Rissi, V. (2022). “Estamos sendo submetidos a uma escravidão disfarçada”:
análise de relatos de motoristas de aplicativo à luz da Psicodinâmica do Trabalho. PSI UNISC, 6(2), 107-
123. doi: 10.17058/psiunisc.v6i2.17330
“Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de
motoristas de aplicativo à luz da Psicodinâmica do Trabalho
“Estamos siendo sometidos a uma esclavitud disfrazada”: análisis de informes de
conductores de aplicaciones a la luz de la Psicodinámica del Trabajo
“We are being subjected to a disguised slavery”: analysis of app driver reports in the
light of the Psychodynamics of Work
Jefferson João dos Santos
Faculdade Meridional (IMED), - RS/Brasil
ORCID: 0000-0002-2025-7685
E-mail: jeffe.j.s@unochapeco.edu.br
Gabriel Bacarol Kerber
Faculdade Meridional (IMED), - RS/Brasil
ORCID: 0000-0002-5091-1764
E-mail: gabrielkerber@outlook.com
Vanessa Rissi
Faculdade Meridional (IMED), - RS/Brasil
ORCID: 0000-0002-1895-9354
E-mail: vanessa.rissi@imed.edu.com
Resumo
O estudo teve por objetivo investigar e compreender as vivências de prazer e sofrimento, e as estratégias de mediação no
trabalho a partir de publicações feitas por motoristas de aplicativos em um grupo numa rede social entre dezembro de 2019
e fevereiro de 2020. Foram selecionadas 282 laudas que passaram por uma análise temática e foram definidas em três
categorias sob a luz da abordagem da Psicodinâmica do Trabalho: 1) as características do trabalho de motoristas por
aplicativos; 2) as vivências de prazer e sofrimento no trabalho; 3) estratégias de mediação elaboradas pelos motoristas por
aplicativos O extrato das publicações realizadas por motoristas permitiu evidenciar que as inserções nas plataformas Jefferson João dos Santos
Faculdade Meridional (IMED), - RS/Brasil
ORCID: 0000-0002-2025-7685
E-mail: jeffe.j.s@unochapeco.edu.br Gabriel Bacarol Kerber
Faculdade Meridional (IMED), - RS/Brasil
ORCID: 0000-0002-5091-1764
E-mail: gabrielkerber@outlook.com Gabriel Bacarol Kerber
Faculdade Meridional (IMED), - RS/Brasil
ORCID: 0000-0002-5091-1764
E-mail: gabrielkerber@outlook.com Vanessa Rissi
Faculdade Meridional (IMED), - RS/Brasil
ORCID: 0000-0002-1895-9354
E-mail: vanessa.rissi@imed.edu.com Resumen 7
de 2020. Se seleccionaron 282 páginas, que se
sometieron a un análisis temático. y se definieron en tres
categorías a la luz del enfoque de la Psicodinámica del
Trabajo: 1) las características del trabajo de los
conductores a través de apps; 2) las experiencias de
placer y sufrimiento en el trabajo; 3) estrategias de El estudio tuvo como objetivo investigar y comprender
las experiencias de placer y sufrimiento, y las estrategias
de mediación en el trabajo a partir de las publicaciones
realizadas por los conductores de aplicaciones en un
grupo en una red social entre diciembre de 2019 y febrero 107 PSI UNISC, 6(1), 107-127, 2022. “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho in a group on a social network between December 2019
and February 2020. 282 pages were selected. which
underwent a thematic analysis and were defined in three
categories in the light of the Psychodynamics of Work
approach: 1) the characteristics of the work of drivers
through apps; 2) the experiences of pleasure and
suffering at work; 3) mediation strategies developed by
drivers through apps. The extract of publications made
by drivers made it possible to show that insertions in
digital
platforms
appear
as
an
alternative
to
unemployment
or
income
supplement. Workers
indicated passenger recognition and gratification as their
experiences of pleasure. The experiences of suffering
pointed to characteristics of work servitude and
discontent, due to the submission to performance
evaluation criteria, control and surveillance by digital
algorithms, and the imposition of workers to intense
productivity, long working hours, low remuneration and
lack of security. It was possible to notice coping
strategies such as the creation of private clientele to
increase their income, the adoption of technological
resources to care for each other, cooperation and
information sharing in the virtual environment. mediación desarrolladas por los conductores a través de
aplicaciones. El extracto de las publicaciones realizadas
por los conductores permitió evidenciar que las
inserciones en las plataformas digitales aparecen como
una alternativa al desempleo o al complemento de
ingresos. Los trabajadores indicaron el reconocimiento y
la gratificación de los pasajeros como sus experiencias
de placer. Abstract Keywords: Occupational health; Working conditions;
Technology; Underemployment. The study aimed to investigate and understand the
experiences of pleasure and suffering, and the mediation
strategies at work from publications made by app drivers A flexibilização de jornada, de contratos, dos
salários
e
direitos,
requer
flexibilizar
trabalhadores. Flexibilidade é uma palavra de
ordem na época da mundialização e faz parte de
mudanças morfológicas do trabalho e produção
na era do capitalismo global (Roso, 2017). Resumen As vivências de sofrimento apontaram para
características
de
servidão
do
trabalho
e
descontentamento, por razão da submissão por critérios
de avaliação de desempenho, controle e vigilância pelos
algoritmos digitais, e a imposição dos trabalhadores à
uma intensa produtividade, longas jornadas de trabalho,
baixa remuneração e falta de seguridad. Fue posible notar
estrategias de enfrentamiento como la creación de
clientela privada para aumentar sus ingresos, la adopción
de recursos tecnológicos para el cuidado mutuo, la
cooperación y el intercambio de información en el
entorno virtual. Palabras clave: Salud laboral; Condiciones de trabajo;
Tecnología; Subempleo. PSI UNISC, 6(2), 107-123, 2022. Introdução O atual cenário mundial das relações
trabalhistas é constituído por sujeitos que
dependem exclusivamente do trabalho para
sobreviver. Nos últimos anos, o que se percebe
é uma redução das formas tradicionais de
empregos
e
trabalhos
regularizados
característicos do século XX. Aqueles que não
amarguram
o
desemprego
vivenciam
diariamente cada vez mais situações instáveis e
precárias, onde novas modalidades de trabalho
informal, intermitente e precarizado, são
comumente criadas e recriadas devido aos
mecanismos de flexibilização (Antunes, 2018). Dentre
estas
novas
modalidades
flexíveis
de
trabalho,
destacam-se
as
terceirizações e prestações de serviços. Entre as
novas variantes, a literatura apresenta a
morfologia
contemporânea:
o
trabalho
uberizado. De maneira sucinta, é quando as
prestações dos serviços não ocorrem de modo
contínuo, mas sob demanda, e mediados por
aplicativos digitais (Antunes, 2018). O case de
maior sucesso neste tipo de organização de
trabalho é o da empresa Uber, sob o princípio
básico de fornecer serviços de transportes pré-
determinados em troca de recompensas, usando
aplicativos ou plataformas online para conectar A
flexibilização
constitui
um
gigantesco processo de escala mundial na
desconstrução do trabalho pela retirada de
direitos e garantias, conquistadas com muito
esforço através de lutas da classe trabalhadora. 108
108 ́́ 108
108 ́́ PSI UNISC, 6(2), 107-123, 2022. PSI UNISC, 6(2), 107-123, 2022. “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho saúde ou induzir ao adoecimento (Dejours &
Neto, 2012). motoristas aos seus clientes que demandam por
transporte/serviço de mobilidade (Serrano &
Baldanza, 2017). saúde ou induzir ao adoecimento (Dejours &
Neto, 2012). O interesse da PdT ultrapassa os
aspectos relacionados ao sofrimento e a
doenças mentais, propondo a investigação do
prazer associado ao sentido do trabalho e sua
potencialidade
em
promover
saúde. Compromete-se, sobretudo, em compreender
como o trabalhador mantem a normalidade
psíquica frente as pressões determinadas pelo
contexto do trabalho. Deste modo, para manter
equilíbrio, cria estratégias de mediação,
defensivas ou de enfrentamento, para suportar
ou modificar situações adversas que geram
sofrimento (Dejours & Neto, 2012; Moraes,
2013). O neologismo “uberização” tem sido
difundido para designar o tipo de trabalho que
inclui a população de motoristas como a
categoria
de
maior
representatividade. Entretanto, ela atinge diversas classes, como os
entregadores,
empregadas
domésticas,
professores, médicos e outros (Coutinho &
Ferreira, 2021). compartilhamento
de
experiências
e
mobilizações. compartilhamento
de
experiências
e
mobilizações. compartilhamento
de
experiências
e
mobilizações. o estudo teve por objetivo investigar e
compreender aspectos referentes aos motivos
de inserção nas plataformas, condições de
trabalho, vivências de sofrimento, estratégias
de mediação (enfrentamento e defensiva) e
vivências de prazer, apresentados e analisados
de forma individual e/ou coletiva através da
livre expressão presente no ambiente virtual de
um grupo destinado a este público, em uma
rede social. e Procedimentos éticos e coleta de dados Pesquisas que adotam como fonte de
dados informações de domínio público,
coletadas de materiais postados na internet, não
se enquadram no que é considerado pesquisa
direta com seres humanos. Contudo, optou-se
por seguir as recomendações do Guia de Ética
da Association of Internet Researchrs que
prevê, entre outras orientações, o uso do
anonimato
para
proteção
de
identidade
(Markham & Buchana, 2012). O modelo de trabalho uberizado é
recente no Brasil e no mundo, gerando diversas
dúvidas à sociedade, críticas aos setores
jurídico/legislativo
e
transformações
nos
transportes e mobilidade urbana (Antunes,
2020). Embora este estudo não traga benefícios
imediatos a classe trabalhadora, pode ser
considerado um importante contribuinte para as
pesquisas do escopo da Psicodinâmica do
Trabalho frente a nova modalidade de trabalho
que
é
a
uberização. Considerando
a
potencialidade do coletivo de trabalhadores
disponível no ambiente das redes sociais,
acredita-se que debruçar-se nas interações
virtuais seja um meio também possível de
identificar a expressão e mobilização do
público alvo. Neste ambiente virtual o pesquisador
esteve despercebido, não afetando a prática
cotidiana da amostra (Sá & Polivanov, 2013). Isto demonstrou-se útil uma vez que o ator é
“estranho” a algum ambiente pretendendo
apreender suas dinâmicas de funcionamento,
valores e regras sociais. A identificação dos
autores do conteúdo no grupo foi preservada. A fim de constituir o corpus de análise,
foram
selecionadas
todas
as
postagens
realizadas no intervalo de dezembro (2019) à
fevereiro (2020) em determinado grupo do
Facebook, destinado aos motoristas por
aplicativos, que segundo sua própria descrição
foi criado para que “todos os trabalhadores
compartilhem suas dúvidas e experiências com
intuito de melhorar cada vez mais o
desempenho”. O material coletado resultou em
282 laudas com 159.764 palavras oriundas da
livre
comunicação
entre
eles. Foram
consideradas postagens todas as publicações
realizadas naquele ambiente e também as
discussões
manifestadas
através
dos
comentários dos participantes. “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho Introdução Corporações como a Uber tem
utilizado a ideologia da Economia do
Compartilhamento
para
mascarar
seus
negócios,
apoiadas
na
exploração
dos
trabalhadores e esquivas de legislações, pois
declaram-se empresas de tecnologias que
conectam pessoas e, portanto, não tem o dever
legal/contratual de submeterem-se as leis (Slee,
2017). Por se tratar de um assunto recente,
existem
poucas
pesquisas
empíricas
desenvolvidas investigando a uberização do
trabalho e, em especifico, ouvindo os
motoristas por aplicativos. Entretanto, nos
estudos encontrados, é possível perceber que
estes trabalhadores lidam diariamente com
situações estressantes com o trânsito intenso e
relações com passageiros (André, Silva &
Nascimento, 2019). Além disso, possuem a
jornada de trabalho estendida e intensificada
através
dos
recursos
motivacionais
que
aparecem na tela do celular, mantendo o
trabalhador em atividade por mais tempo,
aumentando a competição entre os motoristas
por disputa de passageiros e fomentando a
precarização do trabalho ao desafiar legislações
e aspectos jurídicos (Uchôa-de-Oliveira 2020). Outrossim, no cenário do desemprego, a adesão
facilitada pela sedutora alternativa, com
promessas de autonomia, flexibilidade e renda
extra, estes motoristas assumem o risco do
empreendedorismo com seus próprios recursos
(Slee, 2017; Antunes, 2018; Antunes; 2020;
Moraes; Oliveira & Accorsi, 2019). Em síntese, de um lado estão os/as
infoproletários/as, isto é, a classe-que-vive-do-
trabalho, e do outro, as empresas que controlam
e detém os aplicativos permitindo o acesso do/a
cliente. Estes trabalhadores ficam à disposição,
esperando uma chamada ou notificação. A
remuneração se constitui estritamente pelo que
desempenham (Antunes, 2018). O trabalho
torna-se onipresente por meio de alertas,
conexões e rastreamentos de modo que a (falsa)
liberdade
oriunda
do
empreendedorismo
captura o sujeito em plena era da mobilidade
(Roso, 2017). As
abordagens
teóricas
que
se
debruçam a estudar as relações sujeito-
trabalho, desejam destacar as experiências
humanas neste contexto e sua complexidade. Nesta literatura, destaca-se a Psicodinâmica do
Trabalho (PdT), estudos desenvolvidos por
Christophe Dejours a partir dos anos de 1990. O autor baseou suas pesquisas nas relações
entre a organização do trabalho e os processos
de subjetivação, com ênfase nas vivências de
prazer e sofrimento, capazes de promover 109
109
-
, 109
109
-
, 99
Utilizando
o
referencial
teórico-
metodológico da PdT (Dejours & Neto, 2012), PSI UNISC, 6(2), 107-123, 2022. PSI UNISC, 6(2), 107-123, 2022. Procedimentos de análise de dados A análise dos dados aconteceu por meio
da análise temática (AT) de Braun e Clarke
(2006), seguindo orientações, sugestões e
adaptações propostas por Souza (2019). Esta
análise
seguiu
procedimentos
como
a
familiarização dos dados através de transcrição,
leitura e releitura do banco, e geração de
códigos de maneira sistemática reunindo
extratos relevantes definidos por temas a priori:
1) As características do trabalho de motoristas
por aplicativos 2) As vivências de prazer e
sofrimento no trabalho de motoristas por
aplicativos; e 3) As estratégias de mediação do
sofrimento elaboradas pelos motoristas por
aplicativos. É fato que, diante dos preceitos do
capitalismo neoliberalista, são comuns os
discursos que levam os trabalhadores, em geral,
a perseguirem a ilusão do negócio próprio e do
empreendedorismo de si mesmo (Bianchi et al.,
2020). Entretanto, a aparente liberdade
decorrente da ausência de hierarquia é
desmascarada por motoristas que denunciam
uma divisão de trabalho oposta ao discurso
predominante,
onde
evidenciam-se
as
características
de
servidão:
“[...]
Nós,
motoristas de aplicativo, estamos sendo
submetidos a uma escravidão disfarçada. Somos forçados a prestar um bom serviço”. “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho tema do grupo. Destaca-se, ainda, que o
período escolhido foi anterior à pandemia
causada pelo COVID-19 (Coronavírus). como um serviço de tecnologia que apenas
realiza o intermédio entre o cliente e o prestador
do
serviço. Desse
modo,
o
motorista
constituiria um negócio próprio, a partir do qual
poderia deliberar livremente sobre as questões
que envolvem a sua rotina e processos de
trabalho. Esses trabalhadores são confundidos
pelo discurso ideologizante que os leva à crença
de que participam de um trabalho liberto e
autônomo, conforme referenciado por Bianchi,
Macedo e Pacheco (2020). Delineamento Trata-se de um estudo exploratório e
descritivo, pois teve como principal finalidade
desenvolver e esclarecer conceitos/ideias do
problema de pesquisa (Flick, 2009) em
consonância
com
a
abordagem
da
Psicodinâmica do Trabalho (Dejours & Neto,
2012). Utilizou-se
dos
pressupostos
metodológicos da análise documental (Gil,
2008) para compor a amostra, que foi extraída
de postagens e comentários em uma rede social,
a partir da percepção e expressões de motoristas
de aplicativo em um grupo destinado ao O grupo foi escolhido levando em
consideração
o
número
de
membros
(aproximadamente 120.000 membros), sendo
excluídas postagens de anúncio/venda de
serviços e veículos, e outras, que fugiam do 110
110 PSI UNISC, 6(2), 107-123, 2022. PSI UNISC, 6(2), 107-123, 2022. [...] A cada recusa, a taxa de
aceitação cai e assim vem outras
consequências. [...] A cada recusa, a taxa de
aceitação cai e assim vem outras
consequências. [...] Você tem sempre o direito de
cancelar por motivo de segurança e
não vai ser descontado nenhum valor,
porém a taxa de cancelamento sobe! E
na
99,
com
quatro
ou
cinco
cancelamentos
seguidos
você
é
banido. [...] Comigo é assim, Uber é tempo
online! Estou fazendo em média 12, 13
horas por dia; [...] O problema dessas empresas é que
elas são sua sócia, com 50% do seu
lucro você tem que rodar muito para
não empatar com eles. Eu dirigia de
12h a 16h por dia. [...] O problema dessas empresas é que
elas são sua sócia, com 50% do seu
lucro você tem que rodar muito para
não empatar com eles. Eu dirigia de
12h a 16h por dia. Em linhas gerais, constatou-se que a
autonomia
previamente
anunciada
pelos
motoristas é apenas aparente, pois, na prática,
são obrigados a trabalhar mais e sob os critérios
impostos, para garantir sua sobrevivência e
manutenção dos instrumentos de trabalho. Em
relação a esses achados, adicionam-se as ideias
de Abílio (2019) e Antunes (2020), ao
discutirem que este trabalho constantemente
vigiado pelo panóptico digital dos algoritmos
expõe a vulnerabilidade a que estão submetidos
estes trabalhadores. As escalas de reputação
classificam os subcontratados independente de
seu empenho e dedicação, podendo levar à
perda da renda adicional ou o próprio “ganha
pão” (Linhart, 2014; Abílio, 2019; Antunes,
2020). Outro elemento a ser compreendido
quanto à adoção de jornadas de trabalho
intensas pelos motoristas, é o fato de que as
plataformas
digitais
utilizam
recursos
persuasivos
para
a
manutenção
da
disponibilidade destes trabalhadores pelo maior
número de horas possíveis. Para tanto, as
empresas
programam
a
interface
dos
aplicativos adotando técnicas de gamificação
que pressionam os trabalhadores a ficarem mais
tempo à disposição, mediante o uso de
incentivos
e
reforços. Recompensas
e
promoções surgem na tela do celular incitando
aos motoristas trabalharem por mais tempo,
como indica (Slee, 2017) e pode ser visualizado
na sequência, conforme descrito por um
motorista: “[...] Às vezes viciamos em receber
chamadas que passam 13, 14, 15 horas
dirigindo e não percebemos”. Em
relação
à
produtividade,
evidenciou-se que há auto estabelecimento de
metas, assim podendo constar: “[...] Pra bater
a meta tem que rodar sábado e domingo!” e
“[...] Tem que ter meta! Às vezes nos matamos
de tanto trabalhar, mas só assim pra tirar
lucro”. Contexto do Trabalho Essa categoria corresponde às questões
que
englobam
informações
sobre
a
organização/condição de trabalho, bem como
as
relações
sócioprofissionais
nele
estabelecidas. A seguir serão discutidos
separadamente os conteúdos explícitos através
de relatos expressos pelos motoristas por
aplicativos no grupo de rede social. Não obstante, as plataformas digitais
demonstram suas estruturas arbitrárias de
controle sobre o trabalho dos motoristas por
meio de diversos mecanismos. São elas quem
determinam quem pode ou não trabalhar, por
meio de critérios e exigências que já são
estabelecidos no momento da adesão ao
aplicativo (Farias & Rached, 2017; Uber,
2022). As manifestações predominantes dos
motoristas por aplicativos apontam para a
internalização da ideia de que a sua atividade
laborativa é autônoma, especialmente do ponto
de vista da ausência de um superior
hierárquico, a quem se devesse obediência:
“[...] A Uber é um trabalho normal para você
sobreviver sem um patrão para te dar ordens”
– como aponta o comentário deste motorista. A
compreensão do trabalho nos termos indicados
pela frase anterior, é influenciada pelo discurso
das empresas que se apresentam à sociedade Houve relatos de que motoristas foram
bloqueados do sistema, impossibilitando suas
atividades: “[...] O único problema que é um
trabalho totalmente incerto, a qualquer
momento
você
pode
ser
bloqueado”. Sobretudo, evidenciou-se que há critérios a
serem seguidos com vistas à prestação de um
“bom serviço”, expressos por pelo menos dois
mecanismos: as notas de avaliação que os PSI UNISC, 6(2), 107-123, 2022. PSI UNISC, 6(2), 107-123, 2022. “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho destes relatos, é que os motoristas impõem a si
próprio os ritmos – intensos – de trabalho. Essa
questão é explicada por Antunes (2018) ao
afirmar que no modelo just-in-time, típico do
trabalho
uberizado,
a
remuneração
dos
trabalhadores está atrelada à quantidade de
produção e, que há, portanto, um processo de
transferência da responsabilidade de gestão da
produtividade aos motoristas por aplicativos. Por
consequência,
ao
assumir
a
responsabilidade pela produtividade e pelos
seus ganhos, haverá uma jornada de trabalho
prolongada e intensificada, denunciando a auto
exploração que gera mais-valia e maior
produção: passageiros aferem aos motoristas após a
utilização do serviço e as taxas de aceitação e
cancelamento das corridas solicitadas pelos
clientes na plataforma. Estes mecanismos
avaliativos exercem a função de controlar,
fiscalizar e punir o comportamento indesejável. Os seguintes trechos de postagens demonstram
tais evidências: [...] Mas com certeza a tarifa está bem
abaixo do que seria necessário. A
maioria também vive na grande ilusão
de
ganhar
muito
baseado
no
faturamento. [...] Mas com certeza a tarifa está bem
abaixo do que seria necessário. A
maioria também vive na grande ilusão
de
ganhar
muito
baseado
no
faturamento. [...] Não estamos seguros em lugar
algum,
mas
ser
motorista
de
aplicativo é se colocar em perigo a
cada corrida. Nota-se, por conseguinte, a presença de
um problema social de segurança pública. Entretanto, a organização do trabalho mediada
por plataformas digitais potencializa o risco de
sofrer atos violentos e não oferece mecanismos
de proteção. As notificações recebidas pelos
motoristas no aplicativo não mostram uma foto
do solicitador, nem o destino da corrida, apenas
um nome do demandante do serviço. Portanto,
os trabalhadores devem aceitar ou recusar a
chamada da corrida sem que possuam
informações que poderiam proteger sua
integridade ou patrimônio: [...] Rodar na Uber tem que fazer
cálculos. Incluíndo
combustível,
alimentação,
documentação,
manutenção e seguro, eu já teria uma
dívida de 200 reais diária. Ou seja,
teria que fazer partir de 200 reais para
ter lucro. Por isso muita gente quebra,
não conta as manutenções preventivas e
possíveis corretivas que virão aliadas
aos possíveis dias fracos. Há que se considerar, ainda, que a
remuneração de um motorista por aplicativo
não prevê qualquer garantia trabalhista, já que
a modalidade não se enquadra nos parâmetros
celetistas (Abílio, 2019; Abílio, 2021). O
seguinte trecho expressa esta condição: [...] Entrei em contato com a Uber e
perguntei o porquê que me pediram três
vezes o reconhecimento facial no
mesmo dia. Após alguns minutos recebi
um chamado de uma mulher, assim
dizia o nome no aplicativo. Cheguei no
local eram dois caras, consegui sair,
mas eles iam me roubar, com certeza. Moral da história: a gente tem que fazer
reconhecimento facial, mostram nossa
foto e a gente não tem nem uma
referência do passageiro (...) a Uber
não
se
preocupa
com
a
nossa
segurança. [...] Única coisa de fato que me
incomoda nesse tipo de serviço é não ter
férias remuneradas e nem folga
remunerada, não tem 13º, nem FGTS,
nem INSS, auxílio passagem, podia ser
até combustível, nem planos pra saúde
tem se ficar doente também. [...] Única coisa de fato que me
incomoda nesse tipo de serviço é não ter
férias remuneradas e nem folga
remunerada, não tem 13º, nem FGTS,
nem INSS, auxílio passagem, podia ser
até combustível, nem planos pra saúde
tem se ficar doente também. “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho estão à deriva, uma vez que as plataformas nem
mesmo
assumem
responsabilidades
por
quaisquer eventos que ocorram durante o
tempo em atividade. Quanto à remuneração, os
motoristas
por
aplicativos
indicam
precariedade salarial e sugerem que os seus
ganhos, com frequência, sequer permitem
liquidez, conforme ilustrado nos trechos
postados: O tema das condições de trabalho
também foi discutido nas postagens do grupo
de motoristas por aplicativos. Além das
intempéries causadas pelo clima e trânsito,
destaca-se a exposição à violência nos grandes
centros urbanos: [...]
Fui
assaltado
através
da
plataforma,
no
meu
caso
era
impossível desconfiar do assalto. [...] A cada recusa, a taxa de
aceitação cai e assim vem outras
consequências. O que se pode compreender a partir 112
112
s 112
112
s PSI UNISC, 6(2), 107-123, 2022. “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho PSI UNISC, 6(2), 107-123, 2022. [...] Mas com certeza a tarifa está bem
abaixo do que seria necessário. A
maioria também vive na grande ilusão
de
ganhar
muito
baseado
no
faturamento. 33
Sobre isso, os estudos de Roso (2017),
Valente, Patrus e Córdova Guimarães (2019), e
Filgueiras e Antunes (2020), indicam que o
modelo uberizado de trabalho constituiu-se sob
a tríade destrutiva do capital frente ao trabalho: 113
113
o
b
: Conforme
apontam
Filgueiras
e
Antunes (2020), os motoristas por aplicativos PSI UNISC, 6(2), 107-123, 2022. “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho Não obstante, isto implica em desgaste
psicológico pelo estado de tensão emocional:
“[...] O medo nunca abandona a gente, cara! Eu trabalho com medo todos os dias”. Segundo
Sousa e Santos (2017), o medo originado pela
degradação
do
organismo
psíquico
do
trabalhador está ligado diretamente às más
condições de trabalho que estão submetidos. a
flexibilidade,
a
informalidade
e
a
intermitência, que, por ora, são características
de um trabalho precarizado. Alguns motoristas por aplicativos estão
cientes das condições precarizantes e ainda
denunciam esta disposição mundial à classe
trabalhadora: “[...] bem-vindos à nova onda do
trabalho precarizado”. Neste contexto, o
trabalho precário se caracteriza como um
trabalho incerto e imprevisível, no qual os
riscos empregatícios são assumidos pelo
trabalhador. Diretrizes históricas apontam este
como um resultado do crescimento da
globalização (interdependência econômica e
movimento acelerado do capital/produção),
bem como da expansão do neoliberalismo,
ideologia que implica na desregulação e
remoção de proteções sociais, corroendo a
identidade dos trabalhadores e promovendo a
anomia da classe (Antunes, 2018). Em referência ao medo, percebe-se,
ainda, uma tendência à banalização deste
sentimento. Os motoristas se conformam com a
ideia de que não há o que fazer para modificar
as condições que originam o medo, como
demonstrado a seguir: “[...] O segredo é ir para
rua. Segue os conselhos dos amigos que estão
na plataforma há mais tempo que não tem erro. Estou há 6 meses tenho medo a cada corrida,
isso não muda”. Quantos às frustrações, os motoristas
por aplicativos tem seus relatos relacionados à
falta de valorização e reconhecimento: “[...]
Uma pena que nós motoristas não somos
valorizados por tais empresas de aplicativos.”
Na visão de Dejours (2001), o desejo do
trabalhador é apenas que seu investimento no
trabalho não seja fracassado ou que não seja
considerado apenas como um cumpridor e
executante de ordens com obediência passiva. [...] Mas com certeza a tarifa está bem
abaixo do que seria necessário. A
maioria também vive na grande ilusão
de
ganhar
muito
baseado
no
faturamento. Embora o reconhecimento seja constituído por
forte expectativa por parte do trabalhador, ele
raramente é conferido de forma satisfatória. Vivências de sofrimento e prazer Esta
categoria
temática
propõe
identificar as fontes geradoras de sofrimento e
prazer no trabalho dos motoristas por
aplicativos, identificadas através de opiniões,
relatos e experiências compartilhadas em um
grupo
de
rede
social
pelos
próprios
trabalhadores. De acordo com Dejours (2011),
prazer
e
sofrimento
são
categorias
indissociáveis, ao passo em que trabalhar é
deparar-se inevitavelmente com o sofrimento,
sentimento decorrente de um embate central
entre
a
organização
do
trabalho
e
o
funcionamento psíquico do sujeito. Para Merlo, Traesel e Baierle (2011), o
reconhecimento é considerado fundamental
porque possibilita que o sofrimento no trabalho
seja transformado em realização e prazer. Entende-se, então, que estes trabalhadores,
motoristas por aplicativos, estão expostos a um
contexto de trabalho nocivo à sua saúde mental. O sofrimento dos motoristas foi
evidenciado
por
sentimentos
de
medo
(insegurança), estresse e frustração pela falta de
reconhecimento, e, também, por desgastes
físicos, indicados por cansaços e dores. Conforme já relatado pelos motoristas, uma
característica presente nas condições de
trabalho é a exposição constante à violência. Além da imaterialidade do seu labor, a
frustação em relação aos valores recebidos é
notável: 114
114 114
114 PSI UNISC, 6(2), 107-123, 2022. “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho [...] Uber é um quebra galho até
arrumar algo fixo, ou como uma renda
extra... fora isso é uma falsa ilusão. Ganha agora e gasta tudo amanhã. saudável. É como se trabalhar correspondesse
ao oposto de ter saúde, pois ao final ela deverá
ser recuperada (Uchôa-de-Oliveira, 2020). Há uma falsa ideia de flexibilidade no
trabalho dos motoristas por aplicativos que
logo é traduzida por uma jornada de trabalho
extensa, a partir da qual, segundo Abílio
(2021), o trabalhador a inicia sem qualquer
garantia sobre qual deverá ser a carga de
trabalho
necessária
para
obter
alguma
remuneração importante: “[...] Fazer só Uber
nos dias de hoje não é mais vida, mesmo com a
flexibilidade de horários, pois se torna muito
cansativo e você acaba não tendo tempo para
si e muito menos para sua família.” [...] Você ganha, mas se for para ser
realista você paga para trabalhar. Gasolina, pneu, amortecedor, elétrica,
limpeza de ar condicionado. Tudo isso
conta. É muito triste pois tem muitos
iludidos assim como eu fui. A frustação por terem sido enganados
pelas
plataformas
digitais
aparece
com
constância entre as publicações por motoristas
da amostra. Vivências de sofrimento e prazer [...] Acho que ninguém é motorista de
aplicativo porque gosta, e sim porque
nosso Brasil não tem emprego, (...)
orem muito porque estamos sem saída,
infelizmente. oportunidade de conhecer novas pessoas
diariamente é considerada vantagem e fator
positivo para estes trabalhadores. Outra fonte geradora de prazer relatada
pelos
motoristas
por
aplicativos
foi
a
gratificação. Esta pode ser compreendida como
bonificação
adicional
fornecida
voluntariamente em mãos aos trabalhadores
pelos passageiros no término da corrida. Entende-se esta remuneração complementar
não apenas como um meio material para
sobrevivência e consumo, mas reflete também
uma recompensa oferecida pelo cliente ao
trabalho realizado. Para Dejours (2014), a
capacidade de ser remunerado através do
trabalho digno, remete a sensação de utilidade,
vivência de prazer que ressignifica experiências
por meio da valorização. Evidencia-se no relato
a seguir: Além do desemprego, a inserção dos
trabalhadores nas plataformas digitais é
facilitada pelo fato de que o trabalho não requer
habilidades específicas ou determinado grau de
escolaridade (Slee, 2017). Para iniciar as
atividades, pelas empresas, não são exigidas
qualificações, a não ser possuir a Carteira
Nacional de Habilitação (CNH): [...] O desemprego está aí e os
aplicativos
sabem
disso. Muitos
motoristas têm só a habilitação pra
apresentar ao mercado de trabalho e
outros que tem curso ou até faculdade
estão sem vagas na área. Os aplicativos
se aproveitam (...) ou você fica em casa
sem ganhar nada. [...] Nessa corrida eu ganhei 245 reais,
viagem em cartão. Tranquilo, em forma
de agradecimento o casal me deu 100
reais de gorjeta e falou ‘Coloca de
combustível para não ter prejuízo, e
Deus te abençõe’. Cara, foi uma das
melhores corridas que eu já fiz. [...] Nessa corrida eu ganhei 245 reais,
viagem em cartão. Tranquilo, em forma
de agradecimento o casal me deu 100
reais de gorjeta e falou ‘Coloca de
combustível para não ter prejuízo, e
Deus te abençõe’. Cara, foi uma das
melhores corridas que eu já fiz. Trata-se, portanto, de uma atividade
concebida como alternativa num contexto
social onde a competitividade e exigências do
mercado de trabalho para obter-se um emprego
são avidamente disputadas, independente do
nível de instrução ou experiências na carreira
(André et. al., 2019). Entretanto surge a reflexão: se as
vivências de sofrimento são mais frequentes
que as vivências de prazer, por que há tantos
motoristas por aplicativos em atividade? Vivências de sofrimento e prazer Neste
sentido, foi possível compreender que os
trabalhadores,
na
maioria
das
vezes,
cadastraram-se nos aplicativos motivados pelo
desemprego. Foram evidentes as manifestações
de que trabalhar nas plataformas digitais está
distante de ser uma escolha ou uma opção do
trabalhador, mas sim, uma única alternativa
diante à necessidade de sobrevivência: Vivências de sofrimento e prazer De acordo com o estudo de Slee
(2017), a remuneração jamais aproximou-se da
renda média anunciada pelas plataformas. Quando as empresas se estabelecem em uma
nova localidade, elas fornecem subsídios e
ofertas especiais (para motoristas e clientes)
com objetivo de ampliar e divulgar o serviço
mais rapidamente. Ao consolidar-se nas novas
áreas de atuação, os aplicativos digitais
subtraem uma quantidade maior a cada cifra
monetária, e desde modo, o valor repassado aos
trabalhadores vai diminuindo a cada corrida
(Slee, 2017; Filgueiras & Antunes, 2020). O fato é que os horários flexíveis podem
intensificar o labor. Para Roso (2017), as
distribuições flexíveis das horas laborais
alteraram as fronteiras/barreiras que separam o
tempo de trabalho e tempo de não-trabalho,
praticamente anulando esta distinção de
relevância fundamental para os trabalhadores. As
vivências
de
prazer,
embora
reveladas com menor frequência, também
foram manifestadas pelos motoristas por
aplicativos da amostra de publicações. Ficou
evidenciado na divisão: a) reconhecimento,
sinalizado pela consideração dos passageiros
pelo seu trabalho; e b) gratificação, objetivada
pela
avaliação
positiva
do
serviço
e
bonificação/gorjeta. Notabilizou-se a presença de vivências
de sofrimentos originadas pelos desgastes
físicos ocasionados por intensas jornadas de
trabalho: “Já rodei até 16 horas no final de
semana. Parei, chega, o corpo está cobrando. Infelizmente as tarifas estão deixando a
desejar, mas do que adianta se matar fazendo
corrida e depois gastar tudo recuperando a
saúde”. 55
Os clientes prestigiam e reconhecem o
trabalho
dos
motoristas:
“[...]
O
reconhecimento e carinho de um monte de
gente que eu nunca sequer vi na vida. E isso
não tem dinheiro que pague”. Sendo assim,
apresenta-se a importância das relações
socioprofissonais no contexto do trabalho,
afinal, o reconhecimento do outro torna-se em
fonte de prazer (Mendes, 2007). Conforme
corroborado pelos estudos de Moraes et al. (2019), para os motoristas por aplicativos a A
suposta
autonomia
abordada
anteriormente, com ausência de qualquer
garantia ou compromisso por parte das
empresas digitais, vem incentivando os
motoristas por aplicativos a exercer jornadas
mais longas, abolindo assim dias de descanso,
fundamentais para a manutenção de uma vida 115
115
. a PSI UNISC, 6(2), 107-123, 2022. “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho [...] Acho que ninguém é motorista de
aplicativo porque gosta, e sim porque
nosso Brasil não tem emprego, (...)
orem muito porque estamos sem saída,
infelizmente. “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho Para lidar com o sentimento de medo e
a insegurança identificados como vivências de
sofrimento, o trabalhador cria mecanismos
protetivos ao aparelho psíquico (Dejours,
2011). Alguns motoristas por aplicativos,
mesmo que em menor frequência de relatos,
negam os riscos de assaltos e homicídios
causados pela exposição potencializadas pelo
modelo de trabalho adotado nas plataformas
digitais: “[...] Não importa se você é Uber ou
não, a violência está para todos. Fui assaltado
uma vez como Uber e duas vezes antes de
conhecer os aplicativos”. Dissimilar a situação
da violência presente nos grandes centros
urbanos de sua atuação de trabalho é um sinal
de estratégia defensiva de negação, uma vez
que o motorista atua no contexto destes grandes
centros urbanos colocando-se em risco ao
servir uma empresa que não lhe oferece o
mínimo de garantia. Para Moraes (2013a), estas
estratégias de defesa são recursos psicológicos
que visam negar e fantasiar a percepção do
próprio sofrimento, dissimulando o contexto do
trabalho com causas. negação, a fim de minimizar a percepção do
sofrimento, criando motivos lógicos e racionais
para os acontecimentos que afligem o
trabalhador (Moraes, 2013b). Entretanto, as
estratégias defensivas são construídas de
maneira reativa, e embora protejam o
psiquismo
e
possibilitem
evitar
a
descompensação, não estimulam e nem criam
alternativas na organização do trabalho que dá
origem ao sofrimento. Por favorecerem a
adaptação, não possibilitam ou priorizam a
ação transformadora, correndo o risco de perder
sua efetividade e conduzir-se à alienação
(Moraes, 2013b). Nesse sentido, outro modo é possível
para mediação do sofrimento: a criação e
estruturação de estratégias de enfrentamento,
que é o conceito que corresponde às táticas e
recursos criadas pelos trabalhadores para o
enfrentamento das imposições do trabalho real
(Dejours, 2011). A criatividade movida pelo
sofrimento fundamenta a mobilização para a
ação, propondo alternativas para subverter a
insatisfação em prazer (Moraes, 2013c). Do mesmo modo, para lidar com o
sofrimento
originado
pela
falta
de
reconhecimento por parte das plataformas
digitais, os motoristas adotam estratégias
defensivas de racionalização: 77
Para lidar com a frustração pelos baixos
rendimentos, a criação de uma rede de
passageiros particulares vem se mostrando
alternativa
para
alguns
motoristas
por
aplicativos: “[...] Já fiz muito isso de trabalhar
15h, 16 horas. Estratégias de mediação do sofrimento no
trabalho Conforme
discutido
na
categoria
anterior, o sofrimento está inerente ao trabalho. Se é inevitável deparar-se com estas vivências,
o que fazem os trabalhadores para mediá-las? O
objetivo desta categoria temática é justamente
conhecer as estratégias de mediação do
sofrimento (defensiva e/ou de enfrentamento),
elaboradas
pelos
próprios
trabalhadores
motoristas por aplicativos na amostra de
publicações. [...] Pular fora como se não tem
emprego? Acho que ninguém tá nas
ruas arriscando a vida porque gosta. 116
116 116
116 PSI UNISC, 6(2), 107-123, 2022. “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho Hoje saio às 5h00 com um
particular, faço os particulares até às 9h00 e
ligo o aplicativo”. Essa inventividade é
proibida pelas empresas que impedem este tipo
de negociação (Uber, 2022). Entretanto, as
estratégias de enfrentamento possuem esta
dimensão transgressora, além de experimentar
e criar novas formas de realizar o trabalho. Diante de clientes particulares, com o
aplicativo
desligado,
o
trabalhador
não
necessita dividir seu ganho com a plataforma,
aumentando assim sua renda por produção:
“[...] se você for fazer particular, faz sem falar
para ninguém, fica só entre você e seu
passageiro. E outra: você não tá roubando de [...] Acho errado gente que fica doido
com a empresa por causa de corrida de
6 reais, por corridas com preço injusto,
etc. Eu também fico chateado, mas não
adianta (...) não adianta a galera ficar
chorando. [...] Sei que os aplicativos não estão
nem aí para os motoristas. Mas qual
empresa está? Toda empresa visa
lucros, somos só um número entre
muitos. A racionalização é uma estratégia de
defesa que foi identificada tanto quanto a PSI UNISC, 6(2), 107-123, 2022. PSI UNISC, 6(2), 107-123, 2022. “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho ninguém, você tá garantindo seu dinheiro de
forma honesta”. ninguém, você tá garantindo seu dinheiro de
forma honesta”. [...] Minha sugestão é trabalhar em
grupo, e quando for a lugares ou
passageiros
suspeitos
colocar
a
localização no whats e combinar com o
grupo quando ter "localização aberta"
para que todos os motoristas fiquem
cuidando o colega. Aqui em Porto
Alegre faço assim que diminui os
problemas. [...] Minha sugestão é trabalhar em
grupo, e quando for a lugares ou
passageiros
suspeitos
colocar
a
localização no whats e combinar com o
grupo quando ter "localização aberta"
para que todos os motoristas fiquem
cuidando o colega. Aqui em Porto
Alegre faço assim que diminui os
problemas. A exposição aos assaltos já foi referida
como uma condição desestabilizadora para os
motoristas por aplicativos. Por um lado, há os
que mediam este sofrimento por mecanismos
defensivos, por outro, moldam estratégias de
enfrentamento que são compartilhadas na rede
social entre o grupo de motoristas: “[...] evite
trabalhar com dinheiro na noite, recicla um
pouco” e “[...] desabilita a opção ‘Dinheiro’
que você já evitará 80% do risco”. Considerações finais A Uber, empresa que surgiu com o
avanço das tecnologias de informação e
comunicação (TICs), cresceu e consolidou-se
no mercado oferecendo prestações de serviços
de entrega e mobilidade, e atualmente, vem
impactando a vida das pessoas e cidades. Sob a
tutela deste case, surge a uberização do
trabalho, um fenômeno mundial que vem
transformando o mercado que não se restringe
apenas aos motoristas por aplicativos, mas
atinge diversas classes trabalhadora, adotando
semelhantes mecanismos de gerenciamento,
organização e produção no trabalho. Esta nova
morfologia é considerada pela literatura crítica
o sinônimo da precarização do trabalho, pois
dentre tantas características destaca-se a
ausência de garantias, direitos e benefícios,
conquistas históricas da classe trabalhadora,
bem como a falta de suporte nos custos de
manutenção nas plataformas acarretando em
ganhos ainda menores aos trabalhadores. Correspondente
ao
contexto
de
trabalho, pode-se considerar que liberdade,
autonomia
e
flexibilidade,
são
apenas
aparências, pois motoristas relatam uma
divisão de trabalho com características de
servidão. As normas são estabelecidas pelas
empresas
que
utilizam
taxas
de
aceitação/cancelamento
de
corridas
e
notas/avaliações de passageiros, como critérios
avaliação
de
desempenho. A
constante
vigilância imposta pelos algoritmos digitais,
sob ameaças de punição ou bloqueios, impõe
aos trabalhadores uma intensa produtividade
caracterizada por longas jornadas de trabalho
repletas de incertezas, baixa remuneração e
falta de segurança. As
vivências
de
prazer
foram
identificadas pelo reconhecimento, sinalizado
pela consideração dos passageiros pelo seu
trabalho e a gratificação, objetivada pela
avaliação positiva do serviço, bonificação e
gorjeta. Por sua vez as vivências de sofrimento
ficaram evidenciadas pelo sentimento de medo
causado pela insegurança, estresse pelo trânsito
e alguns passageiros, frustração, falta de
reconhecimento das plataformas digitais, bem
como desgastes físicos atribuídos as dores e
cansaços. Para lidar com estas situações
vivenciadas,
os
trabalhadores
utilizam
estratégias de mediação defensivas, que negam
o sentimento de medo e insegurança recusando
os riscos de exposição causados pelo trabalho,
e racionalizam, minimizando a frustração e
falta de reconhecimento. Já as estratégias de
enfrentamento, movidas pela criatividade,
correspondem a criação de clientela fora dos
aplicativos
e
recursos
tecnológicos
de Utilizando-se do referencial teórico-
metodológico da Psicodinâmica do Trabalho
(PdT), foi possível atingir o objetivo deste
estudo ao compreender a singularidade das
formas de vivenciar e realizar o trabalho dos
motoristas por aplicativos. “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho mobilização coletiva e ascender a saúde mental
no trabalho. ganhos e empreendedorismo, aliadas a agenda
neoliberal
que
incentiva
estratégias
de
flexibilização dos contratos de trabalho. Os
trabalhadores
“parceiros”
acreditam
na
inserção às plataformas digitais como uma via
ao desemprego ou complemento de renda. “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho A
orientação para ajustar as condições de
pagamento disponível no próprio aplicativo
tem-se mostrado uma alternativa. Dividindo os
problemas diários, os trabalhadores encontram
soluções coletivamente. Ao compartilhar a
inteligência individual, a informação torna-se
sabedoria prática, pois está implicada no
coletivo, pressupondo relações fundamentadas
na confiança, cooperação e espaço público de
fala (Bianchi et al., 2020; Ghizoni, 2013; Lima,
2013; Mendes, 2007; Valente et al., 2019). Dentre tantas implicações do modelo
uberizado
de
trabalho,
destaca-se
o
esvaziamento dos espaços de construção
coletiva do trabalho que enfraquece a
consciência de classe. Segundo Alves (2018), o
sentido de classe se caracteriza por um
mecanismo importante para o enfrentamento do
sofrimento
e
do
adoecimento
dos
trabalhadores. A postagem de um motorista
relaciona-se a esta questão: [...] A gente não sabe a força que tem! Se fôssemos unidos pararíamos com
data e hora marcada. Iríamos ter
atenção e poderíamos reivindicar
alguns direitos. Mas infelizmente o
Brasil é um país onde a massa
trabalhadora vende o almoço para
comprar a janta. Enquanto for assim
não vamos conseguir nada e a Uber
sabe disso, e se aproveita dessa
situação para benefício próprio! Entretanto,
alterar
a
forma
de
remuneração no aplicativo não é suficiente para
lidar com as situações de tensão vivenciadas
pelos motoristas. O apoio e cuidado entre os
trabalhadores é encontrado por meio das redes
de trabalho em comunidades, utilizando
recursos tecnológicos disponíveis no próprio
celular. Mecanismos de geolocalização em
tempo real e aplicativos de rápida comunicação
contribuem nesta estratégia de enfrentamento. A criação de grupos nas redes sociais,
como é o caso deste que foi analisado na
pesquisa, pode ser considerada como um
importante sinal de resistência do coletivo de
trabalhadores, porque é um ambiente de
compartilhamento da inteligência plural e
pactos para encontrar soluções dos problemas
advindos da experiência no trabalho. Para
Merlo, Bottega e Magnus (2013) o espaço de
discussão é um local genuíno que resgata os
vínculos
afetivos,
a
solidariedade
e
a
cooperação, podendo avançar em destino à [...] Participe de grupos de Whatsapp
com outros ‘drivers’ que compartilham
localização. Se iniciar a corrida e ver
que é área de risco, imediatamente
mande um áudio no grupo falando para
ficarem de olho em você e informe o
horário de chegada na frente do pax
(passageiro) mesmo. 118
118 ̀ PSI UNISC, 6(2), 107-123, 2022. Considerações finais Foram extraídos
fatores como: os motivos de inserção nas
plataformas digitais, contexto de trabalho,
vivências de sofrimento e vivências de prazer,
estratégias de mediação (enfrentamento e
defensiva); publicados em um grupo de uma
rede social de aproximadamente 120 mil
membros, destinado ao compartilhamento de
experiência entre os motoristas por aplicativo. No Brasil, empresas que utilizam esta
gestão de negócio vêm encontrando facilidade
para
ampliar
seu
mercado,
fomentado
principalmente pelo discurso fetichista de altos 119
119
s
e PSI UNISC, 6(2), 107-123, 2022. “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho “Estamos sendo submetidos a uma escravidão disfarçada”: análise de relatos de motoristas de
aplicativo à luz da Psicodinâmica do Trabalho compartilhamento da geolocalização entre
coletividade. compartilhamento da geolocalização entre
coletividade. O estudo também detém informações
que podem ser utilizadas pelas plataformas
digitais para gerar melhorias nas condições de
trabalho dos motoristas por aplicativos e
aprimoramentos sugeridos por eles, estreitando
os laços de comunicação entre empresa e
trabalhadores. Sugere-se
ainda
que
as
plataformas digitais busquem construir uma
relação de diálogo mais próxima e acessível aos
trabalhadores, e sobretudo, mais transparência
nos mecanismos de gestão e informações. O estudo contribuiu cientificamente
com o cenário de discussões empíricas sobre a
uberização do trabalho no Brasil, juntamente
com outras pesquisas desenvolvidas no tema. Acredita-se no potencial de esforços para
subsidiar
políticas
de
enfrentamento
e
regulamentação ao problema da precarização e
flexibilização do trabalho em geral, bem como
do adoecimento dos trabalhadores. Nesta
pesquisa, evidenciou-se a importância da
legislação
trabalhista
e
políticas
de
regulamentação e fiscalização, pois com sua
ausência e desmonte possibilitam atuações de
plataformas digitais de serviços que estão
colocando em risco a saúde física e mental dos
trabalhadores
através
da
insatisfação
e
frustração
profissional,
da
falta
de
reconhecimento e valorização por parte das
empresas-aplicativos. Considerando o contexto brasileiro e
mundial
precarização
do
trabalho
e
o
desemprego um desafio a ser enfrentado,
sugere-se intensificar estudos que contribuam
para o desenvolvimento da temática. Pesquisas
com caráter quantitativo de levantamento
podem fornecer dados atualizados sobre os
números e as características sociodemograficas
de trabalhadores ao traçar perfis e evidenciar
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10.1108/REGE-08-2018-0088 Declaração de Direito Autoral
A submissão de originais para este periódico implica na transferência, pelos autores, dos direitos de publicação impressa e digital. Os
direitos autorais para os artigos publicados são do autor, com direitos do periódico sobre a primeira publicação. Os autores somente
poderão utilizar os mesmos resultados em outras publicações indicando claramente este periódico como o meio da publicação original.
Em virtude de sermos um periódico de acesso aberto, permite-se o uso gratuito dos artigos em aplicações educacionais e científicas
desde que citada a fonte conforme a licença CC-BY da Creative Commons. Declaração de Direito Autoral Dados sobre os autores: Dados sobre os autores: - Jefferson João dos Santos: Graduado em Psicologia pela Universidade Comunitária da Região
de Chapecó, Especialista em Gestão Estratégia em Recursos Humanos e Mestre em Psicologia
pela Faculdade Meridional IMED. Atualmente é Assessor de Relacionamento na Unidade
Central de Educação Faem Faculdade. - Gabriel Bacarol Kerber: Psicólogo e Mestre em Psicologia pela Faculdade Meridional IMED. - Gabriel Bacarol Kerber: Psicólogo e Mestre em Psicologia pela Faculdade Meridional IMED. - Vanessa Rissi: Psicóloga, Doutora em Psicologia pela Unisinos, Mestre em Saúde Coletiva
pela Unisinos e Especialista em Gestão de Pessoas pela Universidade de Passo Fundo. Professora no Programa de Pós-Graduação em Psicologia na Faculdade Meridional IMED. - Vanessa Rissi: Psicóloga, Doutora em Psicologia pela Unisinos, Mestre em Saúde Coletiva
pela Unisinos e Especialista em Gestão de Pessoas pela Universidade de Passo Fundo. Professora no Programa de Pós-Graduação em Psicologia na Faculdade Meridional IMED. Declaração de Direito Autoral
A submissão de originais para este periódico implica na transferência, pelos autores, dos direitos de publicação impressa e digital. Os
direitos autorais para os artigos publicados são do autor, com direitos do periódico sobre a primeira publicação. Os autores somente
poderão utilizar os mesmos resultados em outras publicações indicando claramente este periódico como o meio da publicação original. Em virtude de sermos um periódico de acesso aberto, permite-se o uso gratuito dos artigos em aplicações educacionais e científicas
desde que citada a fonte conforme a licença CC-BY da Creative Commons. 123
123 123
123 PSI UNISC, 6(2), 107-123, 2022.
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https://openalex.org/W3164817092
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https://ruj.uj.edu.pl/xmlui/bitstream/handle/item/274242/strona_et-al_morphology_and_position_of_the_right_atrioventricular_valve_2021.pdf?sequence=1&isAllowed=y
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Morphology and Position of the Right Atrioventricular Valve in Relation to Right Atrial Structures
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Diagnostics
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cc-by
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Article
Morphology and Position of the Right Atrioventricular Valve in
Relation to Right Atrial Structures Jakub Hołda 1, Katarzyna Słodowska 1, Karolina Malinowska 1, Marcin Strona 2, Małgorzata Mazur 1,
Katarzyna A. Jasi´nska 1, Aleksandra Matuszyk 1, Mateusz Koziej 1
, Jerzy A. Walocha 1 and Mateusz K. Hołda 1,3,* Jakub Hołda 1, Katarzyna Słodowska 1, Karolina Malinowska 1, Marcin Strona 2, Małgorzata Mazur 1,
Katarzyna A. Jasi´nska 1, Aleksandra Matuszyk 1, Mateusz Koziej 1
, Jerzy A. Walocha 1 and Mateusz K. Hołda 1,3,* 1
HEART—Heart Embryology and Anatomy Research Team, Department of Anatomy, Jagiellonian University
Medical College, 31-007 Cracow, Poland; jakub.p.holda@gmail.com (J.H.); kslodow11@gmail.com (K.S.);
karolamali@wp.pl (K.M.); mmazur@uj.edu.pl (M.M.); kjasinska@uj.edu.pl (K.A.J.);
amatuszyk@uj.edu.pl (A.M.); mateusz.koziej@gmail.com (M.K.); jwalocha@poczta.onet.pl (J.A.W.) 1
HEART—Heart Embryology and Anatomy Research Team, Department of Anatomy, Jagiellonian University
Medical College, 31-007 Cracow, Poland; jakub.p.holda@gmail.com (J.H.); kslodow11@gmail.com (K.S.);
karolamali@wp.pl (K.M.); mmazur@uj.edu.pl (M.M.); kjasinska@uj.edu.pl (K.A.J.);
amatuszyk@uj.edu.pl (A.M.); mateusz.koziej@gmail.com (M.K.); jwalocha@poczta.onet.pl (J.A.W.) y
j
p (
)
j g
(
) j
p
p (
)
2
Department of Forensic Medicine, Jagiellonian University Medical College, 31-007 Cracow, Poland;
mstrona@uj.edu.pl j
p
3
Department of Cardiovascular Sciences, University of Manchester, Manchester M13 9PL, UK
*
Correspondence: mkh@onet.eu; Tel./Fax: +48-124-229-511 j
p
3
Department of Cardiovascular Sciences, University of Manchester, Manchester M13 9PL, UK
*
Correspondence: mkh@onet.eu; Tel./Fax: +48-124-229-511 Department of Cardiovascular Sciences, University of Manchester, Manchester M13 9PL, UK
*
Correspondence: mkh@onet.eu; Tel./Fax: +48-124-229-511 *
Correspondence: mkh@onet.eu; Tel./Fax: +48-124-229-511 Abstract: The right atrioventricular valve (RAV) is an important anatomical structure that prevents
blood backflow from the right ventricle to the right atrium. The complex anatomy of the RAV has
lowered the success rate of surgical and transcatheter procedures performed within the area. The aim
of this study was to describe the morphology of the RAV and determine its spatial position in relation
to selected structures of the right atrium. We examined 200 randomly selected human adult hearts. All leaflets and commissures were identified and measured. The position of the RAV was defined. Notably, 3-leaflet configurations were present in 67.0% of cases, whereas 4-leaflet configurations were
present in 33.0%. Septal and mural leaflets were both significantly shorter and higher in 4-leaflet
than in 3-leaflet RAVs. Significant domination of the muro-septal commissure in 3-leflet valves
was noted. The supero-septal commissure was the most stable point within RAV circumference. In
3-leaflet valves, the muro-septal commissure was placed within the cavo-tricuspid isthmus area in
52.2% of cases, followed by the right atrial appendage vestibule region (20.9%).
Keywords: coronary sinus ostium; right atrial appendage vestibule; terminal crest; tricuspid valve Received: 25 April 2021
Accepted: 24 May 2021
Published: 26 May 2021 Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Article
Morphology and Position of the Right Atrioventricular Valve in
Relation to Right Atrial Structures In 4-leaflet RAVs,
the infero-septal commissure was located predominantly in the cavo-tricuspid isthmus area and
infero-mural commissure was always located within the right atrial appendage vestibule region. The
RAV is a highly variable structure. The supero-septal part of the RAV is the least variable component,
whereas the infero-mural is the most variable. The number of detected RAV leaflets significantly
influences the relative position of individual valve components in relation to right atrial structures.
Citation: Hołda, J.; Słodowska, K.;
Malinowska, K.; Strona, M.; Mazur,
M.; Jasi´nska, K.A.; Matuszyk, A.;
Koziej, M.; Walocha, J.A.; Hołda, M.K. Morphology and Position of the Right
Atrioventricular Valve in Relation to
Right Atrial Structures. Diagnostics
2021, 11, 960. https://doi.org/
10.3390/diagnostics11060960
Academic Editor: Michel Noutsias
Received: 25 April 2021
Accepted: 24 May 2021
Published: 26 May 2021 diagnostics diagnostics diagnostics 1. Introduction The right atrioventricular valve (RAV) is an important anatomical structure of the
human heart that prevents blood backflow from the right ventricle to the right atrium. RAV
regurgitation is common, although it is mostly asymptomatic. It is typically diagnosed
incidentally or when the pathology has led to severe clinical symptoms [1]. Disorders of
the RAV are mainly treated with surgical techniques [2]. However, these procedures are
challenging and have a high risk of complications [2–4]. Therefore, clinicians are exploring
less invasive treatment alternatives [5,6]. Several promising techniques and devices are
currently in development. These include the FORMA spacer device, the Trialign device,
the Caval Valve Implantation (CAVI), the TriClip device and many others [5,7–9]. It is
anticipated that minimally invasive procedures will become routine options for patients
with contraindications to classical cardiac surgery [6,7]. Copyright: © 2021 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/). g
y
The RAV is a sophisticated morphological entity. The complex anatomy of the RAV
has lowered the success rate of surgical and transcatheter procedures performed within https://www.mdpi.com/journal/diagnostics Diagnostics 2021, 11, 960. https://doi.org/10.3390/diagnostics11060960 Diagnostics 2021, 11, 960 2 of 9 the area [10,11]. For instance, although the RAV is commonly referred to as the tricuspid
valve, a recent functional anatomy study found that almost 40% of examined specimens
had four distinct leaflets [10]. The infero-mural region of the valve is the most variable
area of right atrioventricular valve. The RAV had a lot more diversity in the shapes and
sizes of its scallops, commissures, tendinous chords and papillary muscles compared to
mitral valve [10,12]. The RAV leaflets were found to be anatomically divided into scallops
in the irregular fashion with the septal leaflet being the most subdivided part of the RAV. Additionally, the functional scallops may be found within the RAV leaflets (mainly in septal
and mural leaflets) [10]. Furthermore, the RAV annulus was found to have an irregular
and nonplanar shape [10,13]. Nevertheless, no significant differences in the overall annular
sizes between valves eliciting different leaflet configurations were observed in the previous
study [10]. Finally, there was even significant variability in the anatomic landmarks and
locations of each leaflet and commissure [10]. 2. Methods This study was approved on 23 April 2020 by the Bioethical Committee of the Jagiel-
lonian University in Cracow, Poland (No. 1072.6120.90.2020), and its study protocol
conforms to the ethical guidelines of the 1975 Declaration of Helsinki. 1. Introduction Understanding the detailed morphology of
the RAV and the spatial relationships between important anatomic landmarks is crucial
for the success of invasive cardiac procedures. The RAV annulus size and geometry has a
crucial impact on surgical repair procedures, while leaflets and commissure configurations,
together with their location within the RAV orifice, influence transcatheter procedures,
especially with coaptation devices [5,9]. Therefore, the aim of this study was to gain a better understanding of the anatomy
of the RAV and describe the spatial relationships between selected structures of the right
atrium. We hope that the collected data will help to enhance the quality and safety of
cardiac surgeries and the minimally invasive transcatheter procedures conducted within
the RAV area. 2.1. Study Population We examined 200 random human adult hearts. The specimens were collected during
routine forensic autopsies. The hearts were taken from Caucasian individuals (of which
22.0% were female) ranging in age from 18 to 94 (mean age was 46.9 ± 17.9 years). The
donors had a mean body mass index (BMI) of 26.6 ± 4.5 kg/m2 and an average body surface
area (BSA) of 1.9 ± 0.2 m2. Their primary causes of death were suicide, murder, traffic
accidents and home accidents. We excluded donors with severe anatomical defects, heart
trauma, heart grafts, severe macroscopic pathologies and those with signs of cadaveric
decomposition. 2.2. Dissection and Measurements The hearts and the proximal parts of the main vessels were dissected from each chest
cavity in a routine manner. Before being immersed in 10% paraformaldehyde solution,
the hearts were weighed using a 0.5 g precision electronic laboratory scale (SATIS, BSA-L
Laboratory, Poland). The right atrium was opened through an intercaval incision extending
from the orifice of the superior vena cava to the orifice of the inferior vena cava. The detailed morphology of each valve was examined. We identified, labelled, and
counted all the commissures and leaflets. A leaflet was defined as a tissue fold located
between two commissures. Using the attitudinally correct terminology of human anatomy,
we identified 4 leaflets: a superior, a septal, a mural and an inferior leaflet (although
the latter was only present in hearts with a 4-leaflet configuration) [10,14]. Commissures
were defined as areas within the valve located between two adjacent leaflets. They had a
characteristic arched appearance and were accompanied by a fan-shaped cord originating
from the respective papillary muscle (or septal band) located directly below the commis-
sure [10,15,16]. We observed the following commissures: the supero-septal commissure Diagnostics 2021, 11, 960 3 of 9 (found between the superior and the septal leaflet); the supero-mural commissure (found
between the superior and the mural leaflet); the muro-septal commissure (found between
the mural and the septal leaflet in the 3-leaflet configuration); the infero-septal commissure
(found between the inferior and the septal leaflet in the 4-leaflet configuration) and the
infero-mural commissure (found between the inferior and the mural leaflet in the 4-leaflet
configuration) (Figure 1) [10]. (found between the superior and the septal leaflet); the supero-mural commissure (found
between the superior and the mural leaflet); the muro-septal commissure (found between
the mural and the septal leaflet in the 3-leaflet configuration); the infero-septal commissure
(found between the inferior and the septal leaflet in the 4-leaflet configuration) and the
infero-mural commissure (found between the inferior and the mural leaflet in the 4-leaflet
configuration) (Figure 1) [10]. Figure 1. Schematic views of the RAV in 3-leaflet and 4-leaflet configurations. Performed measurements are marked
(A—terminal crest to muro-septal or infero-septal commissure, B—coronary sinus ostium to supero-septal commissure,
C—coronary sinus ostium to muro-septa or infero-septal commissure, D—right atrial appendage vestibule superior isthmus
to the supero-septal commissure, and E—right atrial appendage vestibule superior isthmus to supero-mural commissure)
with the relative proportions preserved. 3.1. The RAV Morphology
supero-mural
muro-septal ** Results are presented in Table 1. In 67.0% of specimens, the RAV had a 3-leaflet
configuration (Figure 2A). In the remaining 33.0% of hearts, the RAV had four leaflets
(Figure 2B). Valves with four leaflets had significantly larger perimeters than those with
three leaflets (119.2 ± 11.1 vs. 109.3 ± 11.3 mm, p = 0.001). No difference in heart weight
was observed between two configurations (407.9 ± 86.5 vs. 419.3 ± 75.8 g, p = 0.363). There
was a correlation between the perimeter of the valve and the donors’ BMI in 3-leaflet heart
valves (r = 0.31, p < 0.001), but no such association was present in the 4-leaflet configuration
(r = 0.01, p = 0.922). In hearts with a 3-leaflet configuration, the lengths of the superior
leaflet and of the septal leaflet were similar, whereas the length of the mural leaflet was
about twice as short (Table 1, p > 0.05). The same trends were noted in 4-leaflet heart valves
(Table 1, p > 0.05). Interestingly, the individual leaflet height did not differ much within
the same valve configuration (Table 1, p > 0.05). When present, the inferior leaflet was
comparable in size to the mural leaflet (both in length and in height) (Table 1, p > 0.05). Significant differences in leaflet size were observed between the two valve configurations
(Table 1). The superior leaflet had the least variability, and its length and height were
comparable in 3- and 4-leaflet valves. Meanwhile, the septal and mural leaflets were both
significantly shorter and higher in the 4-leaflet RAVs (Table 1). )
muro septal
14.0 ± 4.8 (4.5 25.9)
infero-septal *
-
7.9 ± 3.0 (2.9–18.2)
-
infero-mural *
-
7.7 ± 2.4 (3.5–13.5)
-
s to muro-septal ** or
missure (mm) †
5.8 ± 9.4 (−15.6–29.7)
13.5 ± 6.4 (0.0–27.9)
<0.001
to muro-septal ** or
missure (mm) ‡
16.1 ± 9.0 (−12.7–33.2)
7.7 ± 6.3 (-10.5–22.6)
<0.001
to supero-septal com-
mm)
20.1 ± 5.6 (5.3–36.7)
20.5 ± 5.1 (9.8–29.2)
0.62
mus to supero-septal
e (mm)
7.3 ± 3.8 (1.3–14.3)
6.2 ± 5.3 (1.4–14.8)
0.09
mus to supero-mural
e (mm)
33.9 ± 11.2 (17.5–72.7)
31.1 ± 9.6 (11.9–51.6)
0.08
on only; **—in 3-leaflet configuration; †—negative values represent commissures located within
ge vestibule; ‡—negative values represent commissures located closer to the septal region than
igure 1 shows schematic sites of measurements. RAAV—right atrial appendage vestibule. Bold
ignificance. Figure 2. 2.2. Dissection and Measurements CSO—coronary sinus ostium, CTI—cavo-tricuspid isthmus, InfI—inferior isthmus,
IVC—inferior vena cava, LH—leaflet height, LL—leaflet length, RAA—right atrial appendage, SupI—superior isthmus. Figure 1. Schematic views of the RAV in 3-leaflet and 4-leaflet configurations. Performed measurements are marked
(A—terminal crest to muro-septal or infero-septal commissure, B—coronary sinus ostium to supero-septal commissure,
C—coronary sinus ostium to muro-septa or infero-septal commissure, D—right atrial appendage vestibule superior isthmus
to the supero-septal commissure, and E—right atrial appendage vestibule superior isthmus to supero-mural commissure)
with the relative proportions preserved. CSO—coronary sinus ostium, CTI—cavo-tricuspid isthmus, InfI—inferior isthmus,
IVC—inferior vena cava, LH—leaflet height, LL—leaflet length, RAA—right atrial appendage, SupI—superior isthmus. We measured the length of each leaflet and commissure bordering the hinge line of
the RAV annulus (Figure 1). The perimeter of the annulus was calculated as the sum of
the lengths of the leaflets and commissures. Leaflet height was defined as the maximum
distance from the hinge line to the free edge (see Figure 1). To determine the spatial position
of the RAV, we described the location of the septal leaflet and its adjacent commissures
with respect to selected landmarks within the right atrium. We measured the distance
from the terminal crest (the inferior isthmus of the right atrial appendage vestibule) to
the muro-septal commissure (in the 3-leaflet configuration) and from the terminal crest to
the infero-septal commissure in the 4-leaflet configuration (see A). We also measured the
distance from the center point of the ostium of the coronary sinus to the center point of the
supero-septal and the muro-septal commissures (in hearts with a 3-leaflet configuration)
or the infero-septal commissure (in hearts with a 4-leaflet configuration) (see B and C). Lastly, we measured the distance from the superior isthmus of the right atrial appendage
vestibule to the supero-septal commissure and to the supero-mural commissure (see D and
E) (Figure 1). Linear measurements were obtained using 0.03 mm precision electronic calipers
(YATO, YT–7201, Wrocław, Poland). All measurements were performed by two indepen-
dent researchers to reduce human bias. If results obtained by the two researchers differed
by more than 10%, the sample was reassessed. The mean of the two new measurements was
calculated, approximated to the tenth decimal place, and reported as the new final value. 4 of 9 Diagnostics 2021, 11, 960 2.3. Statistical Analysis 2.3. Statistical Analysis The data are presented as the mean ± the standard deviation (SD), along with the
minimum and maximum values (range) for continuous variables, or as percentages (%) for
categorical variables. A p-value < 0.05 was considered statistically significant, Shapiro–Wilk
tests were used to determine if the quantitative data were normally distributed. Levene’s
test was performed to verify relative homogeneity of variance. Student’s t-tests and the
Mann–Whitney U tests were used for statistical comparisons. Correlation coefficients were
calculated; to detect a simple correlation (r = 0.25) with 80% power and a 5% significance
level (two-tailed; α = 0.05; β = 0.2), the minimal sample size was set at 123 cases. The
analysis of variance (ANOVA) or non-parametric Kruskal–Wallis test was used to compare
values between different groups. Detailed comparisons were performed using Tukey’s
post hoc analyses. Qualitative variables were compared using χ2 (chi-squared) tests of
proportions with Bonferroni corrections to account for the multiple comparisons. Statistical
analyses were performed using StatSoft STATISTICA 13.1 software (StatSoft Inc., Tulsa,
OK, USA). 5 of 9
inferior leaflet *
-
14.3 ± 4.6 (8.2–26.5)
-
superior leaflet
12.6 ± 4.2 (3.5–23.7)
13.7 ± 5.1 (4.6–26.7)
0.11
septal leaflet
11.8 ± 3.9 (3.3–20.8)
14.3 ± 4.5 (5.2–22.8)
<0.001
mural leaflet
11.9 ± 3.6 (4.0–20.7)
13.6 ± 4.0 (4.4–23.8)
0.003
inferior leaflet *
-
12.1 ± 8.6 (2.3–19.6)
- 3.1. The RAV Morphology
supero-mural
muro-septal ** Photographs of a cadaveric heart specimens showing examples of (A) 3-leaflet and (B)
4-leaflet right atrioventricular valve. CTI—cavo-trisuspid isthmus, RAA—right atrial appendage. C
i
l
th
i d
id
bl
ithi th 3 l
fl t h
t
l
Th
Figure 2. Photographs of a cadaveric heart specimens showing examples of (A) 3-leaflet and
(B) 4-leaflet right atrioventricular valve. CTI—cavo-trisuspid isthmus, RAA—right atrial appendage. Figure 2. Photographs of a cadaveric heart specimens showing examples of (A) 3-leaflet and (B)
4-leaflet right atrioventricular valve. CTI—cavo-trisuspid isthmus, RAA—right atrial appendage. Figure 2. Photographs of a cadaveric heart specimens showing examples of (A) 3-leaflet and
(B) 4-leaflet right atrioventricular valve. CTI—cavo-trisuspid isthmus, RAA—right atrial appendage. 5 of 9 Diagnostics 2021, 11, 960 Table 1. Morphometric observations of structure and position of right atrioventricular valve in 3-leaflet and 4-leaflet
configurations (mean ± SD with range). 3.1. The RAV Morphology
supero-mural
muro-septal ** Parameter
3-Leaflet Valves (n = 134)
4-Leaflet Valves (n = 66)
p-Value
Sex (% females)
20.9
24.2
0.597
Age (years)
47.1 ± 18.2 (18–94)
46.5 ± 18.4 (21–87)
0.827
BMI (kg/m2)
26.3 ± 4.8 (15.2–39.6)
27.5 ± 4.1 (17.4–37.8)
0.083
Heart weight (g)
407.9 ± 86.5 (230.0–606.5)
419.3 ± 75.8 (274.5–620.0)
0.363
Valve perimeter (mm)
109.3 ± 11.3 (86.6–156.8)
119.2 ± 11.1 (96.5–143.4)
<0.001
Leaflet length (mm)
superior leaflet
30.1 ± 9.2 (12.6–71.0)
28.8 ± 9.0 (11.5–50.5)
0.09
septal leaflet
30.5 ± 5.7 (17.7–46.6)
27.0 ± 5.7 (17.8–39.4)
0.005
mural leaflet
17.5 ± 6.2 (5.9–44.5)
14.8 ± 5.5 (7.2–28.0)
<0.001
inferior leaflet *
-
14.3 ± 4.6 (8.2–26.5)
-
Leaflet height (mm)
superior leaflet
12.6 ± 4.2 (3.5–23.7)
13.7 ± 5.1 (4.6–26.7)
0.11
septal leaflet
11.8 ± 3.9 (3.3–20.8)
14.3 ± 4.5 (5.2–22.8)
<0.001
mural leaflet
11.9 ± 3.6 (4.0–20.7)
13.6 ± 4.0 (4.4–23.8)
0.003
inferior leaflet *
-
12.1 ± 8.6 (2.3–19.6)
-
Commissure length
(mm)
supero-septal
9.6 ± 3.4 (5.1–21.5)
8.6 ± 4.7 (4.2–24.5)
0.17
supero-mural
9.9 ± 4.0 (3.5–21.4)
7.5 ± 2.2 (4.0–14.3)
<0.001
muro-septal **
14.0 ± 4.8 (4.5–25.9)
-
-
infero-septal *
-
7.9 ± 3.0 (2.9–18.2)
-
infero-mural *
-
7.7 ± 2.4 (3.5–13.5)
-
A—RAAV inferior isthmus to muro-septal ** or
infero-septal * commissure (mm) †
5.8 ± 9.4 (−15.6–29.7)
13.5 ± 6.4 (0.0–27.9)
<0.001
B—coronary sinus ostium to muro-septal ** or
infero-septal * commissure (mm) ‡
16.1 ± 9.0 (−12.7–33.2)
7.7 ± 6.3 (-10.5–22.6)
<0.001
C—coronary sinus ostium to supero-septal
commissure (mm)
20.1 ± 5.6 (5.3–36.7)
20.5 ± 5.1 (9.8–29.2)
0.62
D—RAAV superior isthmus to supero-septal
commissure (mm)
7.3 ± 3.8 (1.3–14.3)
6.2 ± 5.3 (1.4–14.8)
0.09
E—RAAV superior isthmus to supero-mural
commissure (mm)
33.9 ± 11.2 (17.5–72.7)
31.1 ± 9.6 (11.9–51.6)
0.08
*—n 4-leaflet configuration only; **—in 3-leaflet configuration; †—negative values represent commissures located within the right atrial
appendage vestibule; ‡—negative values represent commissures located closer to the septal region than coronary sinus ostium; Figure 1
shows schematic sites of measurements. RAAV—right atrial appendage vestibule. Bold values denote statistical significance. *—n 4-leaflet configuration only; **—in 3-leaflet configuration; †—negative values represent commissures located within the right atrial
appendage vestibule; ‡—negative values represent commissures located closer to the septal region than coronary sinus ostium; Figure 1
shows schematic sites of measurements. RAAV—right atrial appendage vestibule. Bold values denote statistical significance. Commissure lengths varied considerably within the 3-leaflet heart valves. 3.1. The RAV Morphology
supero-mural
muro-septal ** The muro-
septal commissure was substantially larger than the two remaining commissures (Table 1,
p < 0.001). Such length disparities were not observed in the 4-leaflet configuration, where
all four commissures had comparable lengths (Table 1, p > 0.05). Furthermore, the supero-
mural commissure was significantly longer in the 3-leaflet heart valve when compared to
the 4-leaflet heart valve (9.9 ± 4.0 vs. 7.5 ± 2.2 mm, p < 0.001). (
p
)
Age, sex and heart weight variables did not influence RAV configuration, leaflet size
or commissure length (all r < 0.2 and p > 0.05). 3.2. The Spatial Position of the RAV The number of detected leaflets in the RAV was found to affect the relative position of
the valve components. The supero-septal commissure was located on the septal side of the
right atrium in proximity to the apex of Koch’s triangle, and its location was the most stable
point within the RAV circumference. Its position remained unchanged when comparing Diagnostics 2021, 11, 960 6 of 9
osition
side of the 3- and 4-leaflet heart valves (Table 1, p > 0.05). In all examined hearts, the supero-septal
commissure was located on the left-superior side of the ostium of the coronary sinus
(Figure 1). The supero-septal commissure was never present within the vestibule of the
right atrial appendage. This contrasted with the location of the supero-mural commissure,
which was always found in the vestibule’s middle sector. We observed a strong positive
correlation between the length of the supero-septal commissure and the distance between
the commissure and the ostium of the coronary sinus (r = 0.51, p < 0.001). No association
was detected between the distance from the commissure to the ostium of the coronary
sinus and the septal leaflet length (r = 0.12, p = 0.31). paring the 3- and 4-leaflet heart valves (Table 1, p > 0.05). In all examined hearts, the su-
pero-septal commissure was located on the left-superior side of the ostium of the coronary
sinus (Figure 1). The supero-septal commissure was never present within the vestibule of
the right atrial appendage. This contrasted with the location of the supero-mural commis-
sure, which was always found in the vestibule’s middle sector. We observed a strong pos-
itive correlation between the length of the supero-septal commissure and the distance be-
tween the commissure and the ostium of the coronary sinus (r = 0.51, p < 0.001). No asso-
ciation was detected between the distance from the commissure to the ostium of the cor-
onary sinus and the septal leaflet length (r = 0.12, p = 0.31). p
g
(
p
)
The location of commissures found within the infero-mural aspect of the RAV annulus
(the muro-septal and the infero-septal commissures) varied considerably, not only between
different RAV configurations but also between individual hearts with the same number
of RAV leaflets. In the 3-leaflet heart valves, the muro-septal commissure was located
further away from the ostium of the coronary sinus than the infero-septal commissure in
the 4-leaflet configuration (16.1 ± 9.0 vs. 3.2. The Spatial Position of the RAV 7.7 ± 6.3 mm, p < 0.001). The opposite trend was
observed for the commissure’s distance to the terminal crest (5.8 ± 9.4 vs. 13.5 ± 6.4 mm,
respectively; Table 1, p < 0.001). The location of the muro-septal commissure differed
significantly: in 52.2% of specimens, it was located in the area of the cavo-tricuspid isthmus
(situated between the ostium of the coronary sinus and the terminal crest); in 9.0% of hearts,
it was situated at the level or to the left of the ostium of the coronary sinus; in 17.9%, it
was at the level of the terminal crest; in the remaining 20.9% of cases, it was found within
the vestibule of the right atrial appendage (Figure 3). Additionally, there was a positive
correlation between the segment from the muro-septal commissure to the terminal crest
and the superior leaflet length (r = 0.32, p = 0.008). Meanwhile, this same segment had a
negative correlation with septal leaflet length (r = −0.38, p = 0.001). y
p
g
p
The location of commissures found within the infero-mural aspect of the RAV annu-
lus (the muro-septal and the infero-septal commissures) varied considerably, not only be-
tween different RAV configurations but also between individual hearts with the same
number of RAV leaflets. In the 3-leaflet heart valves, the muro-septal commissure was
located further away from the ostium of the coronary sinus than the infero-septal com-
missure in the 4-leaflet configuration (16.1 ± 9.0 vs. 7.7 ± 6.3 mm, p < 0.001). The opposite
trend was observed for the commissure’s distance to the terminal crest (5.8 ± 9.4 vs. 13.5 ±
6.4 mm, respectively; Table 1, p < 0.001). The location of the muro-septal commissure dif-
fered significantly: in 52.2% of specimens, it was located in the area of the cavo-tricuspid
isthmus (situated between the ostium of the coronary sinus and the terminal crest); in
9.0% of hearts, it was situated at the level or to the left of the ostium of the coronary sinus;
in 17.9%, it was at the level of the terminal crest; in the remaining 20.9% of cases, it was
found within the vestibule of the right atrial appendage (Figure 3). Additionally, there
was a positive correlation between the segment from the muro-septal commissure to the
terminal crest and the superior leaflet length (r = 0.32, p = 0.008). 4. Discussion Despite its important function, the RAV is often considered as the “forgotten valve”. However, our study further shows the complexity and variability of the RAV’s morphology. This valve is much more irregular than its sister valve, the mitral valve, which has a
remarkably more simple and predictable structure [15]. While the mitral valve is almost
always composed of a 2-leaflet configuration, the RAV often presents with a 4-leaflet
configuration. In the scientific literature, the RAV is often referred to as the “tricuspid
valve”, although we strongly suggest avoiding this nomenclature, since it may mistakenly
suggest the valve’s construction [10]. Moreover, before attempting any interventions
within the RAV region, it is important to determine the amount of leaflets using either
echocardiography or cardiac computed tomography [17–19]. Finally, it is important to
know that there are considerable differences in leaflet and commissure sizes between 3- and
4-leaflet RAVs (Table 1). Our study has shown that the supero/septal region of the RAV is
the least variable area, whereas the infero/mural region differs significantly between 3-and
4-leaflet RAVs. It seems that the formation of the additional fourth leaflet takes place at
the expense of the size of the muro-septal commissure and of the septal leaflet, which also
explains the shifted position of the muro-septal and infero-septal commissures (Table 1). Besides the variable morphology of the RAV’s leaflets and commissures, there are
other causes that affect the valve’s hemodynamic characteristics. Taken together, they make
RAV imaging and interventions (both surgical and percutaneous) challenging [13]. The
RAV annulus is a relatively large, flexible, fragile and highly irregular structure, and it is
easily affected by changes in the shape and size of the right ventricle [20]. The nonplanarity
of the RAV annulus and its heterogeneous regional behavior may have a strong association
with leaflet configuration. This study has shown that there is a significant difference in the
size of the annulus between 3- and 4-leaflet valves. Initially larger right atrioventricular
orifice size may force the creation of the additional leaflet and commissure to seal the orifice
that are located with the inferior/mural region of the annulus [10,19]. g
When planning therapeutic procedures on the RAV, it is important to determine its
morphology, position and neighboring cardiac structures [17]. 3.2. The Spatial Position of the RAV Meanwhile, this same
segment had a negative correlation with septal leaflet length (r = −0.38, p = 0.001). Figure 3. Photographs of cadaveric heart specimens showing examples of (A) 3-leaflet and (B) 4-
leaflet right atrioventricular valves. CSO—coronary sinus ostium, RAA—right atrial appendage,
TC—terminal crest. Figure 3. Photographs of cadaveric heart specimens showing examples of (A) 3-leaflet and
(B) 4-leaflet right atrioventricular valves. CSO—coronary sinus ostium, RAA—right atrial appendage,
TC—terminal crest. Figure 3. Photographs of cadaveric heart specimens showing examples of (A) 3-leaflet and (B) 4-
leaflet right atrioventricular valves. CSO—coronary sinus ostium, RAA—right atrial appendage,
TC—terminal crest. Figure 3. Photographs of cadaveric heart specimens showing examples of (A) 3-leaflet and
(B) 4-leaflet right atrioventricular valves. CSO—coronary sinus ostium, RAA—right atrial appendage,
TC—terminal crest. In 4-leaflet RAVs, the infero-septal commissure was predominantly located in the
cavo-tricuspid isthmus area (81.8% of cases). It was never located within the area of the
vestibule of the right atrial appendage. In the remaining 12.1% of hearts, the commissure
was located at the level of the ostium of the coronary sinus, while in 6.1% of cases, it Diagnostics 2021, 11, 960 7 of 9 pointed towards the septal direction. The spatial position of the infero-septal commissure
in the 4-leaflet valve was influenced by the length of the septal leaflet (there was a positive
correlation with the commissure’s distance to the ostium of the coronary sinus (r = 0.51,
p = 0.03) and a negative correlation with the commissure’s distance to the terminal crest
(r = −0.37, p = 0.03). The infero-mural commissure was always located within the area of
the right atrial appendage vestibule. pointed towards the septal direction. The spatial position of the infero-septal commissure
in the 4-leaflet valve was influenced by the length of the septal leaflet (there was a positive
correlation with the commissure’s distance to the ostium of the coronary sinus (r = 0.51,
p = 0.03) and a negative correlation with the commissure’s distance to the terminal crest
(r = −0.37, p = 0.03). The infero-mural commissure was always located within the area of
the right atrial appendage vestibule. The relative positions of the components of the RAV were not affected by the donors’
age, sex, cardiac weight or any other anthropometric features (weight, height, BMI) (all
r < 0.2 and p > 0.05). 4. Discussion The RAV annulus has
important anatomical relationships with the right coronary artery, the acute marginal
branch, the small cardiac vein (located within the vestibule of the right atrial appendage),
the terminal crest, the cavo-tricuspid isthmus, the coronary sinus (and its ostium), the
atrio-ventricular node and the aortic valve [21–24]. The above-mentioned structures are
subject to injury, and clinicians must factor in their respective positions before attempting
any invasive procedures. Although the inferior/mural region of the RAV has the most
unpredictable morphology, it should be considered the safest area for interventions due to
its remoteness from crucial heart structures (the only exception being the right coronary
artery) [25]. y
Transcatheter RAV annulus reduction techniques involve placing special pledgeted
sutures on the superior and mural leaflet. These procedures reduce the entire circumference
of the valve annulus and seal the orifice. This, in turn, improves the RAV’s hemodynamic
properties [26,27]. Our observations have shown that the location of the supero-mural
commissure is quite consistent. It is usually located near the middle isthmus of the vestibule
of the right atrial appendage and is relatively easy to discern. However, the locations of Diagnostics 2021, 11, 960 8 of 9 the commissures and leaflets of the mural/inferior region of the valve are not always
clear. Even RAVs with the same number of leaflets present with a lot of heterogeneity
(see Table 1). In 3-leaflet valves, the larger septal leaflet ends much closer to the terminal
crest and further away from the ostium of the coronary sinus when compared to 4-leaflet
RAVs. The muro-septal commissure in a 3-leaflet valve may be located anywhere between
the left side of Koch’s triangle and the right side of the middle isthmus of the right atrial
appendage vestibule. In 4-leaflet valves, the smaller septal leaflet pushes the inferior leaflet
to the left into the territory of the cavo-tricuspid isthmus but never to the region of the
vestibule of the right atrial appendage. The presence of an additional inferior leaflet and
its adjacent commissures shifts the mural leaflet to the right side of the valve. Therefore,
we recommend determining the detailed morphology of leaflet valves before qualifying
patients for invasive procedures. It is equally important to study the course of coronary
vessels within the RAV region in order to avoid any damage to these vessels [17,25,28]. There are some limitations to this study. 4. Discussion The main one is that this study was performed
on autopsied material preserved in paraformaldehyde solution. Consequently, there may
have been slight changes to the size and shape of the studied hearts due to fixation. Nevertheless, our earlier studies have demonstrated that using paraformaldehyde solution
did not cause important changes in cardiac dimensions [29,30]. Furthermore, since we
analyzed post-mortem material, we were not able to assess the behavior and dimensional
changes of RAV components during the cardiac cycle. Additionally, we only investigated
hearts from healthy donors and, therefore, our results may not be applicable to patients
with structural valvular diseases. Despite these limitations, we consider that this study has
provided insight into the morphological and topographical analyses of the RAV, as well as
into the relationships between individual RAV components and right atrial structures. Author Contributions: Conceptualization, J.H.; data curation, J.H., K.S., M.M. and A.M.; formal
analysis, K.S., M.M., K.M. and M.K.; investigation, J.H., K.S., M.M. and A.M.; methodology, J.H.,
M.S., M.M. and M.K.H.; project administration, J.A.W. and M.K.H.; resources, J.H., M.S. and M.K.H.;
supervision, J.A.W. and M.K.H.; visualization, J.H., K.A.J. and K.M.; writing—original draft, J.H.;
writing—review and editing, K.A.J. and M.K.H. All authors have read and agreed to the published
version of the manuscript. Funding: This research received no external funding. Funding: This research received no external funding. Institutional Review Board Statement: This study was approved on 23 April 2020 by the Bioethical
Committee of the Jagiellonian University in Cracow, Poland (No 1072.6120.90.2020). Institutional Review Board Statement: This study was approved on 23 April 2020 by the Bioethical
Committee of the Jagiellonian University in Cracow, Poland (No 1072.6120.90.2020). Informed Consent Statement: Consent not required under local law. Informed Consent Statement: Consent not required under local law. Data Availability Statement: Data are available from the authors upon reasonable request. 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. Conflicts of Interest: The authors declare no conflict of interest. 7.
Rodes-Cabau, J.; Hahn, R.T.; Latib, A.; Laule, M.; Lauten, A.; Maisano, F.; Schofer, J.; Campelo-Parada
Transcatheter Therapies for Treating Tricuspid Regurgitation. J. Am. Coll. Cardiol. 2016, 67, 1829–1845. 4.
Vassileva, C.M.; Shabosky, J.; Boley, T.; Markwell, S.; Hazelrigg, S. Tricuspid valve surgery: The past 10 y
Inpatient Sample (NIS) database. J. Thorac Cardiovasc. Surg. 2012, 143, 1043–1049. [CrossRef] 7.
Rodes-Cabau, J.; Hahn, R.T.; Latib, A.; Laule, M.; Lauten, A.; Maisano, F.; Schofer, J.; Campelo-Parada, F.; Puri, R.; Vahanian, A.
Transcatheter Therapies for Treating Tricuspid Regurgitation. J. Am. Coll. Cardiol. 2016, 67, 1829–1845. [CrossRef] 5.
Asmarats, L.; Puri, R.; Latib, A.; Navia, J.L.; Rodés-Cabau, J. Transcatheter Tricuspid Valve Interventions: Landscape, Challenges
and Future Directions. J. Am. Coll Cardiol. 2018, 71, 2935–2956. [CrossRef] [PubMed]
6
Arsalan M ; Walther T ; Smith R L ; Grayburn PA Tricuspid regurgitation diagnosis and treatment Eur Heart J 2017 71 References [CrossRef] ,
,
[
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9. Muntane-Carol, G.; Alperi, A.; Faroux, L.; Bédard, E.; Philippon, F.; Rodés-Cabau, J. Transcatheter Tricuspid Valve Intervention:
C
t ti
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i
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t C
di
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9. Muntane-Carol, G.; Alperi, A.; Faroux, L.; Bédard, E.; Philippon, F.; Rodés-Cabau, J. Transcatheter Tricuspid Valve Intervention:
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Coaptation Devices. Front. Cardiovasc. Med. 2020, 7, 139. [CrossRef] p
10. Holda, M.K.; Zhingre Sanchez, J.D.; Bateman, M.G.; Iaizzo, P.A. Right Atrioventricular Valve Leaflet Morphology Redefined. JACC Cardiovasc. Interv. 2019, 12, 169–178. [CrossRef] [PubMed] p
olda, M.K.; Zhingre Sanchez, J.D.; Bateman, M.G.; Iaizzo, P.A. Right Atrioventricular Valve Leaflet Morph
CC Cardiovasc Interv 2019 12 169–178 [CrossRef] [PubMed] 11. Sanders, S.P.; Pluchinotta, F.R. Tricuspid Valve: Embryology and Anatomy. In The Tricuspid Valve in Congenital Heart Disease, 1st
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15. Krawczyk-Ozog, A.; Holda, M.K.; Sorysz, D.; Koziej, M.; Siudak, Z.; Dudek, D.; Klimek-Piotrowska, W. Morphologic variability
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subvalvular apparatus. J. Thorac. Cardiovasc. Surg 2018, 155, 2002–2010. [CrossRef] 17. Van Rosendael, P.J.; Kamperidis, V.; Kong, W.K.F.; Van Rosendael, A.R.; Van der Kley, F.; Marsan, N.A.; Delgado, V.; Bax, J.J. Computed tomography for planning transcatheter tricuspid valve therapy. Eur. Heart J. 2017, 38, 665–674. [CrossRef] 18. Saremi, F.; Hassani, C.; Millan-Nunez, V.; Sanchez-Quintana, D. Imaging Evaluation of Tricuspid Valve
and Function with CT and MRI. Am. J. Roentgenol. 2015, 204, 531–542. [CrossRef] [PubMed] g
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3. Chang, B.C.; Lim, S.H.; Yi, G.; Hong, Y.S.; Lee, S.; Yoo, K.Y.; Kang, M.S.; Cho, B.C. Long-term clinical results of tricuspid valve
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3. Chang, B.C.; Lim, S.H.; Yi, G.; Hong, Y.S.; Lee, S.; Yoo, K.Y.; Kang, M.S.; Cho, B.C. Long-term clinical results of tricuspid valve
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4. Vassileva, C.M.; Shabosky, J.; Boley, T.; Markwell, S.; Hazelrigg, S. Tricuspid valve surgery: The past 10 years from the Nationwide
Inpatient Sample (NIS) database. J. Thorac Cardiovasc. Surg. 2012, 143, 1043–1049. [CrossRef] p
4. Vassileva, C.M.; Shabosky, J.; Boley, T.; Markwell, S.; Hazelrigg, S. Tricuspid valve surgery: The past 10 years from the Nationwide
Inpatient Sample (NIS) database. J. Thorac Cardiovasc. Surg. 2012, 143, 1043–1049. [CrossRef] 5. Asmarats, L.; Puri, R.; Latib, A.; Navia, J.L.; Rodés-Cabau, J. Transcatheter Tricuspid Valve Interventions: Landscape, Challenges
and Future Directions. J. Am. Coll Cardiol. 2018, 71, 2935–2956. [CrossRef] [PubMed] 5. Asmarats, L.; Puri, R.; Latib, A.; Navia, J.L.; Rodés-Cabau, J. Transcatheter Tricuspid Valve Interventions: Landscape, Challenges
and Future Directions. J. Am. Coll Cardiol. 2018, 71, 2935–2956. [CrossRef] [PubMed] er, T.; Smith, R.L.; Grayburn, P.A. Tricuspid regurgitation diagnosis and treatment. Eur. Heart J. 2017, 71
ef] 7. Rodes-Cabau, J.; Hahn, R.T.; Latib, A.; Laule, M.; Lauten, A.; Maisano, F.; Schofer, J.; Campelo-Parada, F.; Puri, R.; Vahanian, A. Transcatheter Therapies for Treating Tricuspid Regurgitation. J. Am. Coll. Cardiol. 2016, 67, 1829–1845. [CrossRef] 9 of 9 Diagnostics 2021, 11, 960 8. Besler, C.; Meduri, C.U.; Lurz, P. Transcatheter treatment of functional tricuspid regurgitation using the Trialign device. Interv. Cardiol. Rev. 2018, 13, 8–13. References Anwar, A.M.; Geleijnse, M.L.; Soliman, O.I.I.; McGhie, J.S.; Frowijn, R.; Nemes, A.; Van den Bosch, A.E.; Galema, T.W.; Ten Cate,
F.J. Assessment of normal tricuspid valve anatomy in adults by real-time three-dimensional echocardiography. Int. J. Cardiovasc. Imaging 2007, 23, 717–724. [CrossRef] 20. Owais, K.; Taylor, C.E.; Jiang, L.; Khabbaz, K.R.; Montealegre-Gallegos, M.; Matyal, R.; Gorman, J.H.; Go
Tricuspid annulus: A three-dimensional deconstruction and reconstruction. Ann. Thorac. Surg 2014, 98 20. Owais, K.; Taylor, C.E.; Jiang, L.; Khabbaz, K.R.; Montealegre-Gallegos, M.; Matyal, R.; Gorman, J.H.; Gorman, R.C.; Mahmood, F. Tricuspid annulus: A three-dimensional deconstruction and reconstruction. Ann. Thorac. Surg 2014, 98, 1536–1542. [CrossRef]
21. Holda, J.; Slodowska, K.; Tyrak, K.; Bolechała, F.; Jasi´nska, K.A.; Koziej, M.; Hołda, M.K.; Walocha, J.A. Topographical anatomy of 21. Holda, J.; Slodowska, K.; Tyrak, K.; Bolechała, F.; Jasi´nska, K.A.; Koziej, M.; Hołda, M.K.; Walocha, J. the right atrial appendage vestibule and its isthmuses. J. Cardiovasc. Electrophysiol. 2020, 31, 3199–3 y
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et al. First-in-man implantation of a tricuspid annular remodeling device for functional tricuspid regurgitation. JACC Cardiovasc. Interv. 2015, 8, 211–214. [CrossRef] [PubMed] 28. Ueda, A.; McCarthy, K.P.; Sanchez-Quintana, D.; Yen Ho, S. Right atrial appendage and vestibule: Fu
with implications for invasive electrophysiology. Europeace 2013, 15, 728–734. [CrossRef] [PubMed] y, K.P.; Sanchez-Quintana, D.; Yen Ho, S. Right atrial appendage and vestibule: Further anatomical insights
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29. Holda, M.K.; Klimek-Piotrowska, W.; Koziej, M.; Pi ˛atek, K.; Hołda, J. Influence of different fixation protocols on the preservation with implications for invasive electrophysiology. Europeace 2013, 15, 728–734. [CrossRef] [PubMed]
29. Holda, M.K.; Klimek-Piotrowska, W.; Koziej, M.; Pi ˛atek, K.; Hołda, J. Influence of different fixation protocols on the preservation
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https://openalex.org/W3130081947
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http://agritrop.cirad.fr/597267/7/597267-ed.pdf
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English
| null |
Integrating end‐user preferences into breeding programmes for roots, tubers and bananas
|
International journal of food science & technology
| 2,021
|
cc-by
| 3,431
|
Summary “Consumers have their say: assessing preferred quality traits of roots, tubers and cooking bananas, and
implications for breeding” special issue, brings together new knowledge about quality traits required for
roots, tubers and bananas (RTB) varieties to successfully meet diverse user preferences and expectations,
along the variety development and RTB value chains (production, processing, marketing, food prepara-
tion, consumption). Key RTB crops in sub-Saharan Africa are cassava, yams, sweetpotatoes, potatoes
and bananas/plantains. They are mainly consumed directly as boiled pieces or pounded in the form of
smooth, not sticky, and stretchable dough. They are also stewed, steamed or fried. Cassava, the most
widely grown RTB, is generally boiled, stewed or steamed in Eastern and Southern Africa, and in West
and Central Africa is usually processed directly into derivative products, e.g. whole root fermentation
through retting or heap fermentation; fermentation/dewatering of the mash. Biophysical and social knowl-
edge presented in this issue help elaborate goals for both the processing unit operations (food scientist
control) and variety traits (breeder control). In this article, we introduce the key root, tuber and
banana (RTB) crops and their derived food products
in sub-Saharan Africa (SSA), summarise the goals and
methodologies of assessing end-user preferences aimed
at breeding suitable varieties and highlight some key
findings of the research reported in the special issue –
Consumers have their say: assessing preferred quality
traits of roots, tubers and cooking bananas, and implica-
tions for breeding. This issue includes 23 original
research papers, five review papers and one methodol-
ogy paper. The authors are affiliated with national
research
programmes,
universities,
CGIAR
centres
(IITA
(Nigeria),
CIP
(Peru)
and
the
Alliance
of
Bioversity International and CIAT (Colombia)), NRI,
CIRAD, NGOs and others. The core contributors pre-
sent results from the RTBfoods project (Breeding roots
tubers and banana products for end-user preferences
https://rtbfoods.cirad.fr/) and/or the CGIAR Research
Program on Roots, Tubers and Bananas https://www. rtb.cgiar.org/. The Bill & Melinda Gates Foundation
https://www.gatesfoundation.org/ supports these devel-
opments by investing in strategic RTB-related initia-
tives in SSA. A call for papers by the journal editors
elicited an additional six original research papers. Following a consultation with RTB experts from
different backgrounds and disciplines, 11 food prod-
ucts particularly important for RTB-based staple diets
in SSA were selected for the research reported in this
issue. / j
© 2021 CIRAD. International Journal of Food Science & Technology published by John Wiley & Sons Ltd
on behalf of Institute of Food, Science and Technology (IFSTTF)
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. Dominique Dufour,1,2*
Clair Hershey,3
Bruce R. Hamaker4
& Jim Lorenzen5 CIRAD, UMR Qualisud, Montpellier F-34398, France 1
CIRAD, UMR Qualisud, Montpellier F-34398, France
2
Qualisud, CIRAD, Institut Agro, Univ Montpellier, Avignon Universite, Universite de La Reunion, Montpellier, France
3
International Consultant, Flinton, PA, USA ,
Q
,
p
,
2
Qualisud, CIRAD, Institut Agro, Univ Montpellier, Avignon Universite, Universite de La Reunion, Montp
3
International Consultant, Flinton, PA, USA 4
Whistler Center for Carbohydrate Research Purdue University, West Lafayette, IN, USA
5
Bill & Melinda Gates Foundation Discovery/Crop R&D Global Growth & Opportunity
Agr 4
Whistler Center for Carbohydrate Research Purdue University, West Lafayette, IN, USA
5
Bill & Melinda Gates Foundation, Discovery/Crop R&D Global Growth & Opportunity, Agriculture, Seattle, WA, USA 4
Whistler Center for Carbohydrate Research Purdue University, West Lafayette, IN, USA
5
Bill & Melinda Gates Foundation, Discovery/Crop R&D Global Growth & Opportunity, Agriculture, Seattle, WA, USA doi:10.1111/ijfs.14911 International Journal of Food Science and Technology 2021, 56, 1071–1075 International Journal of Food Science and Technology 2021, 56, 1071–1075 International Journal of Food Science and Technology 2021, 56, 1071–1075 1071 Summary http://www.fao.org/faostat/en/#data/FBS
RTB
Rank
Countries
Cassava
(Kg/capita/yr)
Yams
(Kg/capita/yr)
Potato
(Kg/Capita/Yr)
Sweetpotato
(Kg/Capita/Yr)
Other Roots
(aroids)
(Kg/Capita/Yr)
Total Starchy
Roots
(Kg/Capita/Yr)
Bananas
(All types)
(Kg/Capita/Yr)
Total RTB
(Kg/Capita/Yr)
1
Ghana
232
155
0
4
28
419
125
544
2
Rwanda
104
4
93
84
12
297
209
505
3
Côte d'Ivoire
101
194
0
0
0
295
51
346
4
Malawi
90
0
52
134
0
277
44
320
5
Congo
269
3
2
1
10
285
31
315
6
Central African Republic
153
87
0
0
26
266
29
295
7
Benin
117
161
0
5
0
284
1
285
8
Gabon
76
64
1
2
20
163
110
273
9
Nigeria
119
101
5
14
8
246
15
261
10
Uganda
78
0
4
51
0
133
120
254
11
Sao Tome and Principe
6
10
2
0
28
46
196
243
12
Angola
158
0
15
34
0
207
35
242
13
Mozambique
193
0
9
23
0
225
16
241
14
Cameroon
99
13
6
13
24
156
77
233
15
United Republic of Tanzania
71
0
20
72
0
163
53
215
16
Togo
105
71
0
1
2
179
3
181
17
Guinea
97
9
5
15
7
133
49
181
18
Liberia
102
4
0
5
5
116
37
153
19
Namibia
0
0
19
0
127
146
2
148
20
Sierra Leone
107
0
0
23
0
130
6
136
21
Madagascar
92
0
5
20
5
122
13
135
Colour correspondence (Kg/capita/year):
200-300
150-200
100-150
50-100
0-50 Faostat, new food balance. http://www.fao.org/faostat/en/#data/FBS importance of cassava, yam and cooking bananas in
SSA, with total RTB consumption well above 100 kg
per capita per year in most countries. By way of com-
parison, RTB consumption in Europe and North
America is around 60 kg per capita per year, mainly
potatoes. production and use trends (Scott, 2021), describe case
studies of varietal change (replacing old varieties with
new ones) (Thiele et al., 2021), summarise analytical
methods for rapid quality assessment of yam and cas-
sava using near-infrared spectroscopy (Alamu et al.,
2021), describe gari end-user preferences (Awoyale
et al., 2021) and review the literature to develop a pro-
duct profile for fried sweet potato in West Africa
(Carey et al., 2021). p
Faostat, new food balance. Summary Multidisciplinary teams of breeders, social scien-
tists, food technologists and others used new methods
for capturing user quality preferences (Forsythe et al.,
2021; Teeken et al., 2021), through surveys and pro-
duct evaluations conducted with farmers, traders, pro-
cessors and consumers. It is notable that the Forsythe
et al.’s paper (described further below) is the first reg-
istered report to be published by IJFST. p
p
y
The original research papers bring together new
knowledge about quality traits required for RTB vari-
eties to successfully meet diverse user preferences and
expectations, at each step along the variety develop-
ment and RTB value chains (production, processing,
marketing, food preparation, consumption). Papers
address key problems in the breeding of RTB crops in
SSA: inadequate understanding of requirements for
different end uses, missing information on the physico-
chemical factors determining these requirements and
absence of high-throughput screening protocols. The
review papers provide a broad overview of RTB 1072 Editorial Table 1 RTB food supply ranking in principal producing countries of Africa (2017) (kg per capita per year)
Faostat, new food balance. © 2021 CIRAD. International Journal of Food Science & Technology published by John Wiley & Sons Ltd
on behalf of Institute of Food, Science and Technology (IFSTTF)
International Journal of Food Science and Technology 2021 © 2021 CIRAD. International Journal of Food Science & Technology published by John Wiley & Sons Ltd
on behalf of Institute of Food Science and Technology (IFSTTF)
International Journal of Food Science and Technology 2021 © 2021 CIRAD. International Journal of Food Science & Technology published by John Wiley & Sons Ltd
on behalf of Institute of Food, Science and Technology (IFSTTF) © 2021 CIRAD. International Journal of Food Science & Technology published by John Wiley & Sons Ltd
on behalf of Institute of Food, Science and Technology (IFSTTF)
International Journal of Food Science and Technology 2021 Summary http://www.fao.org/fa
ostat/en/#data/FBS The ranking of countries (first column) corresponds
to the importance of total RTBs in local diets, as
shown in the last column. FAO estimates that 342 mil-
lion tonnes of RTBs were produced in Africa in 2018,
34% of which in Nigeria alone and 52% in West
Africa (FAOSTAT, 2018). Cassava contribute 50%;
yam, 21%; sweet potato, 8%; potato, 8%; cooking
bananas, 6%; and dessert bananas, 4% of the African
RTB production (FAOSTAT, 2018; Lescot, 2020). This major RTB consumption is distributed across the
SSA tropical belt (Fig. 1). Roots, tubers and bananas play an essential role as
staple foods in the tropics and subtropics, and particu-
larly in Africa where they are culturally highly valued
(Muimba-Kankolongo, 2018; Kennedy et al., 2019;
Lebot, 2019; Petsakos et al., 2019; Scott, 2021). Key
RTB crops in the African context are cassava, cooking
bananas/plantains, yams, sweet potatoes and potatoes
(FAO, 1990; Lebot, 2019). Due to their adaptability in
different ecosystems and high yields compared with
local cereals, they are a primary and reliable source of
calories for populations in SSA. However, these crops
are highly perishable and difficult to store or transport
due to their bulkiness and high moisture content. In
order to overcome these issues, and in the case of cas-
sava, to reduce levels of the toxic cyanogenic com-
pounds,
a
wide
range
of
processes
have
been
developed over millennia to convert fresh roots and
tubers into a wide array of more stable and safe prod-
ucts with preferred local traits (Hahn, 1989). Cassava, yam and plantain contribute to the devel-
opment of original African cuisines without mimicking
exogenous cuisine or the westernisation of African
urban consumption. Bricas et al. (2016) showed the
capacity of African urban markets to drive the devel-
opment of RTB local food chains in relation to the
preferences and needs of users. A research priority is
to adapt RTB value chains to this urbanising context
so that consumers can have ready access to these foods
and more nutritious options (Petsakos et al., 2019;
Thiele & Friedmann, 2020). p
(
)
Table 1, based on FAO’s new food balance data
FAOSTAT, (2018), shows the overwhelming dietary Editorial
1073 Editorial
1073 Figure 1 Map of RTB food supply in Africa, 2017 (kg per capita per year). [Colour figure can be viewed at wileyonlinelibrary.com] RTB food supply in Africa, 2017 (kg per capita per year). © 2021 CIRAD. International Journal of Food Science & Technology published by John Wiley & Sons Ltd
on behalf of Institute of Food Science and Technology (IFSTTF)
International Journal of Food Science and Technology 2021 International Journal of Food Science and Technology 2021 Summary [Colour figure can be viewed at wileyonlinelibrary.com] Figure 1 Map of RTB food supply in Africa, 2017 (kg per capita per year). [Colour figure can be viewed at w roasting (gari) and dough formation (eba). All these
unit operations are part of the formulation of food
products with quality traits strongly sought after by
local consumers. Hahn (1989) showed the importance of
these different processing techniques in relation to the
geographical distribution of key cassava products in
SSA. Farmer processors and consumers have strong
preferences in terms of raw material quality, depending
on the processes developed for the formulation of each
cassava-based food (Bechoffet al., 2018). In Africa, women play crucial roles in the produc-
tion, processing and preparation of RTB crops, but
their input is often under-valued in technology design
that may affect any of these activities (Rubin & Man-
fre, 2014; Weltzien et al., 2020). Many of the studies
in this special issue looked specifically at the current
and potential women’s benefits through their participa-
tion in optimised product quality evaluation and criti-
cal feedback to breeding programmes. RTBs are mainly consumed directly in SSA as boiled
pieces or pounded in the form of smooth, not sticky,
and stretchable dough. They are also stewed, steamed
or fried and eaten with African traditional soups. Cas-
sava is generally boiled, stewed or steamed in eastern
and southern Africa, and in West Africa is usually pro-
cessed directly after harvest into derivative products, for
example whole root fermentation and softening through
retting (fufu, lafun, b^aton, chikwangue); heap fermenta-
tion (kwon); and fermentation/dewatering of the mash
after grinding, followed by steam cooking (attieke), Breeding programmes for RTB crops initially gave
priority to yield, dry matter and disease/pest resis-
tance. As progress in these basic requirements has
been met, they must now focus on end-product quality
traits and processor and consumer preferences for
quality characteristics. Processing ability and quality
of end products are a common issue across improved
varieties of RTBs, and this can contribute to low levels
of varietal adoption and its subsequent benefits (Thiele
et al., 2021). International Journal of Food Science and Technology 2021 1074 Editorial Editorial To address these challenges, an interdisciplinary five-
step methodology was developed for the RTBfoods
project to better understand consumer preferences for
quality characteristics among diverse user groups along
the food chain (Forsythe et al., 2021). References Alamu, E.O., Nuwamanya, E., Cornet, D. et al. (2021). Near-in-
frared spectroscopy applications for high-throughput phenotyping
for cassava and yam: a review. International Journal of Food
Science and Technology, Special Issue: Consumers have their say:
assessing preferred quality traits of roots, tubers and cooking bana-
nas, and implications for breeding 56, 1491–1501. Awoyale, W., Alamu, E.O., Chijioke, U. et al. (2021). A review of
cassava semolina (Gari) end-user preferences and implications for
varietal trait evaluation. International Journal of Food Science and
Technology. Special Issue: Consumers have their say: assessing pre-
ferred quality traits of roots, tubers and cooking bananas, and
implications for breeding, 56, 1206–1222. Bechoff, A., Tomlins, K.I., Fliedel, G. et al. (2018). Cassava traits
and end-user preference: relating traits to consumer liking, sensory
perception, and genetics. Critical Reviews in Food Science and
Nutrition, 58, 547–567. Bricas, N., Tchamda, C. & Martin, P. (2016). Are the cities of West
and Central Africa so dependant on food imports? Cahiers Agricul-
tures, 25, 10. p
According to research reported in this special issue,
the main characteristics preferred by RTB consumers
of boiled products are rapid softening and/or the
development of friability or mealiness during cooking. For pounded products, the main objective is to obtain
a smooth and stretchy dough with easy-to-swallow tex-
ture, colours and taste/aroma typical of each RTB
(matooke, pounded yam, eba). For cassava-derived
products, colour, acidity due to fermentation, sticki-
ness in the fingers and texture of the dough in the
mouth are key sensory traits. Additionally, the swel-
ling characteristics of gari (in cold or hot water),
attieke (during steaming) and fufu (in hot water) con-
tribute to consumer preferences. Carey, T., Ssali, R. & Low, J. (2021). Literature review to guide
development of a product profile for fried sweetpotato in West
Africa. International Journal of Food Science and Technology; Spe-
cial Issue: Consumers have their say: assessing preferred quality
traits of roots, tubers and cooking bananas, and implications for
breeding, 56, 1410–1418. FAO (1990). Roots Tubers Plantains and Bananas in Human Nutri-
tion. p. 182. Food and nutrition series. Rome: Food and Agricul-
ture Organization of the United Nations. FAO food and nutrition
series, no 24. ISBN 92-5102862-1. FAOSTAT (2018). FAO New food balance 2017, last consultation
November 2020. http://www.fao.org/faostat/en/#data/QC Forsythe, L., Tufan, H., Bouniol, A., Kleih, U. & Fliedel, G. (2021). References An interdisciplinary and participatory methodology to improve user
acceptability of root, tuber and banana varieties. International Jour-
nal of Food Science and Technology; Special Issue: Consumers have
their say: assessing preferred quality traits of roots, tubers and
cooking bananas, and implications for breeding, 56, 1115–1123. In summary, this special issue defines and communi-
cates an improved knowledge of the end-user preferred
quality characteristics of RTB products. This knowledge
helps elaborate goals for both the processing unit opera-
tions (food scientist control) and variety traits (breeder
control). A dynamic and close interaction among social
scientists,
food
technologists,
biochemists
and
plant
breeders will contribute to better end-user acceptance
and the successful deployment of technologies, for a pos-
itive impact on RTB value chains in Africa. Hahn, S.K. (1989). An overview of African traditional cassava pro-
cessing and utilization. Outlook on Agriculture, 18, 110–118. Kennedy, G., Raneri, J.E., Stoian, D. et al. (2019). Roots, tubers
and bananas: contributions to food security. Encyclopedia of Food
Security and Sustainability, 3, 231–255. Lebot, V. (2019). Tropical Root and Tuber Crops: Cassava, Sweet
Potato, Yams and Aroids (Crop Production Science in Horticul-
ture). 2nd edn, p. 544. Wallingford: CABI. )
p
g
ot, T. (2020). Banana genetic diversity. Fruitrop, 269, 98– Muimba-Kankolongo, A. (2018). Root and Tuber Crops. In: Food
Crop Production by Smallholder Farmers in Southern Africa: Chal-
lenges and Opportunities for Improvement. Chapter 9, Pp. 123–172. Amsterdam: Elsevier. Summary The methodology
includes a state of knowledge review, consultations with
key informants and rural communities, diagnostics of
process performance (technical and socio-economic)
with experienced processors, and consumer testing in
urban and rural areas. Quality characteristics are then
prioritised into a food product profile. Through testing
and analysis, individual quality characteristics are asso-
ciated with biochemical and physical traits of RTB
fresh materials, which can be shared with breeders to
develop improved selection tools. Many of the papers
in the special issue report result from the application of
this methodology. Physicochemical scientists, food tech-
nologists and breeders then need to jointly develop and
implement
high-throughput
phenotyping
systems
to
screen large numbers of potentially improved genotypes
and achieve significant genetic gains towards acceptable
varieties for both producers and end users. Conceptualization (equal); Writing-review & editing
(equal). Jim
Lorenzen:
Conceptualization
(equal);
Funding
acquisition
(lead);
Project
administration
(supporting); Resources (lead); Supervision (support-
ing); Validation (supporting). © 2021 CIRAD. International Journal of Food Science & Technology published by John Wiley & Sons Ltd
on behalf of Institute of Food, Science and Technology (IFSTTF)
International Journal of Food Science and Technology 2021 Author Contributions Dominique Dufour: Conceptualization (lead); Funding
acquisition (lead); Investigation (supporting); Method-
ology
(supporting);
Project
administration
(lead);
Supervision (lead); Validation (equal); Writing-original
draft (lead). Clair H Hershey: Conceptualization (sup-
porting); Writing-original draft (supporting); Writing-
review
&
editing
(lead). Bruce
Rankin
Hamaker: Petsakos, A., Prager, S.D., Gonzalez, C.E. et al. (2019). Understanding
the consequences of changes in the production frontiers for roots,
tubers and bananas. Global Food Security, 20, 180–188. Rubin, D. & Manfre, C. (2014). Promoting gender-equitable agricul-
tural value chains: issues, opportunities, and next steps. In: Gender
in Agriculture (edited by A. Quisumbing, R. Meinzen-Dick, T. Raney, A. Kroppenstedt, J. Behrman & A. Peterman). Pp. 287–314
Dordrecht: Springer. © 2021 CIRAD. International Journal of Food Science & Technology published by John Wiley & Sons Ltd
b h lf
f I
i
f F
d S i
d T
h
l
(IFSTTF)
International Journal of Food Science and Technology 2021 © 2021 CIRAD. International Journal of Food Science & Technology published by John Wiley & Sons Ltd
on behalf of Institute of Food, Science and Technology (IFSTTF)
International Journal of Food Science and Technology 2021 1075 Editorial Consumers have their say: assessing preferred quality traits of
roots, tubers and cooking bananas, and implications for breeding,
56, 1076–1092. Scott, G. (2021). A review of root, tuber and banana crops in devel-
oping countries: past, present, and future. International Journal of
Food Science and Technology; Special Issue: Consumers have their
say: assessing preferred quality traits of roots, tubers and cooking
bananas, and implications for breeding, 56, 1093–1114. Thiele, G. & Friedmann, M. (2020). The vital importance of RTB
crops in the One CGIAR portfolio. RTB Research Brief 02. 4 p. Lima, Peru: CGIAR Research Program on Roots, Tubers and
Bananas. https://cgspace.cgiar.org/handle/10568/109915,
https://
cgspace.cgiar.org/bitstream/handle/10568/109915/The%20vital%
20importance%20of%20RTB%20crops_ResearchBrief02.pdf?se
quence=3&isAllowed=y Teeken, B., Agbona, A., Abolore, B. et al. (2021). Understanding
cassava varietal preferences through pairwise ranking of gari-eba
and fufu prepared by local farmer-processors. Special Issue: Con-
sumers have their say: assessing preferred quality traits of roots,
tubers and cooking bananas, and implications for breeding, 56,
1258–1277. Weltzien, E., Rattunde, F., Christinck, A. & Ashby, J. (2020). Gender and farmer preferences for varietal traits: evidence and
issues for crop improvement. Plant Breeding Reviews, 43, 243–
278. Thiele, G., Dufour, D., Vernier, P. et al. (2021). A review of varietal
change in roots, tubers and bananas: consumer preferences and
other drivers of adoption and implications for breeding. © 2021 CIRAD. International Journal of Food Science & Technology published by John Wiley & Sons Ltd
on behalf of Institute of Food, Science and Technology (IFSTTF)
International Journal of Food Science and Technology 2021 © 2021 CIRAD. International Journal of Food Science & Technology published by John Wiley & Sons Ltd
on behalf of Institute of Food, Science and Technology (IFSTTF) Author Contributions Interna-
tional Journal of Food Science and Technology; Special Issue:
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Mexico Moves to Phase out DDT and Chlordane
|
Environmental health perspectives
| 1,997
|
public-domain
| 2,285
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Mexico Moves to Phase
out DDT and Chlordane
ki
h
l
d
h Instead of audit privilege laws, the EPA
has a penalty mitigation policy that the
agency says offers reduced penalties for com-
panies that fix violations uncovered by vol-
untary audits. "We've gotten over 150 dis-
closures from over 400 facilities in the coun-
try," says Frey. "In the majority of the cases
there has been no penalty. These are record-
keeping violations." But they are not neces-
sarily minor, Frey adds, because such reports
involve toxic release inventories or informa-
tion crucial to safe drinking water programs. "We think the EPA policy, offering signifi-
cant mitigation, is very reasonable," says
Woodall. Taking the lead among the countries of
Latin America, the Mexican government on
16 July 1997 unveiled a program designed to
phase out all uses of the pesticides DDT and
chlordane within 10 years. Calling for an
80% reduction in the use of DDT over the
next five years, cessation ofadditional uses by
the year 2007, and elimination of the use of
chlordane by December 1998, Mexico hopes
its experience will provide a model for other
Latin American and Caribbean countries
attempting to reduce their own dependence
on organochlorine pesticides. The specific elements of the program as
they relate to each chemical are contained in
a North American Regional Action Plan
(NARAP) for each chemical. The NARAPs
were drafted by the Commission for
Environmental Cooperation (CEC), a
Montreal-based intergovernmental organiza-
tion that is jointly administered by Carol
Browner, administrator of the U.S. EPA;
Julia Carabias, minister of the Environment,
Natural Resources, and Fisheries of Mexico;
and
Christine
Stewart,
minister
of
Environment Canada. The CEC was created
to coordinate the agenda of the North
American Agreement on Environmental
Cooperation, which serves as a complement
to the environmental provisions established
under the North American Free Trade
Agreement. But in the opinion of Nancy Newkirk, a
Washington lawyer who counsels businesses
and tracks audit privilege legislation, the pol-
icy has weaknesses. "The [EPA] policy is
quite good. But the Justice Department isn't
bound by it [and] no other federal, state, or
regulatory body is bound by it, so you can
have a situation where a company does an
audit, finds a problem, and gets treated as
though the [EPA] found the problem," she
says, which means the company may be pun-
ished. Forum Forum Environmental Evaluation at the Mexican
National Institute of Ecology in Mexico
City, the NARAP for DDT will build upon
the country's existing malaria control pro-
gram-which has successfully reduced the
annual incidence of the disease from 2.4 mil-
lion cases in the 1940s and 1950s to approxi-
mately 5,000 cases today-while simultane-
ously reducing annual domestic DDT pro-
duction and use from 25,000 tons to a pro-
duction rate of approximately 600 tons. The
use ofDDT is presently restricted to selected
government-authorized applications in
dwellings. withdraw portions of Colorado's delegated
authority under the Clean Water Act on the
grounds that it prohibits the state from effec-
tively enforcing the federal law and from
operating a program approvable under feder-
al law. any sort of organization that, [although] not
required to be reported under our current
system, is important for people to know." Critics say that laws that grant immunity
from prosecution can protect people who
violate environmental laws and regulations. The EPA is opposed to the privilege and
immunity laws for this reason. "We oppose
them all," says Bertram Frey, deputy counsel
for the EPA's Midwest region. "They block
the search for truth," he says. The debate over audit privilege legisla-
tion will soon move to Washington, DC. In
June, senators Kay Bailey Hutchison (R-
Texas) and Trent Lott (R-Mississippi) intro-
duced federal audit privilege legislation. This
is the second time around for such federal
legislation; an earlier attempt, which
appeared to protect willful criminal conduct
by not specifically excluding it, died in the
last congress. Moreover, Frey argues, such legislation
can actually penalize companies that spend
money to comply with environmental law
and regulations. Companies that don't com-
ply may have an economic advantage in
states with such legislation because they
potentially don't get penalized for failing to
follow environmental regulations. g
Much of the success of Mexico's malaria
control program (there have been no record-
ed deaths from malaria since 1982) is due to
improvements in sanitation, increased disease
surveillance, and integrated pest manage-
ment schemes that focus pesticide applica-
tions on critical habitats and stages in the
mosquito's life cycle. According to de Nava,
the NARAP will use these proven strategies
while conducting experimental pilot studies
on alternatives to DDT. Forum Such alternatives
include biological control agents such as lar-
val parasites and adult predators, microbial
products such as Bacillus thuringiensis, and
other less persistent pesticides such as
pyrethroids. Additionally, the NARAP calls
for increased community involvement in the
malaria control program, increased enforce-
ment against illegal uses of DDT, and
restrictions on transborder movement of
malaria-infected populations. The Health of Nations
i
H
lth O
i
ti
(PAHO)
t Since 1902, the Pan American Health Organization (PAHO), the wdrld's oldest interna-
tional agency, has been working to combat disease and improve living standards in the
Americas and the Caribbean. Though wars, political schisms, language barriers, and mistrust
have been formidable challenges to its mission, PAHO continues to
unite diverse peoples against the common enemies of natural disaster
and disease. The task facing PAHO which
as
te r
nal office of the
World Health Organization (WHO), is a fotridble one. In
America and the Caribbean, 130 million p
l do not have access to
safe drinking water and 160 million
c permanent access to basic
health services. Despite such obstacles, PAHO has made huge
achievements in protecting public health, siu
as completely eradicat-
ing polio from the region. The last w
p
viru
in the Americas
was detected on 5 September 1991 in Peru. i Use in Mexico of chlordane, which is
banned from use in the United States and
Canada, is limited to urban applications for
the control of termites. Until recently,
Mexico imported approximately 45 tons of
chlordane annually from the United States
(where it is legal to manufacture it). Under
the NARAP for chlordane, however, Mexico
intends to deplete its existing stocks and will
no longer allow imports of the pesticide. Furthermore, Velsicol, the sole U.S. manu-
facturer of chlordane, announced in May of
this year that it had voluntarily ceased pro-
duction at all of its national and internation-
al facilities. Part of PAHO's success stems from its ability to adapt the
resources of the most technologically advanced countries to the needs of the most isolated
villages. For example, PAHO distributes relevant health information throughout the
Americas via its World Wide Web site, located at http://wwwpaho.og. The site is as
expansive and diverse as the region it covers, with information on everything from which
countries are experiencing measles outbreaks to what public health resources are available in
Barbados to the infant mliti trends in Nicaragua. g
The What's New link on the PAHO home page provides links to the most current
information, which in turn is linked to other related material. For example, from the What's
New page users can access the latest articles written for Nui
PAHO's electronic food
and nutrition magazine, and then follow the Back link on the Nutil
page to access the
PAHO Food and Nutrition Program home page. The Health of Nations
i
H
lth O
i
ti
(PAHO)
t (Users should be aware that links labeled
"Back" always lead to more general information.) Also available under the What's New link
are the contents and abstracts of the most current issues of the Pan Ameican Journa of
Public Heat and information on ordering the latest books and technical papers published
by PAHO. Upcoming PAHO conferences, the status of certain diseases in the Americas,
and PAHO press releases are also provided under the What's New link Under the NARAP for chlordane, a
multi-phase regulatory program has been
initiated that focuses primarily on the devel-
opment of an integrated termite control
strategy, prohibition of importation, envi-
ronmental monitoring and risk assessment of
chlordane-exposed individuals, monitoring
of existing stocks, and cancellation of the
existing registration for use in Mexico. p
p
The majority of the public health information on the PAHO site is found through the
Technical Information home page. The Technical Information page lists the seven major
divisions of PAHO with links to pages covering each division's programs and projects. Information on how to obtain PAHO/WHO fellowships and how to subscribe to PAHO's
AHEALTH listserv discussion group can also be found by following the Fellowships link
and the Information Systems link on this page. The Disasters/Humanitarian Assistance link
on the Technical Information page is connected to a list of materials to help nations prepare
for and recover from turl disasters. Information is provided on how to contact relief
coordinators, the contents ofa WHO emergency health kit, how to order reliefsupply man-
agement software, PAHO's quarterly disaster newsletter, and a wide range of disaster train-
ing materials. An extensive disaster database available on the Web is also being planned. The
Health Systems and Services Development division home page includes a link to the home
page of BRJDGE a newsletter on health research, and to directories of public health institu-
tions throughout Latin America and the Caribbean. g
g
According to Andrew Hamilton, scien-
tific director of the CEC, Mexico will look
to agencies within the United States and
Canada for both technical expertise in
implementing the NARAPs and assistance in
obtaining funding. "Involvement by U.S. and Canadian agencies will help to strength-
en proposals geared toward international
lending agencies such as the World Bank,"
he said. "For example, the U.S. Environmental Health Perspectives
*
Volume 105, Number 8, Auqust 1997 Mexico Moves to Phase
out DDT and Chlordane
ki
h
l
d
h Newkirk says the EPA's opposition to
audit privilege laws so far has consisted of
testifying against such laws in state capitals
and working to modify them. The agency
has testified in Texas and Utah and is dis-
cussing legislation with Michigan. The EPA
also opposed audit privilege legislation dur-
ing debate in the last congress. I
Pesticide prohibition. Mexico has launched an
ambitious program to phase out the use of the
dangerous pesticides DDT and chlordane. DDT, which has long been banned in
both the United States and Canada, still
finds limited use in Mexico as part of the
country's arsenal in the war against the
Anopheles
mosquito,
carrier of the
Plasmodium parasite that causes malaria. Approximately 60% of the Mexican territo-
ry, representing an area inhabited by dose to
45 million people, provides an environment
suitable for malaria transmission. According
to Cristina Cortinas de Nava, coordinator of
the Union of Chemical Substances and The EPA has another weapon against the
laws, which to date it hasn't used: the agency
can remove a state's authority to enforce fed-
eral environmental statutes. That would dry
up federal environmental grants and also
means that a state's businesses would have to
deal with EPA regional headquarters for per-
mits instead of state regulators, which can be
far more time-consuming. In Colorado,
Vincent is part of a group of environmental
leaders who have petitioned the EPA to Pesticide prohibition. Mexico has launched an
ambitious program to phase out the use of the
dangerous pesticides DDT and chlordane. 790 Volume 105, Number 8, August 1997 * Environmental Health Perspectives Forum That Mexico has been able to successful-
ly limit the spread of malaria while simulta-
neously reducing the use of DDT leaves de
Nava hopeful about eliminating the pesti-
cide's use altogether. "I'm very optimistic;
the campaign has already made great
strides," she said. "The problem is one of
economics-alternatives can cost up to three
times as much as DDT, and we need to be
sure that the alternatives don't pose risks
[that are greater than] those posed by
DDT." The Health of Nations
i
H
lth O
i
ti
(PAHO)
t Agency for
International Development [USAID] has
had significant experience from its work in
the tropics." The USAID can be of direct
assistance to Mexico in terms of providing
expertise in malaria control and they can also
help by directly acting as co-sponsors for
grant proposals to the World Bank. i
ffi
d
i The Country Health Profiles link on the PAHO home page takes users to a list ofall the
countries and colonies in the region that PAHO serves. Each item on this fist is a link to a
health summary for that territory, updated every four years, with statistics such as rate of
population gowth, ther age and geographic distribution of the population, ifant mortality,
and life expectancy. i
i Hamilton reaffirmed Mexico's commit-
ment to eliminating its use of organochlo-
rines, and stated that among the incentives
for terminating the pesticides' use is a desire
to take part in the international effort to
reduce the migration of persistent chemicals
to arctic environments. "The idea of a tropi-
cal country taking an active role in the Arctic
won't go unnoticed," he said. p
y
Under the Media Center link on the PAHO home page, users can dick on the PAHO
Speakers' Bureau link to get details on how to bring a PAHO public health expert to their
communities to meet with local professional or community groups. There are also links to
the first two issues of PAHO's new Penpectives on Healt
ma
ne. More infomation on
PAHO's many print and electronic publications is available under thhe Publications link on
the home page. As with the Web site itself, most of these publications are available in both
English and Spanish. 791
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An all-in-one UniSam vector system for efficient gene activation
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Scientific reports
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| 6,679
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Fidanza, A, Lopez yrigoyen, M, Romano, N, Jones, R, Taylor, A & Forrester, LM 2017, 'An all-in-one
UniSam vector system for efficient gene activation', Scientific Reports. https://doi.org/10.1038/s41598-017-
06468-6 Citation for published version:
Fidanza, A, Lopez yrigoyen, M, Romano, N, Jones, R, Taylor, A & Forrester, LM 2017, 'An all-in-one
UniSam vector system for efficient gene activation', Scientific Reports. https://doi.org/10.1038/s41598-017-
06468-6 Citation for published version:
Fidanza, A, Lopez yrigoyen, M, Romano, N, Jones, R, Taylor, A & Forrester, LM 2017, 'An all-in-one
UniSam vector system for efficient gene activation', Scientific Reports. https://doi.org/10.1038/s41598-017-
06468-6 An all-in-one UniSam vector system
for efficient gene activation
Antonella Fidanza1, Martha Lopez-Yrigoyen1, Nicola Romanò 2, Rhiannon Jones1,
A. Helen Taylor1 & Lesley M. Forrester 1
OPEN Antonella Fidanza1, Martha Lopez-Yrigoyen1, Nicola Romanò 2, Rhiannon Jones1,
A. Helen Taylor1 & Lesley M. Forrester 1 Received: 15 November 2016
Accepted: 13 June 2017
Published: xx xx xxxx We have generated a drug-free, all-in-one dCAS9-SAM vector that can activate endogenous gene
expression with the potential to modify cell fate. We demonstrate that this strategy can be used in
a number of cell lines and avoids exceptionally high levels of gene expression that are observed in
standard transgenic approaches. Compared to the multi-plasmid system, this all-in-one vector activates
gene expression to a comparable level but the reduced overall DNA content results in significantly
higher viability of transfected cells. This allowed us to use the RUNX1C-GFP human embryonic stem cell
reporter cell line to monitor gene activation in individual cells and to show that activation could occur at
all stages of the cell cycle. Manipulation of transcription factor expression has been used to programme cell fate and this approach has pri-
marily involved the delivery of exogenous cDNA by plasmid or viral expression vectors. The CRISPR-CAS9 system
has revolutionized genome editing1 but more recently the catalytically dead CAS9 (dCAS9) system has been used
to modulate endogenous gene expression via activation, repression and chromatin modification2–6. This strategy
has been successfully used to program cell fate7, 8. Engineered versions of dCas9 fused to activation domains such as
VP64, VPR, p65 or p300 can activate the expression of endogenous genes when directed to their regulatory regions
by specific guide RNAs (gRNAs)3. Significant progress has been made in the search for the best combinatorial and
synergistic approach to mediate endogenous gene expression and the Synergistic Activators Mediators (SAM) is
one of the most powerful tool to date9, 10. This system combines the use of CAS9-VP64 and a specifically designed
multi-domain activator (MS2-p65-HSF1) that binds to MS2 hairpins of engineered gRNAs (gRNA 2.0). The system
is based on a multiple plasmid approach and consequently, the need for multiple drug selection to achieve homoge-
neity. Although a significant advance, these limitations make it challenging to use in cells that are sensitive to viral
transduction and/or drug selection. We describe the design and generation of a novel all-in-one strategy that can
activate gene expression without drug selection in a number of cell lines including human Embryonic Stem Cells
(hESCs). An all-in-one UniSam vector system
for efficient gene activation
Antonella Fidanza1, Martha Lopez-Yrigoyen1, Nicola Romanò 2, Rhiannon Jones1,
A. Helen Taylor1 & Lesley M. Forrester 1
OPEN In a proof of principle experiment we demonstrate that the all-in-one vector containing a single gRNA
directed to MyoD1 is able to mediate the trans-differentiation of mouse embryonic fibroblasts into myocytes. Take down policy Take down policy
The University of Edinburgh has made every reasonable effort to ensure that Edinburgh Research Explorer
content complies with UK legislation. If you believe that the public display of this file breaches copyright please
contact openaccess@ed.ac.uk providing details, and we will remove access to the work immediately and
investigate your claim. Download date: 24. Oct. 2024 www.nature.com/scientificreports www.nature.com/scientificreports SCIEntIFIC ReporTS | 7: 6394 | DOI:10.1038/s41598-017-06468-6 Results and Discussionh The all-in-one vector (herein referred to as UniSAM) consists of the CAS9-VP64 and MS2-p65-HSF1 cDNAs
separated by 2A peptides to ensure the generation of independent polypeptides (Fig. 1a). An mCherry tag located
at the 3′ end of this cassette allows identification and/or isolation of cells that have been successfully transfected
and that are expressing all preceding components (Fig. 1b). The cassette is under the control of the EF1α pro-
moter and terminates with a synthetic polyadenylation signal. The vector also carries a U6 promoter driving the
expression of the gRNA 2.0 backbone with a BbsI cloning site that enables cloning of the desired gRNA. This
simple design means that activation plasmids for any gene of interest can be generate in a single step. All these
components have been inserted into a PiggyBac backbone that can be used to mediate transient activation of
gene expression or, in the presence of transposase, it can be integrated into the genome and subsequently excised
allowing more precise temporal control of expression11. The smaller size of the PiggyBac vector allows for a lower
total DNA to ORF ratio compared to lentiviruses, reducing the overall amount of DNA delivered and predictably
increasing viability of transfected cells. g
y
We generated a number of UniSAM vectors designed to activate genes encoding transcription factors
involved in the production and differentiation of hematopoietic cells including RUNX1c, HOXA9, HOXA5,
KLF1 and BCL11a12–15. We designed 4-6 gRNAs for each gene using the online tools available at http://sam. genome-engineering.org/database/ (Supplementary Table S1), generated activation plasmids and tested their 1Centre for Regenerative Medicine, University of Edinburgh, Edinburgh, UK. 2Centre for Integrative Physiology,
University of Edinburgh, Edinburgh, UK. Correspondence and requests for materials should be addressed to A.F. (email: afidanza@staffmail.ed.ac.uk) or L.M.F. (email: L.Forrester@ed.ac.uk) SCIEntIFIC ReporTS | 7: 6394 | DOI:10.1038/s41598-017-06468-6 1 www.nature.com/scientificreports/ Figure 1. Design and assessment of all-in-one UniSAM vectors in HEK293T and HeLa cells. (a) Schematic of
UniSAM vector in PiggyBac backbone. (b) Expression of mCherry in HEK293 and HeLa cells demonstrates
efficient transfection and expression of the UniSAM vector. (c) Activation of five transcription factors and
HBG1 following transfection of UniSAM vectors carrying single gRNAs, in HEK293T cells. (d) Activation of
five transcription factors with single gRNAs, in HeLa cells. Data in (c) and (d) represent the mean activation by
4–6 single gRNAs for each gene (n = 3, Mann Whitney t-test). Results and Discussionh (e,f) Relationship between basal expression and
activation levels for the different genes in HEK293T (e) and HeLa (f) (n = 72 from 3 independent experiments,
linear regression with F-test). (g,h) Analyses of variance in Ct values following activation in HEK293T (g) and
HeLa (h) (n = 3, F-test, p < 0.03). Figure 1. Design and assessment of all-in-one UniSAM vectors in HEK293T and HeLa cells. (a) Schematic of
UniSAM vector in PiggyBac backbone. (b) Expression of mCherry in HEK293 and HeLa cells demonstrates Figure 1. Design and assessment of all-in-one UniSAM vectors in HEK293T and HeLa cells. (a) Schematic UniSAM vector in PiggyBac backbone. (b) Expression of mCherry in HEK293 and HeLa cells demonstrates
efficient transfection and expression of the UniSAM vector. (c) Activation of five transcription factors and
HBG1 following transfection of UniSAM vectors carrying single gRNAs, in HEK293T cells. (d) Activation of
five transcription factors with single gRNAs, in HeLa cells. Data in (c) and (d) represent the mean activation by
4–6 single gRNAs for each gene (n = 3, Mann Whitney t-test). (e,f) Relationship between basal expression and
activation levels for the different genes in HEK293T (e) and HeLa (f) (n = 72 from 3 independent experiments,
linear regression with F-test). (g,h) Analyses of variance in Ct values following activation in HEK293T (g) and
HeLa (h) (n = 3, F-test, p < 0.03). activity in HEK293 and HeLa cells (Fig. 1, Supplementary Fig. S1a). Two days after transfection significant activa-
tion of RUNX1c and KLF1 expression was observed in both cell lines but there was minimal activation of HOXA5,
HOXA9 and BCL11a (Fig. 1c,d). It was previously reported that inter-gene variability in transcriptional activation
was linked to the basal expression9. Here we also show that gene activation was also inversely related to the basal
expression level with HOXA5, HOXA9 and BCL11a being expressed at higher levels in both cell lines compared
to RUNX1c and KLF1 (Fig. 1e,f). Since gene activation mediates the recruitment of the transcriptional machinery
we reasoned that genes that were being actively transcribed would be more resistant to further transcriptional
activation and that there could be a limiting level of expression that this strategy would permit. To further test this
hypothesis we compared all raw Ct values in the absence of gRNAs (empty vector, (EV)) with the value after the
addition of gRNAs. Results and Discussionh We noted that the raw Ct values of all genes after activation were comparable to the overall
basal levels of activation and that there was a reduction in the variance of their distribution (Fig. 1g,h). Taken
together these data indicate that the level of mRNA expression achieved for any gene using this strategy avoids
exceptionally high levels of gene expression. p
y
g
g
p
To demonstrate that gene expression activation was also associated with increased protein production,
HEK293T were transfected with the UniSAM-RUNX1c vectors and stained by immunocytochemistry. We
observed an increase in the proportion of RUNX1+ cells, thus implying an increase in RUNX1c protein, and this
varied depending on the gRNA used (Fig. 2a,b). RUNX1 protein was detected in a very small number of control,
non-activated HEK293T cells and this allowed us to quantify the physiological level of protein expression in indi-
vidual cells. Upon activation with the UniSAM system the level of protein expression within activated cells was
comparable to the level in control cells but significantly lower than cells transfected with a standard CMV-driven
RUNX1c expression plasmid (Fig. 2c). This further supports our hypothesis that there is an upper limit to the
level of activation achieved using this strategy and that abnormally high, non-physiological levels, observed in
classical transgenic approaches, are avoided. g
pp
,
To assess whether the UniSAM strategy could be used to alter the expression of a cell surface marker we
activated SPN (which encodes for CD43) in HeLa cells and in human erythroleukaemia (HEL) cell line. CD43 is
expressed in HEL but not HeLa cells so this system allowed us to test the influence of the basal expression on the
level of activation and to assess the upper limits of gene activation at the protein level. We successfully activated
the expression of CD43 on the cell surface of HeLa cells with a single gRNA for CD43 (Fig. 2d–f) but the addition
of the same gRNAs to HEL cells, where CD43 was already expressed a relatively high level, had no significant
effect (Fig. 2e,f). This experiment further confirms that the basal expression is a strong inferring factor in achiev-
ing activation and that the system avoids high non-physiological levels of expression.fi g
y
g
p y
g
p
To assess whether our all-in-one UniSAM vector offered a significant advantage over the previously published
multiplasmid strategies we compared the two systems directly. SCIEntIFIC ReporTS | 7: 6394 | DOI:10.1038/s41598-017-06468-6 Results and Discussionh of the coding elements of the two plasmid systems including gRNAs to the RUNX1c locus then gene activation
was assessed by qPCR. We demonstrated that the UniSAM and multiplasmid approach mediated comparable
activation of RUNX1c for all four gRNAs (Fig. 3a). It is interesting to note that g2 seems to be the most efficient
gRNA in Hela cells whereas in HEK293, g4 was the most efficient indicating a cell line depend effect of the specific
gRNAs. When we directly compared the two strategies in hESCs we noted a significant difference in cell viability. RUNX1C-GFP hESC that were transfected with the multiplasmid system exhibited a significantly higher amount
of cell death one day after transfection, when compared to the UniSAM strategy (Fig. 3b,c). This reduced cell
viability was confirmed by flow cytometry both at one and two day after transfection (Fig. 3d,e). Thus, our unique
UniSAM strategy is apparently able to mediate comparable gene activation levels compared to the published
multiplasmid strategies but the significant improvement on cell viability makes it a more attractive strategy to use,
particularly in cell types that are sensitive to transfection.h p
y
yp
This increased viability allowed us to assess the UniSAM strategy in the RUNX1C-EGFP reporter hESC line
where we were able to assess the heterogeneity of activation between individual cells14. The transfection efficiency
of UniSAM vectors was monitored using the mCherry reporter and the level of activation of the endogenous gene
was assessed by expression of EGFP, knocked-in under the distal promoter that specifically drives RUNX1c14
(Fig. 4a). The presence of the different RUNX1c-gRNAs resulted in the emergence of varying proportions of
RUNX1C-EGFP cells (Fig. 4b) and the different gRNAs mediated different levels of EGFP expression (Fig. 4c). The level of activation by the different gRNAs in hESCs showed a similar trend to that observed in HEK293 cells
with g4 being the most powerful (Figs 1g, 4b–c). Flow cytometry allowed analysis at the single cell level and this
identified a correlation between the level of UniSAM in each cell (reported by mCherry) and the level of gene
activation (Fig. 4d) that was not possible using the less sensitive immunocytochemistry analyses. Statistical anal-
ysis of flow cytometry data for the RUNX1C-g4 uncovered a bimodal trend in expression of EGFP and piecewise
regression identified a threshold of UniSAM expression that was consistent between experiments (Supplementary
Figure S1b,c). Results and Discussionh HeLa were transfected with equimolar quantities SCIEntIFIC ReporTS | 7: 6394 | DOI:10.1038/s41598-017-06468-6 2 www.nature.com/scientificreports/ Figure 2. UniSAM gene activation results physiological levels of protein expression. (a) Immunocytochemistry
analyses of HEK293T cells transfected with the UniSAM carrying no gRNA (empty vector (EV)) or a single
gRNAs directed to RUNX1c (n = 4 for each of the gRNAs, g1 to g4) or a CMV-driven pRUNX1c expression
plasmid (scale bar, 50 μm). (b) Percentage of RUNX1 + cells following transfection of UniSAM vectors carrying
gRNA 1–4) (n = 4, Kruskal Wallis One-way ANOVA, *p < 0.05, **p < 0.01). (c) Comparison of RUNX1
expression levels in individual cells mediated by UniSAM and CMV-driven pRUNX1c expression plasmid
analysed by Columbus Image Analysis Software (n = 4, Kruskal Walis One-way ANOVA, ns p > 0.5; *p < 0.03). (d) Flow cytometry analysis of HEL and HeLa cells transfected with the empty vector (EV) or a UniSAM
containing a sgRNA for CD43. (e) Quantification of the proportion of CD43 + cells in (d) (n = 4; Sidak’s
two-way Anova, ****p < 0.0001). (f) Quantification of CD43 expression level (assessed by mean fluorescent
intensity (MFI)) in HEL and HeLa cells after activation (n = 4; Dunn’s one-way Anova; *p > 0.05). Figure 2. UniSAM gene activation results physiological levels of protein expression. (a) Immunocytochemistry
analyses of HEK293T cells transfected with the UniSAM carrying no gRNA (empty vector (EV)) or a single
gRNAs directed to RUNX1c (n = 4 for each of the gRNAs, g1 to g4) or a CMV-driven pRUNX1c expression
plasmid (scale bar, 50 μm). (b) Percentage of RUNX1 + cells following transfection of UniSAM vectors carrying
gRNA 1–4) (n = 4, Kruskal Wallis One-way ANOVA, *p < 0.05, **p < 0.01). (c) Comparison of RUNX1
expression levels in individual cells mediated by UniSAM and CMV-driven pRUNX1c expression plasmid
analysed by Columbus Image Analysis Software (n = 4, Kruskal Walis One-way ANOVA, ns p > 0.5; *p < 0.03). (d) Flow cytometry analysis of HEL and HeLa cells transfected with the empty vector (EV) or a UniSAM
containing a sgRNA for CD43. (e) Quantification of the proportion of CD43 + cells in (d) (n = 4; Sidak’s
two-way Anova, ****p < 0.0001). (f) Quantification of CD43 expression level (assessed by mean fluorescent
intensity (MFI)) in HEL and HeLa cells after activation (n = 4; Dunn’s one-way Anova; *p > 0.05). SCIEntIFIC ReporTS | 7: 6394 | DOI:10.1038/s41598-017-06468-6 Results and Discussionh As expected the activation level above that threshold ‘breakpoint’ was significantly higher than that
below (Fig. 4e). These data show that the level of activation can be tunable by modifying the level of expression
of the Cas9-SAM effector and/or the amount of gRNA in agreement with previously studies that have shown that
altering the amount of gRNA can mediate the activation level16. g
g
We observed that RUNX1C-EGFP was activated in a subpopulation of successfully transfected cells, com-
parable with that previously reported in hESCs using a drug-selectable dCas9-VP64 strategy17. Here we were
able to test whether gene activation was occurring preferentially in cells at specific stages of the cell cycle. Flow
cytometry analysis of Hoechst-stained cells revealed that activated cells (mCherry+EGFP+) were present in cells
at all stages of the cell cycle when each of the 4 gRNAs was used (Fig. 4f). Interestingly, cells activated by g1 and
g2 were slightly enriched for cycling cells (G2/M) whereas the majority of cells that were activated by g4 were in SCIEntIFIC ReporTS | 7: 6394 | DOI:10.1038/s41598-017-06468-6 3 www.nature.com/scientificreports/ Figure 3. Direct comparison of the UniSAM system and the multiplasmid system. (a) Activation of RUNX1c
using the UniSAM or multiplasmid systems with four different gRNAs (g1-g4) in HeLa (n = 3, Mann-Whitney
t-Test). (b) Quantification of cell viability of hESCs one day after transfection as measured by Trypan Blue
staining (n = 5; Mann-Whitney t-test, **p < 0.01). (c) Visual microscopic appearance of transfected hESCs
(identified by mCherry expression) one day after transfection indicating that there are more live cells using the
UniSAM system (scale bar indicates 50 μm). (d) Flow cytometry analysis of hESCs samples collected two days
after transfection, gate indicates cells. (e) Comparison of the viable cells at day 1 and day 2 post transfection of
hESCs, as measured by flow cytometry analyses of DAPI staining (n = 3; Dunn’s one-way Anova; **p > 0.01,
****p < 0.0001). Figure 3. Direct comparison of the UniSAM system and the multiplasmid system. (a) Activation of RUNX1c
using the UniSAM or multiplasmid systems with four different gRNAs (g1-g4) in HeLa (n = 3, Mann-Whitney
t-Test). (b) Quantification of cell viability of hESCs one day after transfection as measured by Trypan Blue
staining (n = 5; Mann-Whitney t-test, **p < 0.01). Results and Discussionh (c) Visual microscopic appearance of transfected hESCs
(identified by mCherry expression) one day after transfection indicating that there are more live cells using the
UniSAM system (scale bar indicates 50 μm). (d) Flow cytometry analysis of hESCs samples collected two days
after transfection, gate indicates cells. (e) Comparison of the viable cells at day 1 and day 2 post transfection of
hESCs, as measured by flow cytometry analyses of DAPI staining (n = 3; Dunn’s one-way Anova; **p > 0.01,
****p < 0.0001). G0/G1. To determine whether this was a preferential susceptibly to activation at a particular stage or an effect of
RUNX1 C activation itself we evaluated the mCherry intensity that would be diluted out as cells divide. There was
an inverse correlation between the level of RUNX1C (EGFP) and mCherry, indicating that cells expressing high
levels of RUNX1C were retaining mCherry expression suggesting a lower rate of proliferation in that population
(Fig. 4g). Thus the higher proportion of cells in G0/G1 is more likely caused by the higher levels of RUNX1C
rather than being an effect of preferential activation at this stage in the cell cycle.h gf
p
g
y
The ultimate aim of this gene activation strategy in hESC would be to modify cell fate and/or to enhance in
vitro differentiation protocols. In a proof of principle experiment to demonstrate that genes activated in this way
could modify cell fate we tested the strategy in a well-established transdifferentiation assay that requires activation
of a single gene6, 18. We designed three gRNAs predicted to activate murine MyoD1, generated UniSAM-MyoD1
vectors and integrated these into the genome of murine fibroblast using the HyPBase Transposase7, 19. A pMyoD1
vector was used as a positive control for fibroblast-myocyte transdifferentiation. In our preliminary experiments
we observed increased expression of MyoD1 and the presence of multinucleated syncytium expressing Myosin
Heavy Chain I (MHCI) protein in cells that had been transfected with the UniSAM-MyoD1_g3 vector but not in
cells transfected with the control empty vector indicating that a proportion of fibroblasts had transdifferentiated
into myocyte by activation of MyoD1 (Supplementary Figure S1d,e). y
y
y
y
(
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y
g
)
In summary we have designed and generated a UniSAM vector that can be used to activate the expression of
endogenous genes with the potential to modify cell fate without the need for drug selection. SCIEntIFIC ReporTS | 7: 6394 | DOI:10.1038/s41598-017-06468-6 Results and Discussionh Figure 4. Functional assessment of UniSAM vectors in human pluripotent stem cells. (a) Flow cytometry
analyses of RUNX1C-EGFP reporter hESCs transfected with UniSAM vectors carrying no gRNA (empty vector
(EV)) or single gRNAs (g1-g4) directed to RUNX1C showing transfection efficiency (mCherry) and gene
activation (EGFP) (n = 6). (b) Quantification of the number of activated cells as a proportion of transfected cells
(n = 6, Kruskal Wallis One-way ANOVA, *p < 0.05, **p < 0.01, ****p < 0.0001). (c) Quantification of the level
of gene activation by the different gRNAs indicated by the mean fluorescence intensity (MFI) of EGFP (n = 6,
Kruskal Walis One-way ANOVA, **p < 0.01, ***p < 0.001). (d,e) ‘Breakpoint’ in the activation level mediated
by RUNX1c_g4 (n = 6) and (quantification (e) of the fluorescence above and below that breakpoint (n = 6,
one-way ANOVA, ***p < 0.001). (f) Proportion of RUNX1C-GFP-expressing cells in each stage of the cell
cycle after activation by gRNAs g1 to g4 (n = 3, one way ANOVA). (g) Linear regression analyses of UniSAM
expression level (mCherry) versus RUNX1c gene activation (EGFP) (n = 6; F-test). the direct comparison of cells in which genes have been activated with those that have not under the same exper-
imental conditions and so provides a tool to understand the heterogeneity of activation at the single cell level. Importantly the increased cell viability using the UniSAM vector compared to multiplasmid strategies provides
a system that can be used in transfection-sensitive cell lines. Thus the strategy can be exploited to finely tune the
expression of transcription factor networks and thus to modulate the differentiation pathways of pluripotent stem
cells in the quest to produce therapeutic cell types. the direct comparison of cells in which genes have been activated with those that have not under the same exper-
imental conditions and so provides a tool to understand the heterogeneity of activation at the single cell level. Importantly the increased cell viability using the UniSAM vector compared to multiplasmid strategies provides
a system that can be used in transfection-sensitive cell lines. Thus the strategy can be exploited to finely tune the
expression of transcription factor networks and thus to modulate the differentiation pathways of pluripotent stem
cells in the quest to produce therapeutic cell types. Results and Discussionh The strategy allows SCIEntIFIC ReporTS | 7: 6394 | DOI:10.1038/s41598-017-06468-6 4 www.nature.com/scientificreports/ Figure 4. Functional assessment of UniSAM vectors in human pluripotent stem cells. (a) Flow cytometry
analyses of RUNX1C-EGFP reporter hESCs transfected with UniSAM vectors carrying no gRNA (empty vector
(EV)) or single gRNAs (g1-g4) directed to RUNX1C showing transfection efficiency (mCherry) and gene
activation (EGFP) (n = 6). (b) Quantification of the number of activated cells as a proportion of transfected cells
(n = 6, Kruskal Wallis One-way ANOVA, *p < 0.05, **p < 0.01, ****p < 0.0001). (c) Quantification of the level
of gene activation by the different gRNAs indicated by the mean fluorescence intensity (MFI) of EGFP (n = 6,
Kruskal Walis One-way ANOVA, **p < 0.01, ***p < 0.001). (d,e) ‘Breakpoint’ in the activation level mediated
by RUNX1c_g4 (n = 6) and (quantification (e) of the fluorescence above and below that breakpoint (n = 6,
one-way ANOVA, ***p < 0.001). (f) Proportion of RUNX1C-GFP-expressing cells in each stage of the cell
cycle after activation by gRNAs g1 to g4 (n = 3, one way ANOVA). (g) Linear regression analyses of UniSAM
expression level (mCherry) versus RUNX1c gene activation (EGFP) (n = 6; F-test). Figure 4. Functional assessment of UniSAM vectors in human pluripotent stem cells. (a) Flow cytometry Figure 4. Functional assessment of UniSAM vectors in human pluripotent stem cells. (a) Flow cytometry
analyses of RUNX1C-EGFP reporter hESCs transfected with UniSAM vectors carrying no gRNA (empty vector
(EV)) or single gRNAs (g1-g4) directed to RUNX1C showing transfection efficiency (mCherry) and gene
activation (EGFP) (n = 6). (b) Quantification of the number of activated cells as a proportion of transfected cells
(n = 6, Kruskal Wallis One-way ANOVA, *p < 0.05, **p < 0.01, ****p < 0.0001). (c) Quantification of the level
of gene activation by the different gRNAs indicated by the mean fluorescence intensity (MFI) of EGFP (n = 6,
Kruskal Walis One-way ANOVA, **p < 0.01, ***p < 0.001). (d,e) ‘Breakpoint’ in the activation level mediated
by RUNX1c_g4 (n = 6) and (quantification (e) of the fluorescence above and below that breakpoint (n = 6,
one-way ANOVA, ***p < 0.001). (f) Proportion of RUNX1C-GFP-expressing cells in each stage of the cell
cycle after activation by gRNAs g1 to g4 (n = 3, one way ANOVA). (g) Linear regression analyses of UniSAM
expression level (mCherry) versus RUNX1c gene activation (EGFP) (n = 6; F-test). Methods
U iSAM UniSAM vector production. The PiggyBac backbone was prepared by NheI and PacI digestion of the PB-
CAG-hCD2 (Kind gift of Kesiure Kaji). EF1α-Cas9-Vp64 (Addgene-61422) was also digested with NheI and
PacI (New England Biolab) and ligated into PiggyBac backbone to generate the PB-EF1α-Cas9-VP64. The P2A-
MS2-p65-HSF1 and the T2A-mCherry-PolyA-U6-gRNA2.0 backbone were synthesized as double strand DNA
(Thermo Scientific and Integrated DNA technology, respectively). All BbsI sites, except in the gRNA backbone
were mutated and codon optimized according to the codon usage in Homo sapiens. Overlapping regions for
Gibson assembly were included in the design of synthetic dsDNA fragments. Flanking SapI sites were added
to release the synthetic dsDNA fragment following subcloning into pGEMT easy vector (Promega). PB-EF1α-
Cas9-VP64 was linearized by NheI digestion and assembled at 50 °C for 1 hour with Sap1-digested P2A-MS2-p65-
HSF1 and T2A-mCherry-PolyA-U6-gRNA2.0 backbone. Correctly assembled UniSAM vector was confirmed by
complete Sanger sequencing. gRNAs were obtained from Integrated DNA technology as two single strand oligos SCIEntIFIC ReporTS | 7: 6394 | DOI:10.1038/s41598-017-06468-6 5 www.nature.com/scientificreports/ and annealed in 20 μl reaction in Quick Ligation Buffer (Promega) with 9 μl of each oligos and annealedin in the
thermal cycler 95 °C for 5 minutes fo llowed by cooling to 25 °C with 1 °C/minute ramp. 25 ng of purified BbsI lin-
earized UniSAM or 25 ng of Purified BsmBI linearized lenti sgRNA(MS2)_puro (gift from Feng Zhang -Addgene
plasmid #73797) was ligated with 1 μl of annealed gRNA diluted 1:500 using the Quick Ligation Kit (Promega). Ligation was used to transform Top10 E.Coli, correctly ligated gRNAs were confirmed by Sanger sequencing. UniSAM plasmid is available from Addgene (ID 99866). Cell culture and transfections. HEK293T were cultured in Glasgow Minimal Essential Medium (GMEM)
with Non Essential Amino Acid, GlutaMax and 10% FCS (Gibco) and passaged every few days, at the ratio 1:6. HeLa cells were cultured in Dulbecco’s Modified Eagle Medium/Nutrient Mixture F-12 (DMEM/F12) with
Glutmax and 5% FCS (Gibco) and passaged every few days, at a ratio of 1:6. HEL were cultured in Iscove’s Modified
Dulbecco’s Medium (IMDM) with 10% FCS (Gibco) and passaged every few days, at a ratio of 1:4. 2 × 105 cells
were plated, transfected at 6–8 hours with 0.75 μg of DNA using Xfect Transfection reagent (Clontech) and then
analysed 2 days after. Cells were also transfected with 0.5 μg CMV-RUNX1C (Addgene-12426) for the overexpres-
sion. Methods
U iSAM RUNX1C-EGFP hESCs were cultured in StemPro hESC SFM (Gibco) with 20 ng/ml bFGF (R&D). Wells
were coated with CELLstart at least 1 hour before plating and cells were passaged using the StemPro EZPassage
tool (ThermoFisher Scientific). Media change was performed every day and cells passaged every 3–4 days at a
ratio of 1:4. 3 × 105 cells were plated into a coated 6 well plate and reverse transfected with 2 μg of UniSAM DNA
using the Xfect Transfection reagent (Clontech) and analyzed 2 days later. For the comparison with the multi-
plasmid system, 0.5 μg UniSAM or equimolar ratio of the Multiplasmid and 1 μl of Lipofectamine 2000 reagent
(ThermoScientifc) were used with pmCherryN1 (Clonetech) being co-transfected to monitor transfected cells by
flow cytometry. The multiplasmid systems consisted of lenti sgRNA(MS2)_puro optimized backbone (Addgene
plasmid #73797); EF1α-Cas9-Vp64-Blast (Addgene plasmid #61425); lenti MS2-P65-HSF1-Hygro (Addgene
plasmid #61426). To achieve an equimolar ratio of all the parts of the multiplasmid vectors the mass ration of Uni
SAM:Cas9-VP64:MS2-p65-HSF1:sgRNA (1:1.14:0.95:0.68) was used. p
g
(
)
Primary mouse embryonic fibroblasts (kindly provided by Kaji Keisuke) were cultured in GMEM with
Glutamine/Pyruvate and 10% FCS (Gibco) on Gelatin-(Sigma Aldrich) coated flasks. 1.5 × 105 fibroblasts,
between passage 2 and 4, were plated overnight and then transfected with 1.5 μg of UniSAM and 0.5 μg of
Transposase HyPBase19 or 1.5 μg of CMV-MyoD1 (gift of Andrea Corsinotti) using 6 μl of FuGENE Transfection
Reagent (Promega). Two days after transfection fibroblast were maintained under starvation condition in GMEM,
Glutamine/Pyruvate and 2% Horse serum (Sigma Aldrich) and then analysed by immunocytochemistry 7.5 days
later. Gene expression. Total RNA was purified using the RNAeasy Mini Kit (Qiagen) and cDNA synthesized
from 500 ng of total RNA using the High Capacity cDNA synthesis Kit (Applied Biosystem). 2 ng of cDNA were
amplified per reaction and each reaction was performed in triplicate using the LightCycler 384 (Roche) with
SYBR Green Master Mix II (Roche). A melting curve was performed and analyzed for each gene to ensure the
specificity of the amplification. For human RNA expression analyses GADPH, β-Actin and B2M were used as
reference genes and the geometrical mean was used to normalize the data. For mouse RNA expression anal-
ysis the Sdha reference gene was used to normalize the data. Primer sequence and efficiencies are reported in
Supplementary Table 2. Immunocytochemistry. Acknowledgements g
We thank Andrew Elefanty and Ed Stanley for the RUNX1C-GFP cell line, Keisuke Kaji for the PB-CAG-hCD2
plasmid, Miguel Foronda for the help in the plasmid design, Andrea Corsinotti for reagents and discussion and
Fiona Rossi and Claire Cryer for flow cytometry. The work was funded by the Wellcome Trust (Grant No. 102610)
and performed as part of the Novosang Consortium (www.novosang.co.uk). MLY received a PhD scholarship
from CONACYT. Methods
U iSAM 6 SCIEntIFIC ReporTS | 7: 6394 | DOI:10.1038/s41598-017-06468-6 www.nature.com/scientificreports/ Statistical and R analyses. Results are expressed as mean ± standard error mean. Statistical analyses were
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performed using Graph Pad Prism 6.0 with the exception of segmented fitting (Fig. 2d and Figure S1b) performed
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12. Dou, D. R. et al. Medial HOXA genes demarcate haematopoietic stem cell fate during human development. Methods
U iSAM Cells were fixed in 4% PFA in PBS at room temperature for 10 minutes, permeabi-
lized in PBS-T (Triton-X100 (0.2% for the MHCI and 0.4% for the RUNX1)) for 20 minutes and blocked in PBS-T
with 1% BSA and 3% goat serum for 1 hour. Primary antibodies were incubated in blocking solution over night
at 4 °C (RUNX1 1:200 - ab92336, Abcam) or room temperature for 2 hours (MHCI at 2 μg/ml, MF-20, DSHB). Cells were then washed in PBS-T and incubated with secondary antibodies for 1 hour at room temperature (for
RUNX1: donkey α-rabbit 1:200 - A-11008; for MHCI goat α-mouse 1:1000- A11017 or goat α-mouse 1:1000-
A10036 (Thermo Scientific). Cells were washed in PBS-T and counterstained with DAPI. Images were generated
using the Zeiss Observer microscope. Specific algorithm was developed for the Operetta Imaging System to ana-
lyse the numbers of RUNX1 + cells and the staining intensity (Perkin Elmer). Cell nuclei were first identified
using the DAPI staining with dimension and intensity cut offs being set to minimize inaccurate nuclear identifica-
tion. Using control cells the RUNX1 + gate was then set to identify the nuclei expressing RUNX1 and the intensity
of Alexa Fluor 488 staining was measured for each RUNX1-positive nuclei. Flow cytometry. Single cell suspensions were obtained by Trypsin treatment (Gibco), resuspended in PBS
with 1%BSA and 5 mM EDTA and analysed in the LSR Fortessa Analyser (BD). Dead cells were gated out using
DAPI staining. For the cell cycle analysis cells were stained with Hoechst 33342 at the final concentration of
10 μg/ml in the culture medium 2 hours prior to harvesting. Cells were kept on ice until analysed using the LSR
Fortessa Analyser (BD). For cell viability comparison between the UniSAM and the multiplasmid system, cells
were acquired for 90 seconds at a medium speed to acquire the same volume of cell solution to ensure comparabil-
ity in cell viability between samples. For CD43 cell surface staining, single cell suspension of HeLa and HEL cells
were obtained by StemPro Accutase Cell Dissociation Reagent (Gibco), washed, blocked in PBS with 1% BSA and
resuspended in staining solution (PBS with 1% BSA) with mouse anti-human CD43-APC (1:100)(eBioscience)
for 10 minutes at room temperature before being washed and analysed using the LSR Fortessa Analyser (BD). FlowJo 10.1 was used for all flow cytometry data analyse. Additional Information Supplementary information accompanies this paper at doi:10.1038/s41598-017-06468-6h Supplementary information accompanies this paper at doi:10.1038/s41598-017-06468-6 Competing Interests: The authors declare that they have no competing interests. Competing Interests: The authors declare that they have no competing interests. Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps an
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 Cre-
ative Commons license, and indicate if changes were made. The images or other third party material in this
article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the
material. If material is not included in the article’s Creative Commons license and your intended use is not per-
mitted 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 license, visit http://creativecommons.org/licenses/by/4.0/. 7 SCIEntIFIC ReporTS | 7: 6394 | DOI:10.1038/s41598-017-06468-6
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Cumulative effects assessment requirements in selected developed and developing countries
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Chapter 3: Cumulative effects assessment requirements in selected
developed and developing countries Ayodele Olagunju, Divine Appiah, Paulina Maria Porto Silva Cavalcanti, Bridget Durning,
Juan Carlos Tejeda González, Jason MacLean, Richard Morgan, and Rebecca Nelson Ayodele Olagunju, Divine Appiah, Paulina Maria Porto Silva Cavalcanti, Bridget Durning,
Juan Carlos Tejeda González, Jason MacLean, Richard Morgan, and Rebecca Nelson Abstract Research in cumulative effects assessment (CEA) is advancing in many ways; however,
gaps between normative expectations and regulatory approaches remain in many
jurisdictions. This chapter profiles CEA requirements and practice in eight countries –
Australia, Brazil, Canada, Ghana, Mexico, New Zealand, Nigeria and the United Kingdom
– and discusses implications for practice effectiveness internationally. Overall, national
governments are largely responsible for setting legal frameworks; however, each country
differs in terms of requirements, scope, approach and capacity. Experience in developed
countries is more advanced when it comes to sector-based innovations, industry-led
guidance, and peer review and evaluation. Though capacity is reportedly limited, there has
been a shift toward explicit legal provisions for higher-order environmental assessments
such as strategic environmental assessment and regional environmental assessment for
better CEA outcomes in some developing countries. A systems perspective to CEA
legislation, consistent interpretation of provisions by courts and strong political leadership
are required to facilitate better practice. Keywords: cumulative effects assessment, case studies; legal framework; best practice;
developed countries; developing countries Chapter 3: Cumulative effects assessment requirements in selected
developed and developing countries
Ayodele Olagunju, Divine Appiah, Paulina Maria Porto Silva Cavalcanti, Bridget Durnin Chapter 3: Cumulative effects assessment requirements in selected
developed and developing countries
Ayodele Olagunju, Divine Appiah, Paulina Maria Porto Silva Cavalcanti, Bridget Durning,
Juan Carlos Tejeda González, Jason MacLean, Richard Morgan, and Rebecca Nelson Background Over the past five decades, important legal and policy changes have taken place in many
countries following the enactment of the United States’ National Environmental Policy Act,
1969, which made environmental impact assessment (EIA) mandatory for federal
development projects and initiatives. Various conceptualizations of the appropriate context, scope and scale to assess the impacts of human interventions in the environment have
emerged, many of which include emphasis on a systems approach and assessment of
cumulative environmental effects. This progress has resulted in the advancement of
methods, tools, techniques and processes to support cumulative effects assessment (CEA)
as well as an increase in the number of countries making regulatory reforms to EIA laws to
include CEA requirements. Decades of CEA research have also provided the scientific and
technical knowledge base to assess cumulative effects at different scales – project, regional
and transboundary (Quinn et al., 2004; Harriman & Noble, 2007), while being shaped by
the growing influence of case law and the needs and concerns of civil society. While these research advances have increased awareness of the importance of and
key processes in CEA, policy and regulatory contexts remain comparatively under-
explored. In particular, there is still a need to understand inherent challenges involved in
nudging international CEA practice toward best practice and a more holistic focus, beyond
individual projects. The broader issues related to defining, implementing and managing
cumulative effects, including the appropriate legal, policy, conceptual and technical
approaches to support this work, continue to be at the centre of debate about CEA best
practices. While many agree that CEA should be part of a rigorous EIA process, how that
should proceed, who should be responsible, and what is meant by the term ‘cumulative’,
are questions with mixed responses in various jurisdictions. To obtain a relatively global picture of progress in CEA practice, we profile a mix
of countries from developed (Australia, Canada, New Zealand and the United Kingdom)
and developing (Brazil, Ghana, Mexico and Nigeria) nations that, according to our
experience and knowledge, have specific legal requirements for CEA or some evidence of
progress in practice. Background To ensure consistency, for each country we address the following
questions: 1) what specific legal provisions for CEA exist in the country’s EIA law?; 2) are
any guidance documents or guidelines issued by the relevant government department to
support CEA practice?; 3) what are the current gaps in practice specific to the country?; and
4) what are the strengths in current practice and what implications can be drawn for
practice effectiveness locally and internationally? Progress and results vary according to country; for example, some countries – even
those with advanced EIA systems – have difficulty linking legal requirements to practice
because of the absence of robust guidelines and limited capabilities to grapple with the
nuances of cumulative effects. However, it is still useful to examine these countries for the
insights this provides to practice, legal and policy reforms, and international research on
CEA. The chapter highlights progress and experience with CEA for the benefit of
researchers, regulators and policy makers within the selected countries and in comparable
jurisdictions, but more importantly, identifies foundational issues that are central to
strengthening CEA practice internationally. Australia Australian EIA legislation occurs at both national and state/territory levels and generally
links EIA to authorizations that are required before activities may proceed. The activities
that require EIA vary by jurisdiction (Bates, 2016). Much of the legal and policy focus on
CEA in Australian EIA relates to extractive resources projects, especially the cumulative
effects of mining, petroleum and gas activities on the quantity and quality of water
resources. Formal government and parliamentary inquiries have discussed concerns about
inadequate consideration of cumulative effects in this context, such as the Australian Senate
Environment and Communications References Committee, 2018 (Hunter, 2017). The EIA legislation of Australian states tends not to expressly mention or define
cumulative effects, but to leave requirements for CEA to subordinate legislation
(regulations) or non-binding policy documents. Regulations made under New South Wales’
Environmental Planning and Assessment Act, 1979 require consideration of ‘any
cumulative environmental effect with other existing or likely future activities’
(Environmental Planning and Assessment Regulation, 2000, cl. 228(1)(o)). CEA policy
guidelines for ‘State significant projects’ under these arrangements were being developed at
the time of writing, while existing guidelines for wind farms refer to cumulative impacts,
though not in detail (Department of Planning and Environment (NSW), 2016; 2018). State-level policy guidance on CEA in EIA tends to mention cumulative effects
only briefly (see, for example, ACT Government, 2017; Environmental Protection
Authority (Western Australia), 2018), or to provide very limited guidance (Department of
Sustainability and Environment (Victoria), 2006); Environment Protection Authority
(Tasmania), 2019). Accordingly, some industry sectors have produced their own CEA
guidance (for example, see Kaveney et al., 2015) and pursued collaborative approaches to
address the cumulative effects of resources extraction (Porter et al., 2013). Significant public concern about the cumulative effects of rapidly expanding coal
seam gas (CSG, also known as coalbed methane) extraction recently led to Australia’s first
national environmental legislative reference to cumulative effects, albeit one limited to the
water resources context. Amendments to the Environment Protection and Biodiversity
Conservation Act, 1999 (EPBC Act) (Commonwealth) in 2013 require assessment and
approval of any activity involving CSG or a large coal mine that ‘has, or is likely to have, a
significant impact on water resources … a) in its own right; or b) when considered with
other developments, whether past, present or reasonably foreseeable developments’ (s. 528). Australia This requirement is accompanied by federal policy guidance (Department of the
Environment (Commonwealth), 2013) and technical guidance on CEA-related information
that proponents must provide in their EIA (IESC, 2018). A strength of this approach is its use of a statutory Independent Expert Scientific
Committee (EPBC Act, ss. 505D, 528) to peer review proponent-produced CEA and advise
the Minister for the Environment, the decision-maker under the EPBC Act. Queensland’s
CSG-specific regime for CEA in relation to water resources (Water Act, 2000
(Queensland), ch. 3), which is largely industry-funded, is unusually detailed by Australian
standards, though it protects groundwater-dependent ecosystems relatively weakly. Another
comparative strength of Queensland’s arrangements is the relatively proactive approach to
designating ‘cumulative management areas’ and the clear framework for regularly
predicting and reporting impacts in these areas. The comparative clarity of this framework
should help support practice effectiveness and transparency, notwithstanding the
implementation challenges and gaps outlined below. However, the detail of specific arrangements would require considered modification for how they might apply to valued
environmental components (VECs) outside the groundwater context. Special arrangements related to CEA apply in marine settings. The regulation of
cumulative impacts on the Great Barrier Reef is being pursued under a strategic assessment
under Part 10 of the EPBC Act and accompanying detailed policy guidance (Great Barrier
Reef Marine Park Authority, 2014; 2018). The National Offshore Petroleum Safety and
Environmental Management Authority (NOPSEMA), which has environmental approval
functions under the Offshore Petroleum and Greenhouse Gas Storage Act, 2006
(Commonwealth) and Offshore Petroleum and Greenhouse Gas Storage (Environment)
Regulations, 2009 (Commonwealth), considers cumulative effects of a project and issues
brief guidance mentioning this (NOPSEMA, 2018). Australian CEA practice faces important challenges in the contentious context of
resources extraction, especially in relation to data availability and sharing (particularly
baseline groundwater data), availability of appropriate models, and uncertainty about
allocating responsibility for dealing with cumulative impacts among project proponents
(Nelson, 2019). CEAs for CSG tend to perform particularly poorly in relation to clearly
identifying the temporal scope of assessment and considering the probable effects of
climate change. These are crucial issues given the long durations of likely effects (Nelson,
2019). Assessing cumulative effects on Aboriginal cultural heritage, including culturally
significant VECs, is a further notable gap in current policy and practice. Canada Cumulative effects are conceptualized in the Canadian research and practice context as
adverse effects on VECs caused by the interaction of multiple human activities and natural
processes across time and space (typically a region) (Olszynski et al., 2017). Despite the
considerable scholarly attention devoted to CEA in Canada and many other countries, CEA
understanding remains weak, CEA practices are wanting, and overall progress on
promoting CEA is slow (Sinclair et al., 2017). CEA is listed as one of the purposes of the Canadian Environmental Assessment Act
(CEAA), 2012 and was previously a requirement of the former CEAA, 1995. The purposes of CEAA, 2012 are, among others, ‘to encourage the study of the cumulative effects of
physical activities in a region and the consideration of those study results in environmental
assessments’ (s. 52). CEA is also an element of the first mandatory factor to be considered
under CEAA, 2012. Pursuant to subsection 19(1)(a) of CEAA, 2012, a project EIA must
take into account the environmental effects of the project, including ‘any cumulative
environmental effects that are likely to result from the designated project in combination
with other physical activities that have been or will be carried out’ (ss. 19(1)(a)). of CEAA, 2012 are, among others, ‘to encourage the study of the cumulative effects of
physical activities in a region and the consideration of those study results in environmental
assessments’ (s. 52). CEA is also an element of the first mandatory factor to be considered
under CEAA, 2012. Pursuant to subsection 19(1)(a) of CEAA, 2012, a project EIA must
take into account the environmental effects of the project, including ‘any cumulative
environmental effects that are likely to result from the designated project in combination
with other physical activities that have been or will be carried out’ (ss. 19(1)(a)). CEA is also sometimes carried out in conjunction with other federal regulatory
processes, including species at risk management plans under the Species at Risk Act (SARA,
ss. 65-70). CEA can also be conducted as part of provincial and territorial EIAs, including
complementary regional environmental assessment (REA) and strategic environmental
assessment (SEA) processes, and cumulative effects, when assessed, may also be
considered as part of the decision-making process under the new Canadian Navigable
Waters Act (ss. 7(1)(7)(e) and 29(1)(g)). Notably, however, none of these processes
requires CEA. 1 Refer to the “significant adverse environmental effect” guidelines issued by the Canadian Environmental
Assessment Agency (2016). Canada The Operational Policy Statement (OPS) on Assessing Cumulative Environmental
Effects under CEAA, 2012 seeks to clarify the requirements under CEAA, 2012 relating to
CEA (Government of Canada, 2012). The OPS stipulates that all CEAs should include the
following five steps: 1) scoping (including the temporal and spatial identification of VECs
in relation to other past, present, and future biophysical activities); 2) data analysis and
modeling (including the incorporation of local community and Indigenous traditional
ecological knowledge); 3) mitigation (assessing the technical and economic feasibility of
mitigation measures); 4) significance (predicted in relation to the Canadian Environmental
Assessment Agency’s significant adverse environmental effects guidelines1); and 5) follow-up (including the verification of EA accuracy and the determination of the
effectiveness of implemented mitigation measures). Additional CEA guidance is provided by the Expert Panel for the Review of
Environmental Assessment Processes convened by the federal government. In its report
Building Common Ground: A New Vision for Impact Assessment in Canada, the Expert
Panel defines cumulative effects as changes to the five pillars of sustainability –
environment, economy, social, cultural, and health – caused by multiple interactions among
human activities and natural processes that accumulate across space and time (Government
of Canada, 2017). The Expert Panel strongly recommended the use of REAs in cases of
cumulative effects on federal lands and marine areas, and emphasized the importance of
identifying and evaluating alternative development scenarios as part of CEA. These recommendations, however, were not carried through in the new federal
Impact Assessment Act (IAA) enacted in June 2019. Instead, the IAA, like CEAA, 2012
before it, encourages the assessment of cumulative effects on a regional basis (s 6(1)(m)),
and includes “any cumulative effects that are likely to result from the designated project”
among the many mandatory factors to be considered when conducting an EIA (s
22(1)(a)(ii)), tracking the very same language quoted above that was used in CEAA, 2012. This weak requirement, however, has been consistently honoured more in the breach than
in compliance. Accordingly, CEA practice in Canada remains at best deficient, and at worst
entirely absent from EIA processes and economic decision-making; much the same can be
said of CEA’s conceptually-close cousin, adaptive management (Olszynski, 2017). However, the gap between academic research on the potential of CEA, which is
considerable, and the actual practice of CEA, which is negligible, is only partly due to the
lack of robust CEA legislation. 2 The new IAA, which repeals and replaces CEAA, 2012, provides for the possibility of regional and strategic
assessments at the sole discretion of the Minister of the Environment (whether on the Minister’s own
initiative or in response to a public request: ss. 92-103). Otherwise, the new legislation provides neither a
mechanism for triggering and mandating regional or strategic assessments nor any criteria for how to conduct
such assessments. The new legislation is likewise silent with respect to the outcome of regional and strategic
assessments; while an assessment report is to be filed with the Minister and made public, there is no provision 3 For example, in Canada major oil pipeline projects are assessed on a pipeline-by-pipeline basis, precluding a
broader assessment of regional, national, and international energy and economic strategies and their trade-offs
with VEC conditions and related dimensions of sustainability (Palen et al., 2014). for decision-making, and no guidance on how the results of regional and strategic assessments are to be
utilized – if at all – in future project assessments. Canada While more firmly legislating CEA – along with REA and
SEA2 – is certainly important, equally important is mainstreaming what Sinclair et al. (2017) characterize as the ‘CEA mindset.’ They argue that rather than dismissing CEA as a
thorny distraction from the usual business of project-level EIAs, CEA should be at the core
of every assessment of VEC conditions affected by human activity. Ideally, CEA should be
conducted at the REA and SEA levels, but whatever the given level of assessment –
project, sectoral, regional, or strategic – it is essential to adopt a holistic approach capable
of considering cumulative effects across all levels (Harriman & Noble, 2008). Crucially, this means abandoning the predominant major-project approach to EIA in
Canada. Designating only “major” projects – while exempting a great many others
(Government of Canada, 2015) – for what is a siloed, project-by-project EIA process3
significantly hinders the ability to assess cumulative effects and utilize CEA to facilitate the
transition toward greater sustainability. Canadian CEA scholars recognize that there is a continuum of CEA practice, and
that aspects of meaningful CEA do sometimes occur, albeit in a limited number of EIAs
(Creasey & Ross, 2009). Counter-intuitively, the limitations of CEA understanding and
practice suggest options for improvement. This counter-intuition is strengthened by the
absence of serious debate in Canada over the importance of effective CEA. Perhaps the
most important lesson, arising out of both the limitations of Canadian CEA practice and the
various proposals for CEA reform, is the need to be far more realistic about the CEA
capacity of private-sector project proponents. It is long past time for government agencies
to curtail their reliance on private-sector proponents and assume responsibility for ensuring
both effective CEA practice and more effective EIA overall (MacLean, 2016; MacLean et
al., 2016; MacLean, 2019). While CEA practice is particularly and unjustifiably weak in
Canada, growing attention to “Anthropocene risks” – that is, cross-scale systemic
environmental risks with global effects – is generating increased interest in CEA-like
thinking (Keys et al., 2019). Case studies from China and India focusing on sustainable
water management in historical perspective, for example, illustrate how environmental for decision-making, and no guidance on how the results of regional and strategic assessments are to be
utilized – if at all – in future project assessments. governance is by dint of sheer necessity moving toward a more holistic CEA mindset (Liu
et al., 2019). New Zealand The main EIA law in New Zealand is the Resource Management Act, 1991 (RMA) which
governs the management of natural and physical resources over most of the country, except
the land managed by the Department of Conservation, and offshore resource development
(both of these have their own EIA requirements, under separate legislation). The whole
approach of the RMA is to ensure adverse environmental effects of resource management
activities are recognised during decision-making processes, at the policy and plan levels as
well as at the project level. The definition of “effect” in the RMA (s. 3) includes cumulative
effects: ‘. . . (d) any cumulative effect which arises over time or in combination with other
effects . . .’ (RMA, s. 3(d)). This is taken as the mandate for assessing cumulative effects,
and ensures it is integrated into the broader impact assessment processes. In relation to proposed projects, resource consent applicants must include an
“assessment of environmental effects” (AEE) (that is, an EIA) and that should, when
appropriate, include an assessment of cumulative effects along with other impact
information. The bulk of the applications nationwide are for small, local activities, so the
AEEs for these are generally brief, scoping-style assessments, and would not be expected to
contain any treatment of cumulative effects. Major projects have full impact reports and
some treatment of cumulative effects would be expected if relevant to the proposal. In
relation to policies and plans, the functions of regional and territorial authorities are directly
related to the need to recognise and manage effects of resource use, including cumulative
effects. For example, at the regional level, regional councils are required to: ‘[prepare]
objectives and policies in relation to any actual or potential effects of the use, development,
or protection of land which are of regional significance . . .’ (RMA, s. 30(1)(b)). Similarly,
at the district level, the main functions of territorial authorities (district and city councils)
include: (a) the establishment, implementation, and review of objectives, policies, and
methods to achieve integrated management of the effects of the use, development,
or protection of land and associated natural and physical resources of the district:
(b) the control of any actual or potential effects of the use, development, or
protection of land . . . (RMA, s. 31(1)). New Zealand Regional and territorial authorities prepare policies and plans to meet these
requirements, and that framework (together with any National Policy Statements and/or
National Environmental Standards produced by central government) provides the context
for decisions about proposed activities in the resource consent process. In theory, therefore,
the assessment of cumulative effects should occur during policy and plan preparation and
as part of the AEEs produced by resource consent applicants. The Ministry for the
Environment produced a guide to AEE (that is, EIA) production, last updated in 2006 (NZ
Ministry for the Environment, 2006). Given the integrated nature of the process, cumulative
effects are mentioned but no specific guidance is given on how to carry out such
assessments. More recently the New Zealand Environmental Protection Authority produced
a guide on EIA preparation under the Exclusive Economic Zone (EEZ) and Continental
Shelf (Environmental Effects) Act, 2012 (for major offshore proposals in the EEZ). This
briefly described two broad types of cumulative effect (intra-project and inter-project) but
again provided no substantive advice on approaches. Case law strongly influences EIA practice in New Zealand and the case law around
the interpretation of the definition of cumulative effect has been confused, so there has been
a lack of clear direction for practitioners. An influential decision by the Court of Appeal
(Dye vs Auckland Regional Council [2002] 1 NZLR 337 (CA)) applied a narrow definition
of cumulative effects (among other things, that cumulative effects did not include effects of
other activities, only those of the activity for which resource consent is being sought). Environment Court Judge Jon Jackson, in a recent paper discussing the assessment of
effects under the RMA, believes Dye ‘has caused ongoing problems when it is applied more
widely than its facts justify’ (Jackson, 2016, p. 26), and an Environment Court decision in
2017 (Wellington Fish and Game Council v Manawatu-Wanganui Regional Council [2017] NZEnvC 37) noted that the relevance of Dye, beyond the immediate context of the original
case, had been placed in doubt by subsequent legal decisions. Apart from Judge Jackson’s commentary in 2017, a discussion paper on the Quality
Planning website in 2009 is still one of the few substantive treatments of cumulative effects
under the RMA, but also shows the almost total separation of the legal discourse from the
impact assessment literature on CEA. New Zealand These
suggest that judicial interpretation of cumulative effects is finally moving closer to the
internationally recognised meaning. Although official guidance has not yet improved, a
guide to EIA for major offshore projects by a government research institute (Clark et al.,
2017) includes a section on cumulative effects that draws on impact assessment literature,
which provides a clear signal for how future practice could evolve. Quality (CEQ) definition. Moreover, another recent decision of the Environment Court
upheld an appeal from local residents near Christchurch, New Zealand, and refused consent
for a new gravel extraction quarry (Yaldhurst v. Christchurch City Council & Harewood
Gravels Limited, 2017). This was mainly on the grounds that the cumulative impacts of the
existing quarries plus the proposed quarry would be significant for the local people. These
suggest that judicial interpretation of cumulative effects is finally moving closer to the
internationally recognised meaning. Although official guidance has not yet improved, a
guide to EIA for major offshore projects by a government research institute (Clark et al.,
2017) includes a section on cumulative effects that draws on impact assessment literature,
which provides a clear signal for how future practice could evolve. New Zealand Practice overall at the project level is weak: EIAs for
large projects are more likely to address cumulative effects but not always; smaller projects
will often lack any consideration. When cumulative effects are addressed, in many cases
assessors just look at the totality of effects from a project (that is, the integrated view of
project impacts). In other cases, assessors are looking at likely effects added to those from
existing activities in a locality (space crowding) and sometimes at possible interactions, but
that is less frequent. Many of the more obvious cumulative effects in New Zealand are associated with
the expansion of rural land uses such as dairying, marine farming, and horticulture, or with
urban growth around major cities. Ideally these should be addressed through CEA
provisions as part of an SEA process linked to regional planning. In New Zealand regional
policies and plans are required under the RMA, but there is no clear mandate for SEA and
little evidence of SEA-type assessments being applied at the regional level (Wilson &
Ward, 2011). Cumulative effects are usually noted in regional plans, especially in their
objectives, but with the implication that project level decisions will be sufficient to deal
with regional level cumulative impacts. Recent moves to introduce spatial plans at the
regional level may encourage fresh thinking on CEA practice. The main strength of the New Zealand system is the way the consideration of
cumulative effects is integrated with the rest of the impact assessment process, and the fact
that those processes, in theory, apply at the different levels of decision-making from local
to national. However, practice has not lived up to the potential of the system, especially in
the absence of strong guidance from the Ministry for the Environment. There are signs that
things could be changing for the better. The Environment Court decision NZEnvC 37, cited
above, noted with apparent acceptance the applicant’s use of a definition of cumulative
effects from a NOAA publication, itself based on the US Council for Environmental Quality (CEQ) definition. Moreover, another recent decision of the Environment Court
upheld an appeal from local residents near Christchurch, New Zealand, and refused consent
for a new gravel extraction quarry (Yaldhurst v. Christchurch City Council & Harewood
Gravels Limited, 2017). This was mainly on the grounds that the cumulative impacts of the
existing quarries plus the proposed quarry would be significant for the local people. United Kingdom The regulatory requirement to address EIA, including cumulative effects at the project
level, was introduced into UK law through the implementation of EC Directive 85/337. This included the requirement to describe the ‘direct effects and any indirect, secondary,
cumulative. . .effects of the project’. The most recent revision to the EU Directive (2014/52/EU) was transposed into UK
law in 2017. The current key ‘generic’ legislation for developments subject to the Town
and Country Planning Act (1990) is the Town and Country Planning (EIA) Regulations,
2017 (as amended). For major projects in England that are subject to the Planning Act,
2008 (National Infrastructure Planning, n.d.) the relevant legislation is the Infrastructure
Planning (EIA) Regulations (2017). Other authorization systems also require EIA and are
subject to separate legislation (Marine Works (EIA) (Amended) Regulations, 2017, for
example). Glasson and Therivel (2019, Table 3.6) list a total of 28 key UK EIA regulations. The regulations transpose the requirement EU 2014 EIA directive into law in
England and the devolved administrations within the UK (Wales, Scotland and Northern
Ireland). This has strengthened the requirement to consider cumulative effects which now
must be taken into account when deciding whether a development should be subject to EIA
(Annex III of Directive 2014/52/EU) as well as being one of the key areas of assessment
(Annex IV): Annex IV—Information for the environmental impact assessment report: Annex IV—Information for the environmental impact assessment report: 5. A description of the likely significant effects of the project on the environment
resulting from, inter alia: 5. A description of the likely significant effects of the project on the environment
resulting from, inter alia: (e) the cumulation of effects with other existing and/or approved projects, taking into
account any existing environmental problems relating to areas of particular
environmental importance likely to be affected or the use of natural resources. The legislation does not define cumulative effects. The legislation does not define cumulative effects. The Planning Inspectorate, the government agency responsible for applications
submitted for consent through the Planning Act, 2008, has published an advice note on
CEA (PINS, 2019) to support those undertaking assessment for nationally significant
infrastructure. This guidance drew heavily on research into current practice by Oxford
Brookes University (Durning & Broderick, 2015). There is no other published government
guidance specifically to support CEA practice in EIA. Industry-specific guidance has been
published (for example, see RUK, 2013; MMO, 2014; Natural England, 2014; BSI, 2015). Broderick, Durning and Sanchez (2018) set out a generic methodology for CEA which is
based on a review of guidance and best current UK and international practice. The current gaps in CEA practice in the UK include a lack of transparency and
robustness in the methodology used to assess the effects and a lack of consistency and
understanding of definitions and terminology. This is not unique to the UK and has long
been cited as an ongoing challenge (for example, see Cooper & Sheate, 2002; IEMA, 2011;
Durning & Broderick, 2015; Mitchell & Wright, 2019). There is a general lack of ‘process
knowledge’ among practitioners on how to do effective CEA (Durning & Broderick, 2019)
including issues such as defining significance and uncertainty in what to include in the
assessment (Mitchell & Wright, 2019). Reflecting the current state of economic cycles, one
of the suggested potential barriers to practice proposed by Mitchell and Wright (2019) is
‘confidentiality and impartiality’. They suggest that in ‘challenging’ commercial
circumstances there may be a lack of willingness for developers to share information that is
not in the public domain which limits the effectiveness of the assessment. Assessments of practice (Durning & Broderick, 2015; 2019; MMO, 2013 Assessments of practice (Durning & Broderick, 2015; 2019; MMO, 2013)
demonstrate there are some areas of good practice, although it is notable that this good
practice occurs when there is robust guidance which is followed, for example, in offshore
renewable energy. The RUK (2013) guidelines suggested cumulative effects could be categorised as
either ‘additive’ or ‘synergistic/in-combination’ effects and this definition has been also
taken up by other guidance (Natural England, 2014; BSI, 2015; Broderick et al., 2018). An example of good practice identified by Broderick, Durning and Sanchez (2018,
p. The legislation does not define cumulative effects. 667) from the Hornsea One Offshore Wind Farm as due to: • the baseline assessment sets out what is included and how the ‘long list’ of plans,
projects and activities has been devised; • explains how spatial and temporal ranges have been identified; • the methodology for ‘screening’ projects in or out is clearly set out and the results
are presented in a transparent format. There is also evidence of good practice emerging in major infrastructure projects which are
subject to consenting through the Planning Act, 2008, such as the Port of Tilbury 2
cumulative effects assessment (Tilbury2, n.d.) which was subject to external peer review
and evaluation using the evaluation framework set out in Durning and Broderick (2015). This is an example of undertaking a qualitative, high level CEA when insufficient
information was available to undertake a quantitative assessment. The Examining
Authority, in their recommendation report on whether the development be recommended
for approval by the Secretary of State, considered this to be a reasonable and proportionate
approach (PINS, 2018). Brazil In Brazil, federal law 6.938/81, regulated by federal decree 99.274/90, delimited objectives,
principles and instruments of the National Environmental Policy (PNMA), instituted the
National Environmental System (SISNAMA) and established EIA as one of its instruments. It also created the National Council for the Environment (CONAMA) as a consultative
body chaired by the Minister of Environment and composed of Plenary and Technical
Chambers and civil society. EIA was regulated in CONAMA Resolution 01/86 and its
application has been linked to environmental licensing. From 1988, it became a mandatory
constitutional requirement for project proponents to submit an EIA report, according to the
text of the Federal Constitution and, later, in the States Constitutions. The requirement
recently became entrenched in complementary federal law 140/2011: ‘environmental
licensing is the administrative procedure for activities or undertakings that use
environmental resources, effectively or potentially polluting or capable, in any way, of
causing environmental degradation’. CONAMA Resolution 01/86, in its Article 6, item II, establishes that an
environmental impact study must have: CONAMA Resolution 01/86, in its Article 6, item II, establishes that an
environmental impact study must have: the analysis of the environmental impacts of a project and its alternatives, through
identification, prediction of the magnitude and interpretation of the importance of the
probable relevant impacts, discriminating: positive and negative impacts (beneficial
and adverse), direct and indirect, immediate and medium and long term, temporary and
permanent; their degree of reversibility; its cumulative and synergistic properties; and
the distribution of social burdens and benefits (CONAMA, 1986). However, there is no explicit reference to CEA procedures, nor does it provide guidelines
for its implementation. Although projects with potential to generate a high level of
pollution are subject to an EIA before environmental licenses are issued, many of these
projects are often defined by the boundaries of a river basin as an environmental
management unit. EIA studies are usually focused on the environmental impact of the
project, without the broader analysis of other existing or planned activities impacting the region or ecosystem. In other words, there is no effective treatment of cumulative impacts
in Brazilian practice. Some progress has been recorded in the context of SEA, which, despite being an
instrument still under development in Brazil, is gradually directing focus to cumulative
impacts of large-scale projects. Brazil This is more evident in sectoral policies, such as the energy,
oil and gas, transport, mining and tourism sectors, and are largely driven by individual
private project developers. There has not been any legal framework or technical guidelines
to support practice. An exception is the oil sector, where Ministerial Ordinance No. 198/12
of the Ministry of Mining and Energy, together with the Ministry of Environment,
instituted the Environmental Assessment of Sedimentary Areas. The Ordinance makes
CEA consideration a condition for granting environmental licensing for exploratory oil and
gas blocs located in sedimentary basins, and other related undertakings and activities. In
this case, SEA (including consideration of cumulative effects) is helping to shape decisions
on areas of relevant mining-energy interest in accordance with the provisions of federal
decree 6.678/2008, which approved the VII Sectorial Plan for Sea Resources. Some Brazilian states, such Minas Gerais and Bahia, are using SEA as a legal tool
to understand the environmental impacts of state actions in all its aspects, thereby serving
as a decision-making instrument that provides information about the possible
environmental consequences of government actions (Valera, 2012). The concept of
Integrated Environmental Assessment has also been applied to electric power generation
programs to establish minimum environmental thresholds for key environmental indicators
in river basins. In both SEA and Integrated Environmental Assessment (IEA), the analysis
of socio-environmental effects, including the discussion of the cumulative and synergistic
effects of co-located undertakings in river basins are being integrated to planning and
decision-making. CEA practice in Brazil has some gross limitations, most of which have been
documented by Sanchez (2006) and continue to be evident in current practice. These
include outdated licensing process and requirements (no changes since the 1980s); lack of
definitions and clear procedures in the legislation; scarce technical and methodological
knowledge on cumulative impact assessment; shifting of environmental impact responsibility to private entities that have limited access to environmental information and
whose focus is economic gains; limiting CEA consideration to project level, where the
analysis is limited to an undertaking’s area or a project’s direct and indirect influence areas;
disregard of the river basin in the delimitation of the project’s influence area; proliferation
of competing standards and regulations leading to a conflict of institutional competences;
lack of information exchange and integration between environmental agencies; and the
unregulated practice of the SEA or the IEA. Brazil These are issues that require urgent
intervention for CEA practice in Brazil to align with international best practice. Ghana Environmental impact assessment, according to Ghana’s Environmental Protection Agency
(EPA, 1996), is a planning and decision making tool applied in Ghana to proposed
undertakings (any activity, project, structure, investment, plan program, and so on) whose
implementation or development may have a significant biophysical and social impact. The
Environmental Protection Agency Act 490 Section 12(1) is further operative in tandem with
the Environmental Assessment Regulations, LI 1652 of 1999, which delineates project
undertakings for which EIA is mandatory and those for which EIA process is not a strict
requirement. Following a systematic EIA process by a project proponent, an environmental
permit is issued as an evidence of the proponent’s compliance with the Legislative
Instrument (LI) 1652 of 1999. Currently, there is no explicit provision for CEA in Ghanaian environmental laws,
including its Environmental Assessment Regulation document which stipulates the process
for EIA practice. However, the scope of environmental impact statement (EIS) mandated
by the Agency intrinsically implies a CEA consideration. While the EIA law is mute on
CEA – both procedurally and methodologically – individual as well as institutional
proponents including government ministries, agencies and departments often take the
responsibility to include a CEA section that captures the effects of their projects in
combination with other projects. The LI 1652 states that an EIS ‘shall also address possible
direct and indirect impacts of the undertaking on the environment at the pre-construction,
construction and operation, decommissioning and post-decommissioning phases’ (LI 1652, 1999, p. 6). The LI 1652 requirements for assessment of ‘indirect impacts’ is often
interpreted by proponents to mean a requirement for CEA. For example, the proposed
Abidjan-Lagos highway corridor project, a flagship project of the Economic Community of
West African States (ECOWAS), is a large-scale regional infrastructure development that
presented opportunities for consideration of CEA on a regional scale and along the corridor
in a transboundary, trans-national context. CEA in Ghana is also implied in the context of SEA, where developers often take
responsibility for addressing issues related to cumulative effects. For example, a full section
was dedicated to analysis of ‘secondary, synergistic and cumulative effects’ in the SEA of
the Transportation Integration Plan of Ghana (2010) prepared by Mott MacDonald, a
Southampton UK-based consulting firm. Ghana In particular, cumulative effects were considered
in determining the overall risk levels of environmental sustainability criteria of the Plan
with issues such as climate change, air quality, water quality, public health, poverty
reduction and cross-sectoral coordination flagged as long term, cumulative effects
(Government of Ghana, 2010). The absence of regulatory requirements, and in consequence, good practice
guidance, usually means that no rigorous benchmark exists for regulators to evaluate the
adequacy of information on cumulative effects provided by proponents. In addition, though
discretionary, information on CEA is only found in EIA reports of Schedule 2 (Mandatory
List) projects under the EIA Regulation. These projects include large-scale mining, oil and
gas exploration, transportation, energy, agricultural and health developments with
standardized thresholds; for example, agricultural projects on lands exceeding 40 hectares
or affecting more than 20 families or with irrigation components will ideally require that a
CEA is carried out. EIA for many of these large-scale projects are often prepared by
international consultants or donor agencies who sometimes choose to adopt a good practice
approach – which may require doing CEA – to their EIA process. The implication is that CEA for small-scale projects, which constitutes the bulk of
assessments, are completely non-existent. This is because the concept of CEA is widely
unknown to local practitioners. Other problems include the limited training and proficiency
of CEA among regulators, which limits the ability to make sound judgment relating to CEA. Compounding the challenges of the environmental institutions is the general citizen
recalcitrance and, to an extent, intransigence toward due process and compliance with
environmental regulations. For instance, project proponents tend to relax on the
implementation conditions and the prescribed mitigation submitted through their
Environmental and Social Management Plans once permits and development licenses are
issued. On the other hand, despite provision for follow-up and monitoring in the EIA
regulation (EPA Act 490, p. 3), there is no evidence of post-approval communications and
interventions by Agency staff once permits have been issued. Thus, CEA process in Ghana
lacks the required consistency, cohesion and institutional environment to thrive (Baxter,
2001). The general awareness of the concept of CEA among a section of the Ghanaian EIA
community provides opportunity to shape the debate on the legal and policy imperative of
CEA practice. Ghana This is a strength in the Ghanaian context as individual practitioners are
taking the initiative to consider cumulative effects in the absence of a clear requirement,
though at different levels of sophistication in their approach. This discretionary approach
suggests the need for a legislative reform that makes CEA an explicit requirement in EIA
process, capacity enhancement for regulators and practitioners, and a policy environment
that provides guidance for proponents and developers on best practice CEA. 4 Known as Ley General del Equilibrio Ecológico y la Protección al Ambiente in Spanish 5 Known as Reglamento de la LGEEPA en materia de Impacto Ambiental in Spanish 4 Known as Ley General del Equilibrio Ecológico y la Protección al Ambiente in Spanish
5 Known as Reglamento de la LGEEPA en materia de Impacto Ambiental in Spanish 4 Known as Ley General del Equilibrio Ecológico y la Protección al Ambiente in Spanish
5 Known as Reglamento de la LGEEPA en materia de Impacto Ambiental in Spanish 6 Known as Secretaría de Medio Ambiente y Recursos Naturales in Spanish Mexico It is evident that in Mexico the current gaps related to CEA practice are more important
than its strengths, but this could be viewed as an opportunity for improvement in the
following areas: • Capacity building: there is little to no training for practitioners and authorities in
identification and assessment of cumulative impacts. This is evident in the quality of
the EIAs submitted by practitioners, in the authorizations granted by authorities, and
more critically in the negative effects to the environment manifested after the
development of the authorized projects. • CEA understanding: splitting of big projects into smaller ones with the intent of not
including cumulative impacts in EIA reports is a recurrent practice allowed by
Mexican environmental authorities. For example, a project that involves the
construction of a liquid natural gas terminal in Manzanillo, Colima, may include the
terminal, a railroad deviation, and a 300 km pipeline from Manzanillo to
Guadalajara, Jalisco, in a coastal lagoon planned to be a new port. This project,
instead of being submitted as a single EIA or being assessed as a SEA with rigorous
consideration of cumulative effects, was split into three single projects with their
respective regional EIAs and without considering cumulative impacts. The three
projects were independently approved by the authority without weighing the
collective impacts of the three projects in addition to other activities in the region. • CEA understanding: splitting of big projects into smaller ones with the intent of not
including cumulative impacts in EIA reports is a recurrent practice allowed by
Mexican environmental authorities. For example, a project that involves the
construction of a liquid natural gas terminal in Manzanillo, Colima, may include the
terminal, a railroad deviation, and a 300 km pipeline from Manzanillo to
Guadalajara, Jalisco, in a coastal lagoon planned to be a new port. This project,
instead of being submitted as a single EIA or being assessed as a SEA with rigorous
consideration of cumulative effects, was split into three single projects with their
respective regional EIAs and without considering cumulative impacts. The three
projects were independently approved by the authority without weighing the
collective impacts of the three projects in addition to other activities in the region. • Good practice guidance: the non-existence of proper guidance for the identification
and assessment of cumulative impacts within the different types of EIA. Mexico Mexico has specific provisions for CEA in its environmental law and its EIA specific
regulation, especially in the General Law for Environmental Protection and Ecological
Balance (LGEEPA)4. The LGEEPA, which came into effect from 28 January 1988
(amended on 5 July 2018), in its Chapter IV (Tools for Environmental Policy) Section V
(Environmental Impact Assessment), defines the EIA process that certain federal activities
and infrastructure are to follow. The specific regulation of this law for EIA (Regulation for
Environmental Impact Assessment5), published 30 May 2000 (amended 31 October 2014), defines cumulative environmental impact as ‘the effect in the environment as a result of the
increment of the impacts for particular actions caused by the interaction with other past or
present impacts’ (Chapter I General Provisions, Article 3). It is important to note that the
Mexican legal framework does not include future projects/undertakings in its definition
contrary to guidance issued by the Ministry of Environment and Natural Resources6
(SEMARNAT) and other international practice guidelines (Canter & Ross, 2010; European
Commission, 2013; Natural England, 2014). At the federal level Mexico has two types of EIA (particular and regional) where
cumulative impacts are encouraged to be identified; however, it is in the regional type
where these impacts are more likely to be recognized because regional EIA was visualized
as a type of SEA for urban development plans or programs, and for ecological zoning of
land by Mexican authorities (SEMARNAT, n.d., p. 4), although in practice this type is
mostly used in big projects like dams, wind farms, highways, and so on. Currently there is
no guidance issued by responsible government department to support the formal and
systematic CEA practice in Mexico at any level (federal, state or municipal)
(Perevochtchikova & André, 2013). As previously mentioned, a general guidance for
regional EIA-type in Mexico exists (SEMARNAT, n.d., p. 61). It draws some
recommendations for practitioners, whom according to this guidance, should include in the
regional EIA report an analysis of: • The effects of past, present and future activities that have modified the ecosystems
of the region. • The foreseeable changes over the environment that could reasonably be expected
from the project proposed, in combination with other human activities in the
Regional Environmental System. • The assessment of the total sum of similar alterations related with the project
proposed, independently of their origin. • The likely interactions between dissimilar sources of an impact. Mexico • SEA use: the lack of formal and systematic use of SEA that must be addressed as
SEA remains the most viable tool to address cumulative impacts (Perevochtchikova
& André, 2013; Gonzalez et al., 2014) and CEA ‘should be a central feature of these
strategic studies’ (Canter & Ross, 2010, p. 262). Despite the above, not all is negative. The research community is leading the narrative for
good practice CEA in Mexico. A deliberate attempt at translating research to policy in
order to meet international CEA standards is what is missing. Bridging the research-
practice gaps in CEA can be fostered in an atmosphere of trust and collaboration, and an institutional environment that is committed to best practice environmental protection and
natural resources sustainability. Nigeria At the beginning of the 1990s, provisions regulating environmental impacts in Nigeria
emerged from three different fronts: the Environmental Guidelines and Standards for the
Petroleum Industry in Nigeria, 1991 (EGAS); the Urban and Regional Planning Decree
88, 1992; and the Environmental Impact Assessment Decree 86, 1992. Among these, the
only law with specific provision for CEA was the EIA Decree 86 of 1992, which was
established by a decree of the then federal military government, entered into force on 10
December 1992 and amended as an Act in 2004 (CAP. E12 L.F.N. 2004). This Act mirrors
the United States National Environmental Protection Act and has been the only official
legal provision that mandates project proponents to consider impacts beyond their projects. The Act requires, as part of its provisions for an EIA, that a project proponent
conduct ‘an assessment of the likely or potential environmental impacts on the proposed
activity and the alternatives, including the direct or indirect cumulative, short-term and
tong-term effects’ (s. 4(d)). Information sharing and consultation are also implied in its
objectives, particularly to determine if a project is ‘likely to have significant environmental
effects on boundary or trans-state or on the environment of bordering towns and villages’
(s. 1(c)). The purpose of the provision was to ensure any cumulative environmental effects
that, in the opinion of the responsible Minister (now vested in the National Environmental
Standards and Regulations Enforcement Agency), ‘are likely to result from the project in
combination with other projects that have been or will be carried out’ (s. 20.4) are included
in the review and decision-making process. While the Act provides for two classes of assessment, screening (for all
developments not included in the mandatory list) and mandatory study (for all activities
listed in Schedule 1 of the Act), no specific trigger exists for cumulative effects. The
requirement for CEA applies to all development projects, private or public, including those
proposed by institutions of government at the local, state and federal levels. An approval
could only be granted by the federal minister (or his designate) if the activity in question, besides being defensible from a project-specific point of view, is deemed environmentally
sound from a cumulative effects perspective – at least in theory. In 2017, the Act was amended to include a requirement to conduct a SEA for
policies, plans and programs that are deemed to have significant environmental
implications (s. 59). Nigeria The Federal Ministry of Environment (the responsible authority) also
developed a series of guidelines, including a SEA guideline, a generic EIA procedural
guideline and other guidelines specific to oil and gas, urban development, renewable energy
and chemical plants. While they are often sketchy with no robust framework to
operationalize requirements, a recurrent theme in all the guidelines is the need to address
cumulative effects in every major sector and at every scale of development. As of date, no
SEA has been developed to test the robustness of CEA consideration within this context. The blanket provision for cumulative effects for all developments represents a move
towards best practice in CEA as advocated for in many studies (Hegmann et al., 1999;
Olagunju & Gunn, 2013). Hegmann et al. (1999), for instance, consider CEA as EIA ‘done
well’. However, translating legal provisions to practice is a huge gap in the Nigerian
context. A review of regulatory processes and selected EIA reports shows that neither a
strong cumulative effects guideline or framework exists, nor the detailed consideration of
cumulative effects implemented in practice. The 1991 Environmental Guidelines and
Standards for the Petroleum Industry in Nigeria remains the only document where some
form of expectations for CEA is set out for oil and gas development projects, albeit in an
anecdotal manner that only captures the impact of multiple stream crossings and the
difference between ‘[s]hort term, cumulative and long term impacts’ (s. 5.6.2.iii). The adoption of the US National Environmental Policy Act’s approach to
environmental assessment law with its particular attention to cumulative effects may have
been the inspiration for similar development in Nigeria (Ogunba, 2004). Thousands of EIA
reports are prepared across levels of government and sectors each year, but no indication
that sound CEAs are factored in the decision-making process, especially in the absence of a
clear guideline that sets out expectations. There is no evidence that case law is playing any
role in interpreting EIA requirements and more specifically with CEA in Nigeria. With
three independent systems of EIA, the ability to develop a coordinated approach to CEA practice becomes complicated. 7 Nigeria Niger Delta region contains over 300 active gas flare sites with an estimated 15.1 billion cubic
metres (bcm) of natural gas flared, with impacts spreading to the entire West Africa sub-region (see Fawole,
2019). A 2018 Regulation (Flare Gas (Prevention of Waste and Pollution) Regulations, 2018) introduced by
the Federal government to minimize the environmental and social impact of natural gas flaring in the region is
mute on its cumulative effects. geria Niger Delta region contains over 300 active gas flare sites with an estimated 15.1 billion cubic Nigeria There is little harmonization and a lack of consistent
standards across sectors regarding treatment of cumulative effects, which thus suggests that
vague requirements via a decree without commensurate policy and technical guidance will
not be enough for project proponents to identify, characterize and evaluate potential
cumulative effects in any substantive manner that fulfills its intentions. A first step to improving CEA practice in Nigeria would be to develop a cumulative
effects guideline that explicitly stipulates in legislation or through a similar instrument the
issues that are to be taken into account. With a legislated SEA, potential exists for an
adoption of an “enlightened” CEA approach that is regional-focused and emphasizes an
ecological significance relative to sustainability goals and future scenarios (Gunn & Noble,
2011; Jones, 2016). Similarly, a centralized EIA system where state and local government
jurisdictions have no inputs into assessment processes despite being vested with the
authority to create local and regional plans (as per Urban and Regional Planning Decree
88, 1992) would not be sufficient. Rather, a switch to a rigorous CEA regime that is
focused on an approach that reconciles scientific assessments, plan development and social
policy is required (Parkins, 2011; Duinker et al., 2013; Olagunju & Gunn, 2016). This
integrated approach to CEA is especially important to reconcile and address the complex
mix of environmental pollution (including the notorious issue of gas glaring in the Niger
Delta with its local, regional and transboundary effects7), social justice and livelihood
sustainability challenges in its oil producing region of Niger Delta (Giwa et al., 2017;
Fawole et al., 2019; Matemilola et al., 2019). Some international EIA jurisdictions (for
example, the United Kingdom) demonstrate promising ways to overcome such limitations
through collaboration between agencies and levels of governments and through engagement
with subject matter expertise across sectors (mining, oil and gas, and transportation, for
example). As it stands, CEA in Nigeria has the legal basis to succeed but more work is required to ensure practice lives up to minimum acceptable standard for good practice
CEA. Regulatory features and variations across jurisdictions Cumulative effects assessment is part of EIA process in many of the countries examined,
and is adapted to each individual jurisdiction’s context. The concept has advanced in
certain jurisdictions such as Australia and the United Kingdom where policy, legal and
research environments, and attention to SEA have shaped practice. However, even in these
countries, practice efficiency, political leadership and explicit guidance are still
fundamental issues to be addressed. Regulatory and legislative instruments have played an important role in
mainstreaming CEA into project EIA processes, although each country differs in the
approach and level of sophistication of the CEA requirements. The development in CEA
research, along with recognition of interactive effects of many major projects, has enabled
some countries to enact and evolve EIA legislation that requires explicit consideration of
CEA. However, often such legislative provisions are not accompanied with policy guidance
that defines expectations, offers clear methodology, or sets implementation requirements
for CEA. In most of the jurisdictions discussed in this chapter, national governments have
been responsible for setting the legal framework. Owing to the historical volume of EIA
practice in Canada, for example, operational guidelines specific to CEA have been
available for more than two decades, with the most recent revision having been provided in
2012. However, this is not the norm. Guidance for CEA practice seems to be scant among
the countries profiled. In the United Kingdom, industry-specific guidelines have been
developed, for example, that are specific to infrastructure issued by the Planning
Inspectorate. Most often, any CEA guidance that does exist seems to have emerged in a
piecemeal fashion, driven by sectoral interest such as concern for cumulative effects related
to water management, and so on. Unlike in Canada where case law has had at least some (but overall quite minimal)
influence in the interpretation of cumulative effects (for example, West Moberly First Nations v. British Columbia (Chief Inspector of Mines), 2011, BCCA 247 (CanLII))8, in
New Zealand and other countries, legal challenges involving CEA are reportedly limited,
thus legal understandings of expectations for CEA practice in terms of its scope, rigour and
implementation seem to be in an early stage of development. All eight countries discussed here are facing some form of capacity challenges in
implementing CEA in a way that aligns with best practice principles. 8 The Court of Appeal for the Province of British Columbia (Canada) ruled that project proponents must
include the understanding of the nature and extent of historic and cumulative impacts to Aboriginal rights and
take a broad, forward-looking approach to cumulative impacts assessment in relation to Aboriginal rights. It is
important to note, however, that this ruling is specific to its Aboriginal law context and does not reflect or
inform CEA practice as part of the general EIA regime in Canada. Regulatory features and variations across jurisdictions The shortage of
experts is a universal challenge, but the problem is especially acute in countries with weak
institutions for EIA. Except in Brazil where some form of legal guidance for addressing
cumulative effects has been developed for its oil and gas sector, none of the other
developing countries has been able to create a CEA-specific policy document to guide
practice, in large part due to absence of technical knowhow and adequate institutional
capacity to enforce requirements (for example, Ghana). The lack of reconciliation between
competing legislative instruments (for example, Nigeria has three EIA laws with
overlapping jurisdictions) further complicates the capacity to develop a coherent, consistent
approach to CEA. Mexico’s federal law restricts CEA consideration to a retrospective
exercise that excludes “the foreseeable future”, and instead directs focus to current changes
to project environment. Capacity to effectively implement CEA needs different levels of intervention. In the
developed countries, practice in Australia, Canada and the United Kingdom, for example,
has been shaped substantially by industry experts, particularly those in the extractive
sectors. In part, capacity building has been driven by parliamentary and agency inquiries
emphasizing the risks of cumulative effects of the extractive sector on water resources. In
Australia and the United Kingdom, external, independent review and evaluation as a
complement to proponents’ reports may suggest increased rigour and better quality of
assessment. However, these interventions are limited by other institutional challenges,
including limited data sharing, lack of consistency and transparency on approach and expectations, and a practice approach that typically excludes small-scale projects which
usually constitute a majority of assessments. Project splitting as a way of circumventing the
need to do a CEA has been cited in the case of Mexico. This practice, however, may be
more universal than is thought, especially in jurisdictions where requirements for CEA is
limited to major projects (for example, Canada). Some countries have successfully expanded their legislation to include explicit
provisions for SEA (Nigeria, for example) and/or regional EIA (Mexico, for example). These legal developments, as well as voluntary SEAs and REAs in other jurisdictions
(Australia, New Zealand and Canada, for example), have the potential of offering
meaningful context to CEA practice and are potentially capable of strengthening practice
more quickly than the traditional project-based approach. It is important, however, to
recognize that SEA approaches in many countries continue to be limited by project
proponents’ expertise, subjective experience, and business interests. Regulatory features and variations across jurisdictions Coordination between
environmental and planning institutions is evidently a key requirement for strengthening
CEA within a SEA framework to realize long-term, strategic outcomes that transcend
individual project development. Conclusion Overall, despite being fraught with many challenges, commitment
towards improved CEA practice continues to grow, and lessons drawn from the eight
countries discussed in this chapter may be helpful in efforts to design and implement
reforms that are effective in the long run and contribute to more environmentally
responsible decision-making. Acknowledgement Dr. Rebecca Nelson acknowledges the research assistance of Lara Shirley in relation to the
Australian component of the chapter and funding from the Australian Research Council
(‘Regulating Cumulative Environmental Effects: Designing Global Best Practice’, Project
ID #DE180101154). Conclusion This chapter shows that the concept of CEA is evolving from a strictly project-based
approach towards a more strategic and regional context that is explicitly being promoted
through EIA legislation in many jurisdictions. Despite this apparent progress, realizing best
practice in CEA is a continuous work in progress that requires stronger political
commitment, improved technical knowledge, and a systems approach that bridges the legal,
scientific and development planning imperatives across geographical scales and levels. Developed countries are leading in sector-based innovations, industry-led guidance, and
peer review and evaluation, though the need for strengthened government leadership and
ownership of the CEA process is common to all the national systems described in this
chapter. In developing countries, the foundations for CEA to thrive are being laid through
legal provisions and explicit recognition of higher-order assessments such as SEA and REA, but technical know-how is reportedly limited and improved practice will depend also
on innovative strategies that address institutional fragmentation and consistency in
implementation. Across all countries, increased data sharing is necessary to capture the
effects of many small projects on a cumulative basis, and political leadership is required to
advance practice. Central to these challenges are questions such as whether developers
should be held accountable to cumulative impacts beyond their projects and, with the
exclusion of small projects from CEA in many jurisdictions, how close can we get to
understanding the ‘full’ cumulative impacts of human developments? These questions
remain unanswered. Overall, despite being fraught with many challenges, commitment
towards improved CEA practice continues to grow, and lessons drawn from the eight
countries discussed in this chapter may be helpful in efforts to design and implement
reforms that are effective in the long run and contribute to more environmentally
responsible decision-making. REA, but technical know-how is reportedly limited and improved practice will depend also
on innovative strategies that address institutional fragmentation and consistency in
implementation. Across all countries, increased data sharing is necessary to capture the
effects of many small projects on a cumulative basis, and political leadership is required to
advance practice. Central to these challenges are questions such as whether developers
should be held accountable to cumulative impacts beyond their projects and, with the
exclusion of small projects from CEA in many jurisdictions, how close can we get to
understanding the ‘full’ cumulative impacts of human developments? These questions
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Laparoscopic Pectopexy: An Effective Procedure for Pelvic Organ Prolapse with an Evident Improvement on Quality of Life
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25) 25) Prague Medical Report / Vol. 122 (2021) No. 1, p. 25–33 Introduction Pelvic organ prolapse (POP) is a health problem that affects millions of women
worldwide and manifests in 50% of women over 50 years of age (Subak et al.,
2001). Although POP is not a life threatening disease, it impairs the quality of life
(QOL) significantly and negatively affects the psychosocial status of the patient
due to discomfort and urinary and/or intestinal dysfunctions (Ghersel et al., 2019). Therefore, the treatment of this disease is important to precede the isolation from
the social life especially in middle and advanced ages. Sacropexy is considered as the gold standard technique and it is the most effective
approach for apical prolapse surgery which keeps the physiological axis of the vagina
preserved (Nygaard et al., 2009; Maher et al., 2010; Bataller et al., 2019). Unlike
open abdominal sacrocolpopexy, laparoscopic and robotic-assisted approaches don’t
require a large abdominal incision and minimize bowel manipulation so they provide
less postoperative pain and shorter recovery time. Laparoscopic sacrocolpopexy
(LSP), which shortens hospital stay compared to open surgery, is an effective method
but has some disadvantages in the postoperative period such as defecation disorders
and pelvic pain (Akladios et al., 2010). The mesh placed between the sacrum and
the vagina creates pelvic discomfort in many patients. Also potential damage to
hypogastric nerve can cause dyschezia. The anatomic location of the sigmoid colon
may also make it difficult to place the mesh between the vagina and the sacrum. There may be restriction in the movement of the colon after the operation and
defecation or pain problems may be seen (Kale et al., 2017). A new technique for
POP surgery was defined by Banerjee and Noe in 2011 to prevent the complications
of LSP mentioned above.ff We aimed to investigate the effects of this effective and safe technique on
quality of life, on psychosexual functions and incontinence. The method becomes
widespread in recent years and reduces morbidity rates in patients. Prague Medical Report / Vol. 122 (2021) No. 1, p. 25–33 Prague Medical Report / Vol. 122 (2021) No. 1, p. 25–33 Karslı A.; Karslı O.; Kale A. Laparoscopic Pectopexy: An Effective
Procedure for Pelvic Organ Prolapse
with an Evident Improvement on Quality
of Life Aybike Karslı1, Onur Karslı1, Ahmet Kale2
1Health Science University, Kocaeli Derince Education and Research Hospital,
Kocaeli, Turkey;
2Health Science University, Kartal Dr. Lütfi Kırdar Education and Research Hospital,
Kartal, Turkey Received March 25, 2020; Accepted January 28, 2021. Received March 25, 2020; Accepted January 28, 2021. Key words: Pelvic organ prolapse – Sacropexy – Pectopexy – Quality of life Abstract: It has been stated that the effectiveness of pectopexy method for the
treatment of pelvic organ prolapse (POP) is similar to sacrocolpopexy. We aimed
to search the effects of pectopexy method to the quality of life, sexual function
and urinary incontinence. Thirty-one patients who were operated for POP with
the technique of laparoscopic pectouteropexy/pectocolpopexy between January
2016 and November 2017 were included the study. Exclusion criteria were pelvic
inflammatory disease, suspect of malignancy, pregnancy, prior POP or continence
surgery. Quality of life inventories were (P-QOL, PISQ-12, UDI-6, IIQ-7) recorded
preoperatively and at the postoperative third month. Results were compared
statistically. The percentage of patients with menopause was 67.7% (n=21) and with
reproductive term was 32.3% (n=10). Mean prolapse related quality of life inventory
(P-QOL) score was 83.45 ± 8.7 (64–98) preoperatively and 8.61 ± 6.4 (0–23)
postoperatively (p<0.05). The preoperative and postoperative score of quality of
life inventories for urinary symptoms were 20 (15–21) and 2 (0–9) for IIQ-7 and
13 (3–18) and 4 (0–11) for UDI-6, respectively (p<0.05). The mean PISQ-12 sexual
quality of life inventory score was 29.61 ± 4.8 (14–38) preoperatively and 7.1 ± 3.2
(1–13) postoperatively. According to our results laparoscopic pectopexy offers a
feasible, safe and comfortable alternative for apical prolapse surgery. Mailing Address: Onur Karsli, MD., FEBU, Department of Urology, Health Science
University, Kocaeli Derince Education and Research Hospital, 41900, Kocaeli, Turkey;
Phone: +90 262 317 80 00; Fax: +90 262 233 46 41; e-mail: onurkarsli@yahoo.com Mailing Address: Onur Karsli, MD., FEBU, Department of Urology, Health Science
University, Kocaeli Derince Education and Research Hospital, 41900, Kocaeli, Turkey;
Phone: +90 262 317 80 00; Fax: +90 262 233 46 41; e-mail: onurkarsli@yahoo.com Laparoscopic Pectopexy for Quality of Life
https://doi.org/10.14712/23362936.2021.3
© 2021 The Authors. This is an open-access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/4.0). Laparoscopic Pectopexy for Quality of Life
https://doi.org/10.14712/23362936.2021.3
© 2021 The Authors. This is an open-access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/4.0). 26) Material and Methods Thirty-one patients who underwent laparoscopic pectoutero/colpopexy operation
in gynecology clinic of Health Science University, Kocaeli Derince Education and
Research Hospital with the diagnosis of POP were included to the study. The
patients who presented with vaginal fullness, vaginal pressure, sagging sensation,
were examined in lithotomy position. Patients with POP-Q stage greater than 2
were included to the study. Transvaginal ultrasonography and pap smear test were
routinely applied to all patients. Endometrial sampling was performed in patients
with suspected malignancy. The exclusion criteria were previous history of pelvic
inflammatory disease, malignancy suspicion, pregnancy, prior POP or continence
surgery and patients who did not want to be operated with this technique. In the preoperative evaluation of the patients; data related to the age, body
mass index, parity status, history of surgery, gynecological examination were
recorded. The validated prolapse quality of life (P-QOL), pelvic organ prolapse/ Karslı A.; Karslı O.; Kale A. Prague Medical Report / Vol. 122 (2021) No. 1, p. 25–33 27) urinary incontinence sexual questionnaire (PISQ-12), urinary distress inventory
(UDI-6), incontinence impact questionnaire (IIQ-7) forms that were used in our
study were filled preoperatively. P-QOL questionnaire is a simple, reliable and
easy-to-understand questionnaire that can assess symptom severity, the impact
of these symptoms on quality of life, and treatment outcomes for women with
pelvic organ prolapse. UDI-6 is a questionnaire form consisting of six questions and
specific to lower urinary tract symptoms. It combines information on irritant, stress,
and obstructive/uncomfortable symptoms. IIQ-7 is a quality of life assessment
tool specific to urinary incontinence. It consists of seven questions and allows an
assessment of physical activity, social life and emotional health. The two query forms
are intended to be used in combination. A short form of the (PISQ-12) was used for
the assessment of sexual quality of life. The patients were called for control at the
first postoperative week and at the third month. Preoperative reproductive quality
of life questionnaires were filled in by patients at the postoperative third month and
the data were recorded. The preoperative and postoperative quality of life data
were compared statistically. Surgical technique
There was no need for a special diet or bowel cleansing for the preoperative
preparation of the patients. All patients were dressed with embolic compression
stockings. Preoperatively 1.5 g Cefazolin was administered intravenously to the all
patients for surgical prophylaxis. Laparoscopic Pectopexy for Quality of Life Material and Methods A 30-degree laparoscopic lens was guided into the abdomen with a 10-mm
laparoscopic port from a 1 cm incision site on the lower edge of the umbilicus. Abdomen was inflated with carbon dioxide at 12 mm Hg pressure. Two 5-mm ports
were placed to 2–4 cm inferomedial area of spina iliaca anterior superior bilaterally. One 15-mm port was placed on the left upper quadrant of abdomen. The round
ligament part of 4 cm2 size which contains the lateral part of the ilopectineal
ligament was used as the anatomical cue point. The peritoneum adjacent to the
round ligament was superficially incised. The soft tissue in the pelvic wall was bluntly
dissected until the iliopectineal ligament was seen, and the dissection was extended
to the obturator nerve region. The same procedure was applied to the contralateral
side. After the ilopectineal ligament was prepared, the peritoneal incision on the 2 sides
was bluntly expanded along an imaginary line connecting the vaginal apex and
pectineal line. Polypropylene monofilament mesh (3×15 cm) and 2-0 non-absorbable
suture 10-mm sent from the port to the surgical area. The proximal end portions of
mesh were fixed to the bilateral iliopectineal ligament with 2 sutures and the suture
needle was taken out. Cervical bulge or vaginal apex were fixed to the middle of
the mesh in the tension to prevent sagging. If the length of the mesh was long, the
length of the mesh was shortened before the second iliopectineal ligament was fixed. Laparoscopic tacker was used instead of suture while the mesh was fixed to the Prague Medical Report / Vol. 122 (2021) No. 1, p. 25–33 28) tissues in some patients (Jelovsek et al., 2007). The peritoneum was closed using
2-0 absorbable sutures. After the carbon dioxide was evacuated, the ports were
removed. tissues in some patients (Jelovsek et al., 2007). The peritoneum was closed using
2-0 absorbable sutures. After the carbon dioxide was evacuated, the ports were
removed. y
Statistical analysis was performed with IBM SPSS 20.0 (IBM Corp., Armonk,
NY, USA) package program. Normal distribution was assessed by Kolmogorov-
Smirnov test. Numerical variables with normal distribution were presented as
mean ± standard deviation, numerical variables not showing normal distribution
were given as median (25th–75th percentile), and categorical variables as frequency
(percentages). Material and Methods The difference between the groups was determined by the student’s
t-test for the numerical variables with normal distribution, and the Mann-Whitney
U test for the non-normal variables. The t-test in the dependent samples was
examined by Wilcoxon t-test when the normal distribution assumption was not
provided. For the test of two-way hypotheses, the level of significance p<0.05 was
accepted as sufficient. Ethics committee approval was obtained from Kocaeli University Faculty of Medicine
and the patients were informed about the clinical and laboratory data to be used for
scientific purposes and the confidentiality of the data and the consent forms were
signed (registration number KUGOKAEK 2017/132). Results When the demographic data of the patients were examined, the mean age of the
31 female patients was 52.19 ± 11.78 (34–72) years and the mean body mass
index was 28.82 ± 3.2 (18.4–33.2) (Table 1). Of the 31 patients who underwent
laparoscopic pectopexy; 8 of them were operated due to vaginal vault prolapse,
7 of them were treated for grade 3–4 uterine prolapsus and cystocele, one
with cystocele only and 15 for only grade 3–4 uterine prolapsus. Laparoscopic
pectouteropexy was performed in 10 patients and laparoscopic pectocolpopexy was
performed in 21 patients. Table 1 – Demographic data of patients
Demographic data
Patient number (n)
Reproductive
Menopause
Age (mean ± SD [min–max])
Number of birth (mean ± SD [min–max])
BMI (mean ± SD [min–max])
31
10 (32.3%)
21 (67.7%)
52.19 ± 11.78 [34–72]
2.90 ± 1.68 [1–9]
28.82 ± 3.20 [18.4–33.2]
SD – standard deviation; BMI – body mass index Table 1 – Demographic data of patients 31
10 (32.3%)
21 (67.7%)
52.19 ± 11.78 [34–72]
2.90 ± 1.68 [1–9]
28.82 ± 3.20 [18.4–33.2] SD – standard deviation; BMI – body mass index Karslı A.; Karslı O.; Kale A. Karslı A.; Karslı O.; Kale A. Prague Medical Report / Vol. 122 (2021) No. 1, p. 25–33 29) Table 2 – Quality of life results of patients
Quality of life
questionnarie
Preoperative score
(mean ± SD)
(min–max)
Postoperative score
(mean ± SD)
(min–max)
P
P-QOL
UDI-6
IIQ-7
PISQ-12
83.45 ± 8.71 (64–98)
12.52 ± 3.11 (3–18)
19.48 ± 1.56 (15–21)
29.61 ± 4.80 (14–38)
8.61 ± 6.43 (0–23)
4.13 ± 2.36 (0–11)
2.94 ± 2.08 (0–9)
7.10 ± 3.28 (1–13)
0.001
0.001
0.001
0.001
SD – standard deviation Table 2 – Quality of life results of patients When the operative data was analysed, the mean operation time was 33.8 ± 14.6
minutes. There were no perioperative and postoperative complications. Three
months postoperatively, one patient had recurrence. The quality of life data of this
patient was better than that in the preoperative period, no additional operation was
therefore considered. The P-QOL score, which is the quality of life scale of prolapse, was 83.45 ± 8.7
(64–98) in preoperative patients and 8.61 ± 6.4 (0–23) in postoperative patients. There was a statistically significant difference between the quality of life scores of the
patients before and after the surgery (p<0.05) (Table 2). UDI-6 quality of life questionnaire used for assessing urinary symptoms,
incontinence and pelvic discomfort. The median value of preoperative UDI-6 score
was 13 (3–18) and postoperative score was 4 (0–11). The difference was statistically
significant (p<0.05). Preoperative and postoperative median IIQ-7 scores were
20 (15–21) and 2 (0–9) respectively and the difference was statistically significant
(p<0.05). Laparoscopic pectopexy was performed in all patients. The mesh fixation was
made by using suture in 12 patients (38.7%) and with tacker in 19 patients (61.3%). No significant difference in postoperative quality of life was found between these
groups. Sexual function score evaluated with PISQ-12 was found as 29.61 ± 4.8 (14–38)
in the preoperative patients, and 7.1 ± 3.2 (1–13) in postoperative patients. Postoperative sexual quality of life improved significantly compared to preoperative
period and the improvement was statistically significant. Sexual function score evaluated with PISQ-12 was found as 29.61 ± 4.8 (14–38
n the preoperative patients, and 7.1 ± 3.2 (1–13) in postoperative patients. Table 1 – Demographic data of patients i in the preoperative patients, and 7.1 ± 3.2 (1–13) in postoperative patients. Postoperative sexual quality of life improved significantly compared to preoperative
period and the improvement was statistically significant. Laparoscopic Pectopexy for Quality of Life Discussion According to the results of this study we consider that laparoscopic pectopexy is
an alternative technique to LSP for the functional and anatomic success of POP
treatment. Apical prolapse repair was performed laparoscopically for more than 20 years
(Whitehead et al., 2007; North et al., 2009), however it depends on the experience
of the surgeon. Possible problems may arise during laparoscopic sacrocolpopexy. Laparoscopic Pectopexy for Quality of Life 30) Prague Medical Report / Vol. 122 (2021) No. 1, p. 25–33 Sigmoid colon and sacral promontorium should be identified and care should be
taken to avoid damaging the right ureter, presacral veins, hypogastric nerve and
sigmoid colon in the sacral area. Another issue is the reason of the difficult surgical field at the ventral side of the
sacrum; many surgeons have modified the technique and have fixed the mesh to
the top of the promontory. However, this change of mesh localisation results in a
positional change in the vaginal axis (Whitehead et al., 2007; Noe et al., 2015). The iliopectineal ligament is an extension of the lacunar ligament that runs on the
pectineal line of the pubic bone (Faure et al., 2001). As shown by Cosson et al. (2003), the iliopectineal ligament is a stronger structure than the arcus tendinous of
the sacrospinous ligament and pelvic fascia. The structure is strong, and holds suture
well. It is also possible to find sufficient material for a suture in the lateral part of
the iliopectineal ligament, facilitating reconstruction of the pelvic floor (Noe et al.,
2015). This segment of the ligament is situated at the second sacral vertebra (S2)
level which is the optimal level for the physiological axis of the vagina. S2 level is the
anchor point for the physiological axis of the vagina (Noe et al., 2015). Laparoscopic pectopexy is a new type of endoscopic prolapse surgery using
the lateral parts of the iliopectineal ligament for bilateral mesh fixation for the
descended structures (Noe et al., 2013). Noe et al. (2013) compared laparoscopic
sacrocolpopexy with pectopexy and they found less operation time and bleeding
in pectopexy group. On the other hand, there was no difference between the two
groups for the mean onset of bowel movements. In another study, Noe et al. (2015)
published their comparative results that standard LSP versus laparoscopic pectopexy. Karslı A.; Karslı O.; Kale A. Discussion According to these results there was a statistically significant difference between the
incidence of de novo defecation problems following laparoscopic pectopexy (0%) and
sacrocolpopexy (19.5%). In our study we did not observe any defecation problems
in the patients. This may be explained by the fact that pectopexy neither reduces
the space of the pelvis (outlet obstruction) nor carries the risks of trauma to the
hypogastric nerves. In classical technique of sacrocolpopexy, due to the narrowness of the minor
pelvis, the presence of unexpected vessel variations or the fineness of the
anterior longitudinal ligament and the difficulties in mesh fixation may increase the
intraoperative complications such as adjacent organ injury or bleeding (Nygaard
et al., 2009; Maher et al., 2010; Noe et al., 2013). In our study, 31 patients who
underwent laparoscopic pectopexy had no intraoperative complications. The majority of studies that have been published in previous years and evaluated
POP treatment usually focus on the anatomical success of the treatment, while
other important parts such as vaginal adjustment, bowel problems, QOL or
socioeconomic consequences are ignored. The most important benefit of the patient
in individual surgery is the regression of symptoms and increased quality of life
(Barber et al., 2009). Maher and colleagues (2004) found improvement in disease-
specific and overall quality of life after POP surgery in patients with sacrospinous Karslı A.; Karslı O.; Kale A. 31) Prague Medical Report / Vol. 122 (2021) No. 1, p. 25–33 ligament fixation and abdominal sacrocolpopexy. CARE study reported significant
improvement in disease-specific quality of life at 3 months and 2 years following
sacrocolpopexy (Brubaker et al., 2003, 2008). In our study, postoperative P-QOL
showed a significant improvement compared to the preoperative period. ligament fixation and abdominal sacrocolpopexy. CARE study reported significant
improvement in disease-specific quality of life at 3 months and 2 years following
sacrocolpopexy (Brubaker et al., 2003, 2008). In our study, postoperative P-QOL
showed a significant improvement compared to the preoperative period. Improvement of sexual function as well as disease-related quality of life after
sacrocolpopexy has also been demonstrated in some studies (Grimminck et al.,
2016; Ko et al., 2017). Tahaoglu et al. (2018) reported significant improvement in
quality of life and sexual function after laparoscopic pectopexy. In our study, PISQ-12
sexual quality of life score was significantly improved after laparoscopic pectopexy in
the postoperative period. Conclusion According to our results, laparoscopic pectopexy offers a feasible, safe, and
comfortable alternative for apical prolapse surgery. Pectopexy may increase a
surgeon’s technical perspective for apical prolapse surgery. Discussion Urinary complaints are associated with pelvic organ prolapse and with impaired
quality of life. Regression of urinary complaints after surgical intervention will
contribute to the quality of life of patients. In a multicentre study involving 207
patients operated for apical prolapse, Altman et al. (2018) reported a statistically
significant improvement in patients’ UDI-6 score after prolapse surgery. In another
study by Coolen et al. (2017) comparing laparoscopic and open sacrocolpopexy,
disease-specific quality of life measures, which were evaluated by UDI-6 score,
demonstrated the efficacy of sacrocolpopexy as in previous studies, while the results
of open and laparoscopic group were similar. In our study, the quality of life was
significantly improved in patients who were evaluated with UDI-6 and IIQ-7 quality
of life criteria. Since pectopexy technique provides bilateral mesh fixation to the iliopectineal
ligament, the pressure is distributed evenly over both sides. However, in the
technique of sacrocolpopexy, this pressure is at one point. Noe et al. (2013)
suggested that rectosel development or bowel obstruction, which are disadvantages
of the anterior fixation method, could be reduced by more physiological lateral
fixation. They also reported that the use of monofilament mesh did not cause any
erosion in the study in which they defined pectopexy technique. Also, we observed
in this study, that the patients who underwent laparoscopic pectopexy had neither
rectosel development, nor bowel obstruction and mesh erosion. Akladios, C. Y., Dautun, D., Saussine, C., Baldauf, J. J., Mathelin, C., Wattiez, A. (2010) Laparoscopic
sacrocolpopexy for female genital organ prolapse: establishment of a learning curve. Eur. J. Obstet.
Gynecol. Reprod. Biol. 149, 218–221. Altman, D., Geale, K., Falconer, C., Morcos, E. (2018) A generic health-related quality of life instrument
for assessing pelvic organ prolapse surgery: Correlation with condition-specific outcome measures. Int.
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Am. J. Obstet. Gynecol. 197, 78.e1–78.e7. Laparoscopic Pectopexy for Quality of Life References P., Paulo, D. S., Fernandes, C. E., Oliveira, E. (2019) Assessment
of metalloproteinase matrix 9 (MMP9) gene polymorphisms risk factors for pelvic organ prolapse in the
Brazilian population. Rev. Bras. Ginecol. Obstet. 41(3), 164–169. Grimminck, K., Mourik, S. L., Tjin-Asjoe, F., Martens, J., Aktas, M. (2016) Long-term follow-up and quality of
life after robot assisted sacrohysteropexy. Eur. J. Obstet. Gynecol. Reprod. Biol. 206, 27–31. Jelovsek, J. E., Maher, C., Barber, M. D. (2007) Pelvic organ prolapse. Lancet 369(9566), 1027–1038. Kale, A., Biler, A., Terzi, H., Usta, T., Kale, E. (2017) Laparoscopic pectopexy: Initial experience of single
center with a new technique for apical prolapse surgery. Int. Braz. J. Urol. 43, 903–909. ale, A., Biler, A., Terzi, H., Usta, T., Kale, E. (2017) Laparoscopic pectopexy: Initial experience
center with a new technique for apical prolapse surgery. Int. Braz. J. Urol. 43, 903–909. Ko, Y. C., Yoo, E. H., Han, G. H., Kim, Y. M. (2017) Comparison of sexual function between sacrocolpopexy
and sacrocervicopexy. Obstet. Gynecol. Sci. 60, 207–212. Maher, C., Qatawneh, A. M., Dwyer, P. L., Carey, M. P., Cornish, A., Schluter, P. J. (2004) Abdominal sacral
colpopexy or vaginal sacrospinous colpopexy for vaginal vault prolapse: a prospective randomized study. Am. J. Obstet. Gynecol. 190(1), 20–26. Maher, C., Feiner, B., Baessler, K. (2010) Surgical management of pelvic organ prolapse in women. Cochrane
Database Syst. Rev. 4, CD004014. Noe, K. G., Spuntrup, C., Anapolski, M. (2013) Laparoscopic pectopexy: A randomised comparative clinical
trial of standard laparoscopic sacral colpo-cervicopexy to the new laparoscopic pectopexy. Short-term
postoperative results. Arch. Gynecol. Obstet. 287, 275–280. Noe, K. G., Schiermeier, S., Alkatout, I., Anapolski, M. (2015) Laparoscopic pectopexy: A prospective,
randomized, comparative clinical trial of standard laparoscopic sacral colpocervicopexy with the new
laparoscopic pectopexy-postoperative results and intermediate-term follow-up in a pilot study. J. Endourol. 29, 210–215. North, C. E., Ali-Ross, N. S., Smith, A. R., Reid, F. M. (2009) A prospective study of laparosc
sacrocolpopexy for the management of pelvic organ prolapse. BJOG 116, 1251–1257. Nygaard, I. E., McCreery, R., Brubaker, L. (2009) Abdominal colpopexy: a comprehensive review. Obstet. Gynecol. 104, 805–823. Karslı A.; Karslı O.; Kale A. 33) Prague Medical Report / Vol. 122 (2021) No. 1, p. 25–33
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Removal of Cyanobacteria and Cyanotoxins in Waters
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Citation: Serrà, A.; Philippe, L.;
Gómez, E. Removal of Cyanobacteria
and Cyanotoxins in Waters. Toxins
2021, 13, 636. https://doi.org/
10.3390/toxins13090636
Received: 2 September 2021
Accepted: 8 September 2021
Published: 9 September 2021 In this Special Issue, titled “Removal of Cyanobacteria and Cyanotoxins in Waters,” we
have attempted to provide readers with a comprehensive overview of different strategies
and alternative treatments currently being studied for the effective removal of cyanobacteria
and cyanotoxins from water. The following presents a brief synopsis of the 13 research
papers that constitute this Special Issue. Coagulation is a key process employed by conventional water treatment technologies. Worldwide, the most widely applied water treatment technology at water treatment plants
involves a combination of coagulation, flocculation, sedimentation, filtration, and disinfec-
tion to treat water. Herein, five papers focus either directly or indirectly on coagulation and
its alternatives or on the potential impacts of conventional water treatment technologies on
drinking water containing cyanobacteria and/or cyanotoxins [2]. Arruda et al. [2] have
demonstrated that the so-called “floc-and-skin” technique, based on the combination of a
ballast (i.e., natural soil or modified clay) and a coagulant, can effectively remove cyanobac-
terial biomass comprised of Dolichospermum circinalis and Microcystis aeruginosa, depending
on the ballast’s capacity to adsorb microcystin. At the laboratory scale, the authors studied
the effect of the floc-and-skin technique on the release of microcystins from cyanobacterial
biomass in real water from the Funil Reservoir, a eutrophic system in southern Brazil. Their results demonstrate that the technique is more effective than using a sole coagulant
(i.e., polyaluminum chloride) to remove cyanobacteria and extracellular microcystins from
water [2]. Next, Mucci et al. [3] studied the effect of using chitosan as a coagulant to remove
cyanobacteria from the water column. Although chitosan’s coagulation efficiency has been
extensively studied, little is known about its effect on the viability of cyanobacteria cells and
the release of cyanotoxins. The authors’ study confirmed that chitosan was able to damage
Microcystis aeruginosa cells by inducing lysis and, consequently, the release of cyanotoxins, Received: 2 September 2021
Accepted: 8 September 2021
Published: 9 September 2021 Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Copyright: © 2021 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/). Albert Serrà 1,2,*
, Laetitia Philippe 3
and Elvira Gómez 1,2,* 1
Thin Films and Nanostructures Electrodeposition Group (GE-CPN), Department of Materials Science and 1
Thin Films and Nanostructures Electrodeposition Group (GE-CPN), Department of Materials Science and
Physical Chemistry, University of Barcelona, Martí i Franquès 1, E-08028 Barcelona, Catalonia, Spain
2
Institute of Nanoscience and Nanotechnology (IN2UB) Universitat de Barcelona 2
Institute of Nanoscience and Nanotechnology (IN2UB), Universitat de Barcelona,
E-08028 Barcelona, Catalonia, Spain 3
Manufacture des Montres ROLEX SA, Research & Development, CH-2501 Bienne, Switzerland;
laetitia.philippe@gmail.com 3
Manufacture des Montres ROLEX SA, Research & Development, CH-2501 Bienne, Switzerland;
laetitia.philippe@gmail.com p
pp
g
*
Correspondence: a.serra@ub.edu (A.S.); e.gomez@ub.edu (E.G.) *
Correspondence: a.serra@ub.edu (A.S.); e.gomez@ub.edu (E.G.) Harmful cyanobacterial algal blooms and cyanotoxins currently pose a major threat
to global society, one that exceeds local and national interests due to their extremely de-
structive effects on the environment and human health. In the near future, the formation
of harmful cyanobacterial algal blooms and, in turn, cyanotoxins is expected to become
widespread, driven by eutrophication and anthropogenic causes such as water pollution
and promoted by escalating global temperatures. Such trends, studied since the late 1990s,
have attracted increased interest due to (i) the high environmental impact of cyanobacterial
blooms and cyanotoxins worldwide, (ii) the ineffective removal of those pollutants by
conventional water treatment processes, (iii) the transformational capacity to completely
destroy those organic toxins via alternative treatments such as advanced oxidation pro-
cesses, and (iv) engineering challenges when transitioning toward the treatment of large
volumes of water. The global context of this threat thus urges the innovation of simple,
sustainable, low-cost strategies and technologies for water decontamination that can be
readily implemented worldwide [1]. Editorial
Removal of Cyanobacteria and Cyanotoxins in Waters Albert Serrà 1,2,*
, Laetitia Philippe 3
and Elvira Gómez 1,2,* Citation: Serrà, A.; Philippe, L.;
Gómez, E. Removal of Cyanobacteria
and Cyanotoxins in Waters. Toxins
2021, 13, 636. https://doi.org/
10.3390/toxins13090636 toxins toxins toxins toxins
https://www.mdpi.com/journal/toxins Toxins 2021, 13, 636. https://doi.org/10.3390/toxins13090636 Toxins 2021, 13, 636 2 of 4 which thus inhibit chitosan’s use in lake restoration without directly testing its effects on the
natural target biota because, as the authors show, the side effects depend on the strain [3]. Lürling et al. [4] also examined the efficiency of deploying the floc-and-skin technique
to control the growth of cyanobacterial blooms using a combination of a coagulant (i.e.,
polyaluminum chloride) and a ballast (i.e., lanthanum modified bentonite) from Lake De
Kuil and Lake Rauwbraken in the Netherlands. Above all, the authors demonstrate the ne-
cessity of testing the technique’s process in the water to be treated, for the technique, when
used with similar species of Planktothrix rubescens, yielded different results depending on
the lake. After one day, the filaments of a Planktothrix rubescens biomass from Lake De Kuil
resurfaced but remained precipitated in Lake Rauwbraken, possibly due to water matrix
effects. By contrast, Pinkanjananavee et al. [5] studied the effectiveness of using conven-
tional treatment processes consisting of coagulation, flocculation, sedimentation, filtration,
sludge dewatering, and disinfection to remove Microcystis aeruginosa and microcystin-LR
prior to disinfection. Noting that several conventional drinking water treatment plants
recycle dewatered supernatant from sludge-dewatering operations, the authors aimed to
determine the impact of recycling dewatered sludge supernatant on the quality of treated
water in laboratory-scale experiments. Ultimately, their study demonstrated that recycling
dewatered sludge supernatant can indeed affect the quality of treated water. The fifth
paper, by Jalili et al. [6], describes the effects of various cyanobacteria in a treatment plant
for drinking water before, during, and after the occurrence of cyanobacterial blooms by
monitoring raw water, sludge in the holding tank, and the sludge supernatant. In view
of their results, the authors conclude that predicting the cyanobacterial community in the
sludge supernatant continues to be a challenge. g
p
g
Three other papers address different advanced oxidation processes used to remove
cyanotoxins [7–9]. Advanced oxidation processes involve a set of oxidative water treat-
ments, including treatment with UV–O3, UV–H2O2, the Fenton process, the photo-Fenton
process, and nonthermal plasmas as well as sonolysis, photocatalysis, and radiolysis, all
based on the production of powerful, highly reactive oxidants.
Although
the authors suggest the potential of using those three advanced oxidation processes to
remove various cyanotoxins, unrealistic laboratory settings and conditions that allow the
treatment of small volumes of water with highly energy-intensive lamps underscore some
of the challenges of applying those technologies in the near future. g
pp y
g
g
Because different chemical oxidants can be used to treat water, the effects of some of
those oxidants are discussed in three additional papers. In one of those papers, because
H2O2 is a highly investigated Fenton reagent used in different water treatment strategies,
Lusty et al. [10] investigated the effects of H2O2 on cyanobacteria and microbial commu-
nities in order to analyze its use to mitigate potentially toxic freshwater cyanobacterial
blooms. The study revealed that H2O2 can effectively reduce but not fully eliminate
cyanobacteria from eutrophic bodies of water; thus, the authors conclude that H2O2 is not
the best candidate for use in high biomass ecosystems containing harmful cyanobacterial
algal blooms. By comparison, Moradinejad et al. [11] investigated variation and shifts in the
structure of cyanobacterial communities during chemical oxidation (i.e., with Cl2, KMnO4,
O3, and H2O2) using the metagenomic shotgun approach, which allows the considera-
tion of the diversity of cyanobacterial communities in pre-oxidant selection in the on-site
management of cyanobacterial blooms. According to their results, only pre-oxidation with
H2O2 exhibited a clear decrease in the abundance of cyanobacterial biomasses, and the
authors add that the selection of the pre-oxidant translates into considerable reductions
in cost. Beyond that, the paper by Greenstein et al. [12] provides guidance on how five
oxidants (i.e., Cl2, NH2Cl, ClO2, KMnO4, and O3) affect the delayed release of intracellular
microcystins after the partial oxidation of cyanobacteria as a critical parameter to consider,
especially for drinking water treatments, because the concertation of cyanotoxins in water
can increase after several hours of treatment. From another angle, El Amrani Zerrifiet al. [13] investigated the potential of em-
ploying natural compounds extracted from seaweeds to control harmful algae in aquatic
ecosystems. The authors report the results of a series of anti-cyanobacterial assays with
different extracts from seaweeds from Morocco, which demonstrate the anti-cyanobacterial
properties of Cystoseira tamariscifolia and its potential use in developing environmentally
friendly procedures to control the growth of toxic cyanobacteria.
Among those oxidants,
hydroxyl radicals are the most commonly used and are the strongest known oxidants
after fluorine, and, similar to other highly reactive oxidants, can nonselectively destroy the
majority of organic matter and can mineralize organic pollutants in water. Against that
background, Ferreira et al. [7] investigated the applicability of the Fenton process to miner-
alize cylindrosmpermopsin by analyzing how the dosage of Fenton reagents, namely H2O2
and Fe(II), and the H2O2-to-Fe(II) molar ratio affected the removal of cylindrosmpermopsin
in ultrapure water (i.e., unrealistic conditions that do not consider water matrix effects or
real pH) [7]. Although the Fenton process is a promising advanced oxidation technique
that can be easily implemented at full scale worldwide due to its simplicity and highly
cost-effective technology, the water matrix effect and large-scale volumes need to be investi-
gated to evaluate the process for application in treating cyanotoxins because the presence of
scavengers and competing species identified in real water matrices may affect degradation
kinetics. Next, Benamara et al. [8] report that Al-doped ZnO nanoparticles are effective
photocatalysts for degrading and mineralizing two typical cyanotoxins, microcystin-LR
and anatoxin-A, under visible-light irradiation with light emitting diodes (LEDs). Central
to that process is using easily fabricated Al-doped ZnO nanoparticles to act as photocata-
lysts for water decontamination. Their paper, describing the visible-light-driven removal
of cyanotoxins in the presence of ZnO-based photocatalysts, shows that high removal
efficiencies can be achieved under simple conditions. The authors also found that the
system’s outstanding performance derives from the excellent photocatalytic performance
and the high chemical and photochemical stability of Al-doped ZnO nanoparticles under
visible-light irradiation with LEDs [8]. In another study, Sorlini et al. [9] investigated the
viability of using UV–H2O2 to treat microcystin-LR, particularly by analyzing specific
energy consumption in the waters of Lake Iseo in the Province of Brescia, Lombardy, Italy. Those authors aimed to preliminarily study the effectiveness of UV–H2O2 on real water
with respect to water matrix effects in order to clarify how the type of oxidant influences Toxins 2021, 13, 636 3 of 4 kinetics by analyzing the effects of the initial microcystin-LR concentration and the H2O2
dosage. The authors also examined the total specific energy consumption of UV–H2O2
compared to UV treatment to determine the optimal operational conditions [9].
Last, the paper by Esterhuizen [14] presents a systematic approach to planning, con-
structing, monitoring, and optimizing a phytoremediation system for the treatment of
wastewater from aquaculture. In their study, the authors constructed a large-scale Green
Liver System requiring minimal maintenance and low construction costs based on the use
of macrophytes. Because aquacultural wastewaters are eutrophic, cyanobacterial blooms
flourish in them and can often result in the presence of cyanobacterial toxins. However, the
authors’ study demonstrated that various microcystins were effectively removed in their
bioremediation process. Author Contributions: Writing—original draft preparation, A.S., L.P. and E.G.; writing—review
and editing, A.S., L.P. and E.G. All authors have read and agreed to the published version of
the manuscript. Funding: This research received no external funding. Institutional Review Board Statement: Not applicable. Institutional Review Board Statement: Not applicable. Informed Consent Statement: Not applicable. Acknowledgments: The gest editors of this Special Issue, A.S., L.P. and E.G. are grateful to all of the
authors for their contributions and particularly to the expert peer reviewers for their rigorous work. Conflicts of Interest: The authors declare no conflict of interest. 4 of 4 Toxins 2021, 13, 636 References 1. Serrà, A.; Philippe, L.; Perreault, F.; Garcia-Segura, S. Photocatalytic treatment of natural waters. Reality or hype? The case of
cyanotoxins remediation. Water Res. 2021, 188, 116543. [CrossRef] [PubMed] y
2. Arruda, R.S.; De Magalh, L.; Coelho, M.; Mesquita, B.; De Almeida, É.C.; Pinto, E.; Lürling, M.; Marinho, M.M. ‘Floc and Sink’
Technique Removes Cyanobacteria and Microcystins from Tropical Reservoir Water. Toxins 2021, 13, 405. [CrossRef] [PubMed] 3. Mucci, M.; Guedes, I.A.; Faassen, E.J.; Lürling, M. Chitosan as a Coagulant to Remove Cyanobacteria
Release. Toxins 2020, 12, 711. [CrossRef] [PubMed] 4. Lürling, M.; Mucci, M.; Waajen, G. Removal of Positively Buoyant Planktothrix rubescens in Lake Restoration. Toxins 2020, 12,
700. [CrossRef] [PubMed] [
] [
]
5. Pinkanjananavee, K.; Teh, S.J.; Kurobe, T.; Lam, C.H.; Tran, F.; Young, T.M. Potential Impacts on Treated Water Quality of
Recycling Dewatered Sludge Supernatant during Harmful Cyanobacterial Blooms. Toxins 2021, 13, 99. [CrossRef] [PubMed] 6. Jalili, F.; Trigui, H.; Guerra Maldonado, J.F.; Dorner, S.; Zamyadi, A.; Shapiro, B.J.; Terrat, Y.; Fortin, N.; Sauvé, S.; Prévost, M. Can Cyanobacterial Diversity in the Source Predict the Diversity in Sludge and the Risk of Toxin Release in a Drinking Water
Treatment Plant? Toxins 2021, 13, 25. [CrossRef] [PubMed] 7. Almeida-Ferreira, M.; Silveira, C.C.; Pérez, Y. Oxidation of Cylindrosmpermopsin by Fenton Process: A Bench-Scale Study of the
Effects of Dose and Ratio of H2O2 and Fe(II) and Kinetics. Toxins 2021, 13, 604. [CrossRef] 8. Benamara, M.; Gómez, E.; Dhahri, R.; Serrà, A. Enhanced Photocatalytic Removal of Cyanotoxins by Al-Doped ZnO Nanoparticles
with Visible-LED Irradiation. Toxins 2021, 13, 66. [CrossRef] [PubMed] 9. Sorlini, S.; Collivignarelli, C.; Carnevale Miino, M.; Caccamo, F.M.; Collivignarelli, M.C. Kinetics of Microcystin-LR Removal
in a Real Lake Water by UV/H2O2 Treatment and Analysis of Specific Energy Consumption. Toxins 2020, 12, 810. [CrossRef]
[PubMed] 10. Lusty, M.W.; Gobler, C.J. The Efficacy of Hydrogen Peroxide in Mitigating Cyanobacterial Blooms and Altering Microbial
Communities across Four Lakes in NY, USA. Toxins 2020, 12, 428. [CrossRef] [PubMed] dinejad, S.; Trigui, H.; Guerra Maldonado, J.F.; Shapiro, J.; Terrat, Y.; Zamyadi, A.; Dorner, S.; Prévos 11. Moradinejad, S.; Trigui, H.; Guerra Maldonado, J.F.; Shapiro, J.; Terrat, Y.; Zamyadi, A.; Dorner, S
Assessment of Toxic Cyanobacterial Blooms during Oxidation Toxins 2020 12 728 [CrossRef] [PubM 11. Moradinejad, S.; Trigui, H.; Guerra Maldonado, J.F.; Shapiro, J.; Terrat, Y.; Zamyadi, A.; Dorner, S.; Prévost, M. Diversity
Assessment of Toxic Cyanobacterial Blooms during Oxidation. References Toxins 2020, 12, 728. [CrossRef] [PubMed] j
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Greenstein K E ; Zamyadi A ; Glover C M ; Adams C ; Rosenfeldt E ; Wert E C Delayed Release of Intracellular Microcystin 12. Greenstein, K.E.; Zamyadi, A.; Glover, C.M.; Adams, C.; Rosenfeldt, E.; Wert, E.C. Delayed Release of Intracellular Microcystin
following Partial Oxidation of Cultured and Naturally Occurring Cyanobacteria. Toxins 2020, 12, 335. [CrossRef] [PubMed] y
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El Amrani ZerrifiS ; El KhalloufiF ; Mugani R ; El Mahdi R ; Kasrati A ; Soulaimani B ; Barros L ; Ferreira I C F R ; Amaral 13. El Amrani Zerrifi, S.; El Khalloufi, F.; Mugani, R.; El Mahdi, R.; Kasrati, A.; Soulaimani, B.; Barros, L.; Ferreira, I.C.F.R.; Amaral,
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Higher purpose in life and education were associated with better cognition among older adults
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Arquivos de Neuro-Psiquiatria
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cc-by
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© 2024. The Author(s).
This is an open access article published by Thieme under the terms of the
Creative Commons Attribution 4.0 International License, permitting copying
and reproduction so long as the original work is given appropriate credit
(https://creativecommons.org/licenses/by/4.0/).
Thieme Revinter Publicações Ltda., Rua do Matoso 170, Rio de
Janeiro, RJ, CEP 20270-135, Brazil Arq. Neuropsiquiatr. 2024;82(3):s00441779506. DOI https://doi.org/
10.1055/s-0044-1779506.
ISSN 0004-282X. 1Universidade de São Paulo, Escola de Artes, Ciências e Humanidades,
Departamento de Gerontologia, São Paulo SP, Brazil. Article published online: 2024-02-23 Article published online: 2024-02-23 Article published online: 2024-02-23 Original Article 1Universidade de São Paulo, Escola de Artes, Ciências e Humanidades,
Departamento de Gerontologia, São Paulo SP, Brazil.
2Universidade Estadual de Campinas, Faculdade de Ciências Médicas,
Departamento de Gerontologia, Campinas SP, Brazil. Address for correspondence Mônica Sanches Yassuda
(email: yassuda@usp.br) 1Universidade de São Paulo, Escola de Artes, Ciências e Humanidades,
Departamento de Gerontologia, São Paulo SP, Brazil. 2Universidade Estadual de Campinas, Faculdade de Ciências Médicas,
Departamento de Gerontologia, Campinas SP, Brazil. p
g
2Universidade Estadual de Campinas, Faculdade de Ciências Médicas,
Departamento de Gerontologia Campinas SP Brazil Resumo Antecedentes
Com o envelhecimento, algumas habilidades cognitivas mudam
devido a processos neurobiológicos. A cognição também pode ser influenciada por
aspectos psicossociais. Objetivo
Descrever as relações entre uma medida de neuroticismo, sintomas
depressivos, propósito de vida e o desempenho cognitivo em pessoas idosas residentes
na comunidade. Métodos
Trata-se de uma análise transversal com base nos dados da segunda onda do
estudo de Fragilidade em Idosos Brasileiros (FIBRA), realizado entre 2016 e 2017. A
amostra foi composta por 419 pessoas idosas ( 72 anos) cognitivamente saudáveis e
em maior parte com baixa escolaridade. As variáveis de interesse foram as sociodemo-
gráficas, domínio Neuroticismo do NEO-PI-R, Escala de Depressão Geriátrica (EDG) e
Escala de Propósito de Vida (PV) e um escore cognitivo composto que incluiu o
Miniexame de Estado Mental (MEEM) e as pontuações dos subitens do Miniexame
Cognitivo de Addenbrooke (M-ACE), a saber, Fluência Verbal (FV) Animal, Teste do
Desenho do Relógio (TDR) e Memória Episódica (nome e endereço). Resultados
Houve um maior número de mulheres (70%), com idade elevada
(mediana ¼ 80 anos, IIQ ¼ 77-82) e baixa escolaridade (mediana ¼ 4 anos, IIQ ¼ 2-5). Nas correlações bivariadas, anos de escolaridade (ρ ¼ 0,415; p < 0,001) e PV
(ρ ¼ 0,220; p < 0,001) foram positivamente associadas à cognição. Neuroticismo
(ρ ¼ -0,175; p < 0,001) e sintomas depressivos (ρ ¼ -0,185; p < 0,001) foram negativa-
mente associados à cognição. Na regressão logística, após a inclusão de variáveis de
confusão, as associações entre cognição e PV (OR ¼ 2,04; p ¼ 0,007) e escolaridade
(OR ¼ 1,32; p < 0,001) permaneceram significativas. Palavras-chave
►Pessoas Idosas
►Neuroticismo
►Depressão
►Propósito de Vida
►Cognição Conclusão
Baixo PV e baixa escolaridade foram associados à pior cognição em idosos. Tais resultados podem ser relevantes em programas que visam a melhorar a cognição
entre pessoas idosas. Abstract Objetivo
Descrever as relações entre uma medida de neuroticismo, sintomas
depressivos, propósito de vida e o desempenho cognitivo em pessoas idosas residentes
na comunidade. Métodos
Trata-se de uma análise transversal com base nos dados da segunda onda do
estudo de Fragilidade em Idosos Brasileiros (FIBRA), realizado entre 2016 e 2017. A
amostra foi composta por 419 pessoas idosas ( 72 anos) cognitivamente saudáveis e
em maior parte com baixa escolaridade. As variáveis de interesse foram as sociodemo-
gráficas, domínio Neuroticismo do NEO-PI-R, Escala de Depressão Geriátrica (EDG) e
Escala de Propósito de Vida (PV) e um escore cognitivo composto que incluiu o
Miniexame de Estado Mental (MEEM) e as pontuações dos subitens do Miniexame
Cognitivo de Addenbrooke (M-ACE), a saber, Fluência Verbal (FV) Animal, Teste do
Desenho do Relógio (TDR) e Memória Episódica (nome e endereço). Resultados
Houve um maior número de mulheres (70%), com idade elevada
(mediana ¼ 80 anos, IIQ ¼ 77-82) e baixa escolaridade (mediana ¼ 4 anos, IIQ ¼ 2-5). Nas correlações bivariadas, anos de escolaridade (ρ ¼ 0,415; p < 0,001) e PV
(ρ ¼ 0,220; p < 0,001) foram positivamente associadas à cognição. Neuroticismo
(ρ ¼ -0,175; p < 0,001) e sintomas depressivos (ρ ¼ -0,185; p < 0,001) foram negativa-
mente associados à cognição. Na regressão logística, após a inclusão de variáveis de
confusão, as associações entre cognição e PV (OR ¼ 2,04; p ¼ 0,007) e escolaridade
(OR ¼ 1,32; p < 0,001) permaneceram significativas. Conclusão
Baixo PV e baixa escolaridade foram associados à pior cognição em idosos. Tais resultados podem ser relevantes em programas que visam a melhorar a cognição
entre pessoas idosas. Palavras-chave
►Pessoas Idosas
►Neuroticismo
►Depressão
►Propósito de Vida
►Cognição Conclusion
Low PiL and low education levels were associated with worse cognition
among older adults. Such results may be of relevance in programs that aim to improve
cognition among older adults. Arquivos de Neuro-Psiquiatria
Vol. 82
No. 3/2024
© 2024. The Author(s). Abstract Background
With aging, some cognitive abilities change because of neurobiological
processes. Cognition may also be influenced by psychosocial aspects. Background
With aging, some cognitive abilities change because of neurobiological
processes. Cognition may also be influenced by psychosocial aspects. Objective
To describe the relationship between a measure of neuroticism, depression
symptoms, purpose in life, and cognitive performance in community-dwelling older
adults. Methods
This was a cross-sectional analysis based on the data from the second wave
of the Frailty in Brazilian Older Adults (FIBRA) study, carried out between 2016 and
2017. The sample consisted of 419 older people ( 72 years old) cognitively
unimpaired and mostly with low education. The variables of interest were sociodemo-
graphic, Neuroticism domain from the NEO-PI-R, Geriatric Depression Scale (GDS),
Purpose in Life (PiL) scale, and a cognitive composite score which included the Mini-
Mental State Examination (MMSE), and the scores for the sub-items of the Mini-
Addenbrooke’s Cognitive Examination (M-ACE), namely, Verbal Fluency (VF) – Animal,
Clock Drawing Test (CDT), Episodic Memory (name and address). Results
There was a greater number of women (70%), with older age (median ¼ 80
years, IQR ¼ 77-82), and low education (median ¼ 4 years, IQR ¼ 2-5). In the bivariate
correlations, years of education (ρ ¼ 0.415; p < 0.001) and PiL (ρ ¼ 0.220; p < 0.001)
were positively associated with cognition. Neuroticism (ρ ¼ -0.175; p < 0.001) and
depression symptoms (ρ ¼ -0.185; p < 0.001) were negatively associated with cogni-
tion. In the logistic regression, after including confounding variables, the associations
between cognition and PiL (OR ¼ 2.04; p ¼ 0.007) and education (OR ¼ 1.32;
p < 0.001) remained significant. Keywords
►Older Adults
►Neuroticism
►Depression
►Purpose in Life
►Cognition Keywords
►Older Adults
►Neuroticism
►Depression
►Purpose in Life
►Cognition received
July 21, 2023
receive in its final form
November 29, 2023
accepted
December 3, 2023 received
July 21, 2023
receive in its final form
November 29, 2023
accepted
December 3, 2023 PiL and education relate to better cognition
Oliveira et al. 2 2 Conclusion
Low PiL and low education levels were associated with worse cognition
among older adults. Such results may be of relevance in programs that aim to improve
cognition among older adults. Resumo
Antecedentes
Com o envelhecimento, algumas habilidades cognitivas mudam
devido a processos neurobiológicos. A cognição também pode ser influenciada por
aspectos psicossociais. INTRODUCTION colleagues have documented that higher PiL predicts greater
longevity and better health behaviors.11 Recent research has
shown that higher PiL can also have a positive impact on
cognition. For example, in a longitudinal study, higher PiL
was reported as having a protective effect against cognitive
decline.5 It was also associated with better coping skills during
stressful events and greater longevity.12 In a recent meta-
analysis about PiL and cognition, PiL was associatedwith better
performance in episodic memory and verbal fluency tasks.13 The inclusion criteria for the follow-up participation were
the same as for the baseline assessment: • understanding instructions for tasks, • accepting to participate in the study, and • permanent residence in the census tract. The psychosocial aspects described above represent im-
portant mental health parameters that can significantly
influence cognition among older people.7,8,12 However,
these data originated from high-income countries, where
socioeconomic conditions and mental healthcare access tend
to be significantly better than in middle- and low-income
countries. Therefore, we understand that the association
between psychosocial aspects and cognition should also be
investigated in such adverse contexts. In addition, this asso-
ciation has rarely been explored among the oldest old, and no
previous studies about the topic were identified in Brazil. Therefore, the objective of the present study was to investi-
gate the associations between sociodemographic, neuroti-
cism, DS, PiL variables, and cognitive performance in a
sample of community-dwelling older adults, 72þ years,
residing in the state of São Paulo, Brazil. We hypothesized
that lower neuroticism, lower DS, and higher PiL would be
associated with better cognitive performance. The exclusion criteria were as follows: • impaired cognitive and communication skills, suggesting
cognitive impairment; • permanent or temporary inability to walk; • aphasia or loss of muscle strength due to stroke sequelae; • severe impairment of speech and motricity related to
Parkinson’s disease in an advanced stage; Parkinson’s disease in an advanced stage; • severe hearing and visual disability; and • terminal disease. The informants were the older people
themselves or a family member residing in the house-
hold. INTRODUCTION worse performance in domains such as memory, function
executive, attention, process speed, visuospatial ability, verbal
fluency, and numerical reasoning. Another longitudinal study
identified that low neuroticism was associated with less
cognitive decline and greater longevity.3 Age-relatedcognitive change isone of the most studied aspects
of aging. With age, there may be a reduction in cognitive
performance, with implications for daily life and well-being.1
Cognitive changes are related to brain aging, that is, the
anatomical and physiological changes that occur throughout
the life cycle.2 It has also been documented that cognitive
performance in old age may be influenced by psychosocial
aspects, such aspersonality profile, psychiatric conditions such
as depression, and certain domains of psychological well-being
- purpose in life (PiL), among other factors.3–5 Depression is a mood disorder that significantly affects an
individual’s ability to function and relate to others. Depression
symptoms (DS) have commonly been associated with reduced
cognitive performance. DS can influence cognitive domains,
such as learning and memory, attention and concentration,
executive functions, and processing speed.4 Also, in a longitu-
dinal study, lifetime recurrent depression episodes were pre-
dictive of worse cognitive status, and a higher risk of cognitive
impairment inearlyold age,8 although thisfinding iscontested
by other studies (e.g., Burhanullah et al.9). Among psychosocial aspects, studies have suggested that
neuroticism, a personality factor related to negative emotional
and behavioral reactions to stressful situations, has an associ-
ation with cognitive performance.6 This aspect of personality,
although present in all individuals, when at elevated levels has
often been linked to poor cognitive aging in longitudinal
studies. For instance, Sutin et al.7 reported that high scores
in neuroticism among respondents were associated with PiL is one of the most important domains of the psychologi-
cal well-being construct. It refers to the meaning, purpose, and
sense of direction that people assign to their own lives.10
Importantly, higher PiL is considered an important predictor
of healthy aging. For instance, in previous work, Ryff and PiL and education relate to better cognition Oliveira et al. 3 (FIBRA) study, carried out between 2016 and 2017. The
sample included older Brazilians aged 72þ years living in
the city of Campinas and in the Ermelino Matarazzo district
in the city of São Paulo, both located in the state of São Paulo. INTRODUCTION For more details regarding the FIBRA study please
see Neri et al.14 Among the 1,284 participants at baseline, there were 192
deaths and 543 losses due to various reasons (participants not
located [57.9%], refusals [3.5%], withdrawal of permission
during data collection [5.5%], exclusion due to study criteria
[1.6%], and presenceof risks to interviewers[0.5%]).14A total of
549 older adults underwent assessment of cognitive status, of
which 419 scored above the education-adjusted cut-off score
for dementia on the Mini-Mental State Examination (MMSE)
and completed the follow-up protocol14 which included the
measures of interest for the present study (►Figure 1). The Mini-Addenbrooke’s Cognitive Examination (M-ACE) This is a brief cognitive screening instrument for dementia
composed of temporal orientation questions, an Episodic
Memory test (name and address), Verbal Fluency (VF) -
animal category, and the Clock Drawing Test (CDT).16 For the present analyses, the MMSE, and the M-ACE sub-
item scores for VF, CDT, and the Episodic Memory delayed
recall were used to compose a composite score for cognition. Th
M ACE
l
d
id h
l
f For the present analyses, the MMSE, and the M-ACE sub-
item scores for VF, CDT, and the Episodic Memory delayed
recall were used to compose a composite score for cognition. The M-ACE total score was not used to avoid the overlap of
the temporal orientation sub-items present in the M-ACE
and the MMSE. The level of statistical significance adopted for all analy-
ses was p < 0.05. The statistical software Jamovi (Version
2.3.28, 2022, Australia) and JASP (Version 0.17.2, 2023, The
Netherlands) were used. Statistical analyses The interviews were conducted by undergraduate and
graduate students who were trained to apply the protocols. Recruitment was carried out in older adults’ homes accord-
ing to the list of addresses available in the baseline database. The evaluation was carried out at the residence by a pair of
interviewers in one session, with an average duration of
75 minutes. The variables of interest in the study do not have a normal
distribution, which is why non-parametric data was used. Therefore, for descriptive analysis of the data, the Mann-
Whitey (two categories) and Kruskall-Wallis (three catego-
ries or more) tests were used. Mann-Whitney test and the
Kruskall-Wallis (with post hoc comparisons, Dwass-Steel-
Critchlow-Fligner [DSCF]) to compare continuous variables
and the Chi-square test to compare categorical variables. Participants or caregivers completed and signed an in-
formed consent form. The project was approved by the
ethical committee of the State University of Campinas, under
the following protocol numbers - CAAE 49987615.3.0000. 5404 and 92684517.5.1001.5404. The dependent variable was the cognitive composite
score including the MMSE and the VF, CDT, and Episodic
Memory items from the M-ACE. To create the cognitive
composite score, the individual test scores were normalized
into z-scores. The z-scores for the tests were added and
divided by the number of items, to generate a global cogni-
tive score. Considering that the present sample was com-
posed only of participants with unimpaired cognition,
according to the MMSE, the composite score was trans-
formed into a dichotomous variable, z 0 (newZ ¼ 0) to
represent lower cognitive performance and z > 0 (newZ ¼ 1)
to represent higher cognitive performance. Participants and study design The present study includes cross-sectional analyses of data
from the second wave of the Frailty in Brazilian Older Adults Figure 1
Recruitment flowchart and composition of the follow-up sample. FIBRA Study, 2016-2017. A
i
d
N
P i
i t i
V l 82
N
3/2024
© 2024 Th
A th
( ) Figure 1
Recruitment flowchart and composition of the follow-up sample. FIBRA Study, 2016-2017. Arquivos de Neuro-Psiquiatria
Vol. 82
No. 3/2024
© 2024. The Author(s). PiL and education relate to better cognition
Oliveira et al. 4 4 adopted cutoff scores for the MMSE were: 17 points for
illiterates, 22 points for 1–4 years of formal study, 24 points
for 5–8 years, and 26 points for those with 9 or more.15 with responses on a Likert scale. The higher the score, the
higher the purpose in life. Geriatric Depression Scale (GDS) This is a 15-item depression screening instrument for older
adults.18 A score 6 is considered to be suggestive of major
depression. ►Table 2 characterizes the sample divided by age groups. There were 185 individuals between 72 and 79 years of age
(44%) and 234 older adults 80þ years. The younger group
showed a lower score on Neuroticism (p ¼ 0.050). Neuroticism The sample was comprised of cognitively unimpaired older
adults, mostly with low education. ►Table 1 presents the
sociodemographic, psychosocial, and cognitive characteri-
zation of the total sample and the sample divided by sex. Among the participants, 70% were women, with a high age
(median ¼ 80 years) and low educational level (median ¼ 4
years), with 13% of participants without formal education. In addition, 18% of participants lived alone, with a greater
number of women in this living condition. Also, 20% of
participants had GDS scores suggestive of major depression
and women had a higher level of neuroticism than men. The sample was comprised of cognitively unimpaired older
adults, mostly with low education. ►Table 1 presents the
sociodemographic, psychosocial, and cognitive characteri-
zation of the total sample and the sample divided by sex. Among the participants, 70% were women, with a high age
(median ¼ 80 years) and low educational level (median ¼ 4
years), with 13% of participants without formal education. In addition, 18% of participants lived alone, with a greater
number of women in this living condition. Also, 20% of
participants had GDS scores suggestive of major depression
and women had a higher level of neuroticism than men. It represents the domain of the Revised NEO Personality
Inventory (NEO-PI-R). It assesses the characteristics of emo-
tional instability and individual adjustment. This scale con-
sisted of 12 items rated on a Likert scale. The higher the score,
the higher the intensity of neuroticism.6,17 The FIBRA study
did not collect data on other personality domains besides
Neuroticism. Sociodemographic data Age (72-79 and 80þ years old), sex, education (illiterate, 1-4
years of study, 5-8, and 9 þ ), household living arrangement
(live alone – yes or no), and family income were considered. MMSE This instrument assesses global cognition, with a maximum
score of 30 points.15 Spearman’s correlation tests and logistic regression anal-
yses were used to test the associations among the selected
variables. For the logistic regression analysis, the cognitive
composite score was the dependent variable, and the socio-
demographic and psychosocial variables were included as
independent variables. The forced entry model was used to
include all the independent variables and the cognitive
composite score in the regression equation. Arquivos de Neuro-Psiquiatria
Vol. 82
No. 3/2024
© 2024. The Author(s). Purpose in Life (PiL) This scale is part of the Psychological Well-Being scale
developed by Ryff and Keyes.10,19 It examines the sense of
meaning in life, beliefs that give meaning to life, and whether
the person has goals for living. It consists of ten questions ►Table 3 demonstrates the differences related to educa-
tional level (illiterate, 1-4 years of study, 5-8, and 9 þ ). Among those with higher education (9þ years) income
was higher and there was a higher percentage of people Arquivos de Neuro-Psiquiatria
Vol. 82
No. 3/2024
© 2024. The Author(s). PiL and education relate to better cognition 5 Oliveira et al. 5 Table 1 Sociodemographic, psychosocial, and cognitive characterization of the total sample and divided by sex (n ¼ 419). FIBRA
Study, 2016-2017
Variables
Total
n ¼ 419 (100%)
Sex
p-value
Women
n ¼ 293 (70%)
Men
n ¼ 126 (30%)
Age, n (%)
MD (IQR)
80 (77-83)
80 (77-82)
80 (78-83)
0.064þ
Education, n (%)
Illiterate
54 (13%)
42 (14%)
12 (10%)
0.194þþ
Literate
356 (85%)
246 (84%)
110 (87%)
Missing
9 (2%)
5 (2%)
4 (3%)
MD (IQR)
4 (2-5)
4 (2-5)
4 (3-5.7)
0.221þ
Family income, n (%)
MD (IQR)
2,400 (1,760-3,600)
2,325 (1,700-3,712)
2,500 (1,874-3,500)
0.876þ
Missing
47
33
14
Live alone, n (%)
Yes
77 (18%)
61 (21%)
16 (13%)
0.013þþ
No
239 (57%)
153 (52%)
86 (68%)
Missing
103 (25%)
79 (27%)
24 (19%)
MMSE
MD (IQR)
25 (23-27)
25 (23-27)
26 (24-27)
0.108þ
VF
MD (IQR)
11 (9-14)
11 (9-14)
11 (9-14)
0.872þ
CDT
MD (IQR)
2 (1-4)
3 (1-4)
2 (1-4)
0.688þ
Missing
1
0
1
Episodic memory
MD (IQR)
3 (0-5)
2 (0-5)
3 (1-5)
0.481þ
Missing
2
2
0
Neuroticism
MD (IQR)
26 (21-31)
27 (22-32)
24 (19-29)
0.002þ
Missing
20
13
7
PiL
MD (IQR)
3.6 (3.1-4)
3 (3.1-4)
3.5 (3.1-3.9)
0.467þ
Missing
17
11
6
GDS, n (%)
6
82 (20%)
62 (21%)
20 (16%)
0.211þþ
5
337 (80%)
231 (79%)
106 (84%)
MD (IQR)
3 (2-5)
3 (2-5)
3 (2-5)
0.407þ Table 1 Sociodemographic, psychosocial, and cognitive characterization of the total sample and divided by sex (n ¼ 419). FIBRA
Study, 2016-2017 living alone. The higher the level of education of the partic-
ipants, the higher the cognitive scores. Arquivos de Neuro-Psiquiatria
Vol. 82
No. 3/2024
© 2024. The Author(s). Abbreviations: CDT, Clock Drawing Test; GDS, Geriatric Depression Scale; IQR, interquartile range; MD, median; MMSE, Mini-Mental State
Examination; n, sample size; PiL, Purpose in Life; VF, Verbal Fluence (animal category).
Note: þMann Whitney test; þþQui-square test; p-value < 0.05 shows statistical significance. DISCUSSION This study explored the relationships between psychosocial
and sociodemographic variables with cognitive performance
in adults 72þ years. Among the main results, in bivariate
correlations, global cognition was significantly related to
education, Neuroticism, GDS, and PiL. In the logistic regres-
sion, with psychosocial and sociodemographic variables
included as independent variables, global cognition was
significantly associated with PiL and number of years of
education. ►Table 4 shows the Spearman ρ (rho) bivariate corre-
lations between global cognition (composite score) and
the psychosocial and sociodemographic variables. There
was a significant correlation between global cognition
and education, Neuroticism, PiL, and GDS scores. PiL was
negatively correlated with GDS and Neuroticism. Still,
Neuroticism was positively correlated with GDS scores;
and global cognition and education were also positively
correlated. In the sample, a greater presence of women and older
people (80þ years) was observed, similarly to what was
found in the study by Freitas et al.,20 among other studies,
suggesting greater participation of women in gerontological
research. The sample consisted mostly of participants with a
low educational level. In Brazil, this has been a common
finding in community-based studies, as it reflects the ►Table 5 presents the results of the logistic regression
analysis including the variables of interest (sociodemo-
graphic, psychosocial, and cognitive variables). This model
did not show multilinearity (Tolerance > 0,1; VIF < 10)
among the independent variables. The model indicated
that education and PiL were significantly associated with
global cognitive performance. PiL and education relate to better cognition
Oliveira et al. 6 6 Table 2 Sociodemographic, psychosocial, and cognitive characterization of the total sample divided by age group (n ¼ 419). DISCUSSION FIBRA
Study, 2016-2017
Variables
Age group
p-value
72-79
n ¼ 185 (44%)
80þ
n ¼ 234 (56%)
Education, n (%)
Illiterate
24 (13%)
30 (13%)
0.931þþ
Literate
156 (84%)
200 (85%)
Missing
5 (3%)
4 (2%)
MD (IQR)
4 (2-6)
4 (2-4)
0.159þ
Family income, n (%)
MD (IQR)
2,346 (1,800-3,070)
2,490 (1,700-4,000)
0.628þ
Missing
17
30
Live alone, n (%)
Yes
24 (13%)
53 (23%)
0.659þþ
No
81 (44%)
158 (67%)
Missing
80 (43%)
23 (10%)
MMSE
MD (IQR)
25 (23-27)
25 (23-27)
0.772þ
VF
MD (IQR)
12 (9-14)
11 (8-13)
0.053þ
CDT
MD (IQR)
2 (1-5)
3 (1-4)
0.242þ
Missing
0
1
Episodic memory
MD (IQR)
2 (0-5)
3 (1-5)
0.817þ
Missing
0
2
Neuroticism
MD (IQR)
27 (22-32)
25 (20-30)
0.050þ
Missing
7
13
PiL
MD (IQR)
3.6 (3.1-4)
3.6 (3.1-4)
0.924þ
Missing
8
9
GDS, n (%)
6
34 (18%)
48 (21%)
0.789þþ
5
151 (82%)
186 (79%)
MD (IQR)
3 (2-5)
3 (2-5)
0.369þ Table 2 Sociodemographic, psychosocial, and cognitive characterization of the total sample divided by age group (n ¼ 419). FIBRA
Study 2016-2017 psychosocial, and cognitive characterization of the total sample divided by age group (n ¼ 419). FIBRA Abbreviations: CDT, Clock Drawing Test; GDS, Geriatric Depression Scale; IQR, interquartile range; MD, median; MMSE, Mini-Mental State
Examination; n, sample size; PiL, Purpose in Life; VF, Verbal Fluence (animal category). Notes: þMann Whitney test; þþQui-square test; p-value < 0.05 shows statistical significance. Table 3 Sociodemographic, psychosocial, and cognitive characterization of the total sample divided by educational level
(n ¼ 419). FIBRA Study, 2016-2017 Table 3 Sociodemographic, psychosocial, and cognitive characterization of the total sample divided by educational level
(n ¼ 419). Vol. 82
No. 3/2024
© 2024. The Author(s). Arquivos de Neuro-Psiquiatria
Vol. 82
No. 3/2024
© 2024. The Author(s). Arquivos de Neuro-Psiquiatria
Vol. 82
No. 3/2024
© 2024. The Author(s). DISCUSSION FIBRA Study, 2016-2017
Variables
Educational level
p-value
Illiterate
n ¼ 57 (14%)
1-4
n ¼ 244 (58%)
5-8
n ¼ 68 (16%)
9þ
n ¼ 50 (12%)
Age, n (%)
MD (IQR)
81 (76-84)
80 (77-82)
78 (75-81.3)
79.5 (77-83.8)
0.058
Family income, n (%)
MD (IQR)
1,874
(1,264-2,811)c,d
2,000
(1,625-3,000)d
2,500
(1,800-4,000)d,a
4,000
(2,950-7,000)b,c,a
<0.001
Missing
12
26
6
3
Live alone, n (%)
Yes
8 (14%)
41 (17%)
14 (21%)
14 (28%)
<0.001þþ
No
36 (63%)
144 (59%)
39 (57%)
20 (40%)
Missing
13 (23%)
59 (24%)
15 (22%)
16 (32%)
MMSE
MD (IQR)
20 (18-23)b,c,d
25 (23-27)c,d,a
26 (25-27.3)b,d,a
27 (26-28)b,c,a
<0.001
VF
MD (IQR)
10 (8-12)c,d
11 (9-14)
12 (9.7-14.3)a
12 (11-16.8)a
0.005
CDT
MD (IQR)
0 (0-1)b,c,d
3 (1-4)d,a
3 (2-4)a
4 (2-5)b,a
<0.001
Missing
0
1
0
0 psychosocial, and cognitive characterization of the total sample divided by educational level
-2017 Table 3 Sociodemographic, psychosocial, and cognitive characterization of the total sample d
(n ¼ 419). FIBRA Study, 2016-2017 PiL and education relate to better cognition
Oliveira et al. 7 Table 3 (Continued)
Variables
Educational level
p-value
Illiterate
n ¼ 57 (14%)
1-4
n ¼ 244 (58%)
5-8
n ¼ 68 (16%)
9þ
n ¼ 50 (12%)
Episodic memory
MD (IQR)
0 (0-3)b,c,d
2 (1-5)d,a
3 (1-5)a
5 (3-6)b,a
<0.001
Missing
1
1
0
0
Neuroticism
MD (IQR)
27.5 (23.8-33.3)
26.5 (21-31)
24.5 (20-29)
25 (20-30)
0.229
Missing
1
12
6
1
PiL
MD (IQR)
3.4 (3-3.9)
3.6 (3.1-4)
3.7 (3.2-4)
3.8 (3.2-4.3)
0.183
Missing
3
10
3
1
GDS, n (%)
6
12 (21%)
49 (20%)
12 (18%)
9 (18%)
0.972þþ
0.211
5
45 (79%)
195 (80%)
56 (82%)
41 (82%)
MD (IQR)
3 (2-5)
3 (2-5)
2 (1-4.2)
2 (1-4) Table 4 Spearman’s bivariate correlation between variables of interest in the sample (n ¼ 419). Note. Global cognition (composite score ¼ Mini-Mental State Examination þ Verbal Fluence (animal category) þ Clock Drawing Test þ Episodic
Memory (name and address)/4); PiL ¼ Purpose in Life; GDS ¼ Geriatric Depression Scale (total score); ρ ¼ Spearman’s rho; CI ¼ confidence interval;
p-value < 0.05 shows statistical significance. p
p
(
g
y)
Notes: Kruskal-Wallis test (with post hoc comparisons, Dwass-Steel-Critchlow-Fligner [DSCF]); þþQui-square test; p-value < 0.05 shows statistical
significance. a ¼ different from illiterates (p < 0.05); b ¼ different from 1-4 years (p < 0.05); c ¼ different from 5-8 years (p < 0.05); d ¼ different from
9þ years (p < 0.05). posite score ¼ Mini-Mental State Examination þ Verbal Fluence (animal category) þ Clock Drawing Test þ Episodic Abbreviations: CDT, Clock Drawing Test; GDS, Geriatric Depression Scale; IQR, interquartile range; MD, median; MM
Examination; n, sample size; PiL, Purpose in Life; VF, Verbal Fluence (animal category). DISCUSSION FIBRA Study, 2016-2017
Variable 1
Variable 2
ρ
95% CI
p-value
Lower
Upper
Age
Education
-0.060
-0.155
0.036
0.217
Age
Family income
0.020
-0.082
0.121
0.704
Age
Global cognition
-0.068
-0.163
0.028
0.163
Age
Neuroticism
-0.057
-0.155
0.041
0.253
Age
PiL
-0.065
-0.162
0.033
0.195
Age
GDS
0.003
-0.092
0.099
0.945
Education
Family income
0.329
0.235
0.417
<0.001
Education
Global cognition
0.415
0.332
0.491
<0.001
Education
Neuroticism
-0.141
-0.236
-0.043
0.005
Education
PiL
0.077
-0.021
0.173
0.125
Education
GDS
-0.116
-0.210
-0.021
0.017
Family income
Global cognition
0.237
0.138
0.330
<0.001
Family income
Neuroticism
-0.148
-0.248
-0.045
0.005
Family income
PiL
0.128
0.025
0.228
0.015
Family income
GDS
-0.124
-0.223
-0.022
0.017
Global cognition
Neuroticism
-0.175
-0.268
-0.078
<0.001
Global cognition
PiL
0.220
0.125
0.311
<0.001
Global cognition
GDS
-0.185
-0.276
-0.091
<0.001
Neuroticism
PiL
-0.332
-0.418
-0.240
<0.001
Neuroticism
GDS
0.526
0.451
0.594
<0.001
PiL
GDS
-0.446
-0.521
-0.364
<0.001 Arquivos de Neuro-Psiquiatria
Vol. 82
No. 3/2024
© 2024. The Author(s). PiL and education relate to better cognition
Oliveira et al. 8 Table 5 Logistic regression including the study variables of interest with the cognitive composite score as the dependent variable
(n ¼ 419). FIBRA Study, 2016-2017
Parameter
Estimate
OR
95% CI
p-value
Lower
Upper
Age
-0.054
0.947
-0.115
0.006
0.079
Sex (men)
-0.186
0.831
-0.859
0.488
0.589
Education
0.279
1.321
0.168
0.389
<0.001
Family income
-0.000
1.000
-0.000
0.000
0.759
Live alone (yes)
0.243
1.275
-0.528
1.014
0.537
Neuroticism
-0.032
0.969
-0.075
0.011
0.148
GDS
0.078
1.081
-0.063
0.219
0.277
PiL
0.714
2.043
0.197
1.232
0.007
Note. GDS ¼ Geriatric Depression Scale (total score); PiL ¼ Purpose in Life; OR ¼ odds ratio; CI ¼ confidence interval; p-value < 0.05 shows statistical
significance. Table 5 Logistic regression including the study variables of interest with the cognitive composite score as the dependent variable
(n ¼ 419). DISCUSSION FIBRA Study, 2016-2017 historical reality of lower access to education in older
generations.21,22 suggested the negative influence of depression on cognitive
performance.28,29 Studies have shown deficits in memory
and executive functions among people with major depres-
sion.4,30 Studies have also pointed out that higher neuroti-
cism and DS could be associated with faster cognitive decline
with age31,32 and a higher incidence of dementia.33 However,
Burhanullah et al.9 found no association between depression
and dementia. In the present analyses, GDS scores were
negatively related to global cognition, yet this association
was not significant in the multivariable model. It was identified that 18% of participants lived alone, with
a greater percentage of women in this living arrangement. In
the National Health Survey in Brazil, carried out in 2013, it
was observed that 15.3% of people aged 60 and over lived
alone.21 The change from a cohabitation profile towards a
greater number of single-person households in recent dec-
ades is related to several factors, such as the demographic
and epidemiological transition, changes in family arrange-
ments, shorter duration of marital unions, and fewer chil-
dren or more childless couples.23 Differently from the other psychosocial variables in the
present study, PiL was positively associated with global
cognition in the bivariate correlation analyses and the asso-
ciation remained significant in the logistic regression, in the
presence of other psychosocial and sociodemographic vari-
ables. This finding suggests that the influence of PiL on the
cognition of older adults may be greater than the influence of
DS and neuroticism. High PiL scores have previously been
associated with better cognitive performance, in episodic
memory and verbal fluency, and with a lower risk of cogni-
tive decline.34,35 It is possible that older people with higher
levels of PiL have a more positive view of aging and present
more protective behaviors in relation to their health.36 In
turn, such behaviors could be associated with greater cogni-
tive reserve, such as involvement in intellectually stimulat-
ing activities. When the psychosocial variables were compared across
sex, it was observed that women had a higher level of
Neuroticism. Arquivos de Neuro-Psiquiatria
Vol. 82
No. 3/2024
© 2024. The Author(s). PiL and education relate to better cognition 9 Oliveira et al. of healthy behaviors,39 a more positive view of aging and life,
greater resilience, optimism, a sense of self-efficacy, and
better functioning of biological systems.36 Likewise, higher
PiL would be related to low neuroticism, as it could enable
emotional self-regulation in the management of adverse
events39 and also favor positive affects.37 2 Salthouse TA. Trajectories of normal cognitive aging. Psychol
Aging 2019;34(01):17–24. Doi: 10.1037/pag0000288 3 Stephan Y, Sutin AR, Luchetti M, Terracciano A. Facets of consci-
entiousness and longevity: Findings from the Health and Retire-
ment Study. J Psychosom Res 2019;116:1–5. Doi: 10.1016/j. jpsychores.2018.11.002 4 Pan Z, Park C, Brietzke E, et al. Cognitive impairment in major
depressive
disorder. CNS
Spectr
2019;24(01):22–29. Doi:
10.1017/S1092852918001207 One of the limitations of this study is its cross-sectional
design. Longitudinal surveys, with follow-up data over an
extended period, could provide informationon thetrajectories
of thesevariables andgenerate agreater understandingofsuch
relationships. In addition, in the present study, cognition was
investigated with the use of a composite score based on
screening tests, which precluded the investigation of the
association with specific cognitive domains. It is important
to highlight that the validity and reliability of each measure
included in the composite score were not assessed. Unfortu-
nately, the FIBRA study did not include additional domains of
the NEO-PI-R, such as conscientiousness, which would have
been important to investigate. On the other hand, the present
study fills an important gap, as the Brazilian gerontological
literature lacks studies involving psychosocial variables and
cognitive performance in cohorts of older adults. These data
are relevant for cross-cultural comparisons. 5 Marone S, Bloore K, Sebastiani P, et al. Purpose in life among
centenarian offspring. J Gerontol B Psychol Sci Soc Sci 2020;75
(02):308–315. Doi: 10.1093/geronb/gby023 6 Costa PT, Mccrae RR. NEO-PI-R professional manual: Revised NEO
Personality Inventory (NEO-PI-R) and NEO-Five Factor Inventory
(NEO-FFI). Odessa, FL:: Psychological Assessment Resources,;
1992 7 Sutin AR, Stephan Y, Luchetti M, Terracciano A. Five-factor model
personality traits and cognitive function in five domains in older
adulthood. BMC Geriatr 2019;19(01):343. Doi: 10.1186/s12877-
019-1362-1 8 James SN, Davis D, O’Hare C, et al. Lifetime affective problems and
later-life cognitive state: Over 50 years of follow-up in a British
birth cohort study. J Affect Disord 2018;241:348–355. Doi:
10.1016/j.jad.2018.07.078 9 Burhanullah MH, Tschanz JT, Peters ME, et al. Neuropsychiatric
symptoms as risk factors for cognitive decline in clinically normal
older adults: The Cache County Study. Am J Geriatr Psychiatry
2020;28(01):64–71. Acknowledgements The authors thank the staff and participants of the Frailty
in Brazilian Older Adults study for their important
contributions. 17 Flores-Mendonza CE. Inventário de Personalidade NEO-Revisado. Manual técnico. São PauloVetor Editora,2007 18 Paradela EM, Lourenço RA, Veras RP. [Validation of geriatric de-
pression scale in a general outpatient clinic]. Rev Saude Publica
2005;39(06):918–923. Doi: 10.1590/s0034-89102005000600008 PiL and education relate to better cognition Doi: 10.1016/j.jagp.2019.03.023 In conclusion, the present study investigated the associ-
ations between psychosocial variables and cognitive perfor-
mance among participants from the second wave of FIBRA
study. Lower PiL and lower education levels were associated
with worse cognition. The association between PiL and
global cognitive scores is relevant as it suggests that inter-
ventions geared to increase PiL (e.g., Friedman et al.40) might
also have a positive effect on cognition. 10 Ryff CD, Keyes CL. The structure of psychological well-being
revisited. J
Pers
Soc
Psychol
1995;69(04):719–727. Doi:
10.1037//0022-3514.69.4.719 11 Ryff CD, Kim ES. Extending research linking purpose in life to
health: The challenges of inequality, the potential of the arts, and
the imperative of virtue. In: Burrow AL, Hill P, eds. The Ecology of
Purposeful Living Across the Lifespan [Internet]. Cham:: Springer
International Publishing;; 2020:29–58. Doi: 10.1007/978-3-030-
52078-6_3 12 Kim G, Shin SH, Scicolone MA, Parmelee P. Purpose in life
protects against cognitive decline among older adults. Am J
Geriatr Psychiatry 2019;27(06):593–601. Doi: 10.1016/j.jagp. 2019.01.010 Authors’ Contributions
WLO, RCM, MC, DVSF, SSTB, TNO, ALN, MSY: conceptuali-
zation, data curation, formal analysis, funding acquisition,
investigation,
methodology,
project
administration,
resources, software, supervision, validation, visualization,
writing – original draft, writing – review & editing; 13 Sutin AR, Luchetti M, Stephan Y, Strickhouser JE, Terracciano A. The association between purpose/meaning in life and verbal
fluency and episodic memory: a meta-analysis of >140,000
participants from up to 32 countries. Int Psychogeriatr 2022;34
(03):263–273. Doi: 10.1017/S1041610220004214 Conflict of Interest There is no conflict of interest to declare. 16 Miranda DDC, Brucki SMD, Yassuda MS. The Mini-Addenbrooke’s
Cognitive Examination (M-ACE) as a brief cognitive screening
instrument in Mild Cognitive Impairment and mild Alzheimer’s
disease. Dement
Neuropsychol
2018;12(04):368–373. Doi:
10.1590/1980-57642018dn12-040005 DISCUSSION This finding has been commonly reported,
although, it is poorly understood, especially among older
adults.24 In the present study, participants with low education had
worse cognitive performance, and global cognition and
educational level were positively correlated, replicating the
well-known negative impact of low education on cogni-
tion.25 High education is understood as an important marker
of cognitive reserve, that is, brain characteristics that allow
higher cognitive functioning than expected in the face of
pathological processes or aging.26 Therefore, this finding was
expected. Elevated neuroticism has been associated with worse
cognitive performance. For example, longitudinal analyses
of the Health and Retirement Study (HRS) identified that
among individuals with higher neuroticism, there was sig-
nificantly lower performance in cognition.7 Another study
reported that high neuroticism was associated with lower
scores on episodic memory.27 In the present study, there was
a significant negative correlation between global cognition
and neuroticism. However, in the logistic regression, with
the inclusion of other psychosocial and demographic varia-
bles, the association did not remain significant. Logistic regression results revealed that besides higher
PiL, higher education was also significantly associated with
better global cognition. These findings are in line with the
Emory Healthy Aging Study, in which low PiL was identified
as a robust predictor of cognitive decline, especially when
associated with risk factors such as low education.35 Additionally, it was possible to observe, in the bivariate
correlations, that PiL was negatively correlated with GDS and
Neuroticism. These findings were similar to those found in
previous studies. In Ribeiro et al.,37 high PiL was associated
with a lower number of SD and in Kim et al.38 to a reduced
risk for developing major depression. Other authors postu-
lated the idea that higher PiL could lead to greater adoption Similarly, cognition has been negatively associated with
elevated DS in previous studies.8 Several studies have PiL and education relate to better cognition Support 14 Neri AL, et al. Follow-up evaluation of the FIBRA Study: socio-
demographic, cognitive, and frailty characterization of older
adults in Campinas and Ermelino Matarazzo, SP. Rev Bras Geriatr
Gerontol 2022;25(05):e210224. Doi: 10.1590/1981-22562022
025.210224.en This work was supported by the São Paulo Research Foun-
dation (FAPESP), grant number 16/00084-8, and by the
Brazilian National Council for Scientific and Technological
Development (CNPq), grant number 424789/2016-7. 15 Brucki SM, Nitrini R, Caramelli P, Bertolucci PH, Okamoto IH. [Suggestions for utilization of the mini-mental state examination
in Brazil]. Arq Neuropsiquiatr 2003;61( 3B):777–781. Doi:
10.1590/s0004-282. Doi: 2003000500014 1 Krivanek TJ, Gale SA, McFeeley BM, Nicastri CM, Daffner KR.
Promoting successful cognitive aging: A ten-year update. J Alz-
heimers Dis 2021;81(03):871–920. Doi: 10.3233/JAD-201462 References 1 Krivanek TJ, Gale SA, McFeeley BM, Nicastri CM, Daffner KR. Promoting successful cognitive aging: A ten-year update. J Alz-
heimers Dis 2021;81(03):871–920. Doi: 10.3233/JAD-201462 19 Ribeiro CC, Neri AL, Yassuda MS. Semantic-cultural validation and
internal consistency analysis of the Purpose in Life Scale for Arquivos de Neuro-Psiquiatria
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© 2024. The Author(s). 10 Oliveira et al. PiL and education relate to better cognition
Oliveira et a brazilian
older
adults. Dement
Neuropsychol
2018;12(03):
244–249. Doi: 10.1590/1980-57642018dn12-030004 brazilian
older
adults. Dement
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2018;12(03):
244–249. Doi: 10.1590/1980-57642018dn12-030004 31 Sadeq NA, Molinari V. Personality and its relationship to depres-
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oldest-old in Brazil. Inquiry 2022;59:469580221086922. Doi:
10.1177/00469580221086922 32 Munoz E, Stawski RS, Sliwinski MJ, Smyth JM, MacDonald SWS. The ups and downs of cognitive function: Neuroticism and
negative affect drive performance inconsistency. J Gerontol B
Psychol Sci Soc Sci 2020;75(02):263–273. Doi: 10.1093/ger-
onb/gby032 21 Negrini ELD, et al. Elderly persons who live alone in Brazil and
their lifestyle. Rev Bras Geriatr Gerontol 2018;21(05):523–531. Doi: 10.1590/1981-22562018021.180101 22 Barros ASX, et al. Education in the evening of life. . Ensaio: Aval Pol
Públ. Educ 2021;29(113):1115–1135. Doi: 10.1590/S0104-4036
20210002902496 33 Kuo CY, Stachiv I, Nikolai T. Association of late life depression,
(non-) modifiable risk and protective factors with dementia and
Alzheimer’s disease: literature review on current evidences,
preventive interventions and possible future trends in prevention
and treatment of dementia. Int J Environ Res Public Health 2020;
17(20):7475. Doi: 10.3390/ijerph17207475 23 Sette ABP, Coelho AB. Pattern of consumption in household living
arrangements in Brazil in 2008/2009. Rev Bras Estud Popul 2020;
37:e0111. Doi: 10.20947/S0102-3098a0111 24 Mac Giolla E, Kajonius PJ. Sex differences in personality are larger in
gender equal countries: Replicating and extending a surprising
finding. Int J Psychol 2019;54(06):705–711. Doi: 10.1002/ijop.12529 34 Sutin AR, Luchetti M, Terracciano A. Sense of purpose in life and
healthier cognitive aging. Trends Cogn Sci 2021;25(11):917–919. Doi: 10.1016/j.tics.2021.08.009 25 Lipnicki DM, Makkar SR, Crawford JD, et al; for Cohort Studies of
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protective factor of reported cognitive decline among late middle-
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1184–1214. Doi: 10.1037/bul0000344
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https://openalex.org/W4220652984
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https://figshare.com/articles/preprint/The_effect_of_cortical_thickness_and_thread_profile_dimensions_on_stress_and_strain_in_bone-anchored_implants_for_amputation_prostheses/14499759/1/files/27773880.pdf
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English
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The effect of cortical thickness and thread profile dimensions on stress and strain in bone-anchored implants for amputation prostheses
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Journal of the mechanical behavior of biomedical materials/Journal of mechanical behavior of biomedical materials
| 2,022
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cc-by
| 8,734
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The effect of cortical thickness and thread profile dimensions on
stress and strain in bone-anchored implants for amputation
prostheses This paper was downloaded from TechRxiv (https://www.techrxiv.org). SUBMISSION DATE / POSTED DATE SUBMISSION DATE / POSTED DATE
28-04-2021 / 30-04-2021 10.36227/techrxiv.14499759.v1 CITATION Thesleff, Alexander; Ortiz-Catalan, Max; Brånemark, Rickard (2021): The effect of cortical thickness and
thread profile dimensions on stress and strain in bone-anchored implants for amputation prostheses. TechRxiv. Preprint. https://doi.org/10.36227/techrxiv.14499759.v1 10.36227/techrxiv.14499759.v1 1 1 Title The effect of cortical thickness and thread profile dimensions on stress and strain in bone-anchored
implants for amputation prostheses The effect of cortical thickness and thread profile dimensions on stress and strain in bone-anchored
implants for amputation prostheses Authors
Alexander Thesleff1, 2, 3, Max Ortiz-Catalán1, 2, 4, 5, Rickard Brånemark5, 6 Abstract Skeletal attachment of limb prostheses ensures load transfer between the prosthetic leg and the
skeleton. For individuals with lower limb amputation, these loads may be of substantial magnitude. To optimize the design of such systems, knowledge about the structural interplay between implant
design features, dimensional changes, and material properties of the implant and the surrounding
bone is needed. Here, we present the results from a parametric finite element investigation on a
generic bone-anchored implant system of screw design, exposed to external loads corresponding to
average and high ambulatory loading. Of the investigated parameters, cortical thickness had the
largest effect on the stress and strain in the bone-anchored implant and in the cortical bone. 36 % –
44 % reductions in maximum longitudinal stress in the bone-anchored implant was observed as a
result of increased cortical thickness from 2 mm to 5 mm. Changes in thread depth had larger effect
on the maximum stresses in the fixture and the bone than changes in thread root radius within the
evaluated parameter space. Stress reductions in the percutaneous abutment were obtained by
autologous transplantation of bone tissue distal to the fixture. Results from this investigation may
guide structural design optimization for bone-anchored implant systems for attachment of limb
prostheses. Authors Alexander Thesleff1, 2, 3, Max Ortiz-Catalán1, 2, 4, 5, Rickard Brånemark5, 6 1. Center for Bionics and Pain Research, Mölndal, Sweden
2. Dept. of Electrical Engineering, Chalmers University of Technology, Gothenburg, Sweden
3. Integrum AB, Mölndal, Sweden
4. Operational Area 3, Sahlgrenska University Hospital, Mölndal, Sweden
5. Department of Orthopaedics, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg,
Sahlgrenska University Hospital, Gothenburg, Sweden
6. Center for Extreme Bionics, Biomechatronics Group, MIT Media Lab, Massachusetts Institute of Technology,
Cambridge, MA, USA 1. Center for Bionics and Pain Research, Mölndal, Sweden
2. Dept. of Electrical Engineering, Chalmers University of Technology, Gothenburg, Sweden
3. Integrum AB, Mölndal, Sweden
4. Operational Area 3, Sahlgrenska University Hospital, Mölndal, Sweden
5. Department of Orthopaedics, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg,
Sahlgrenska University Hospital, Gothenburg, Sweden
6. Center for Extreme Bionics, Biomechatronics Group, MIT Media Lab, Massachusetts Institute of Technology,
Cambridge, MA, USA Research supported by the Promobilia Foundation, the IngaBritt and Arne Lundbergs Foundation, the Swedish Foundation
for Strategic Research (SSF), the Swedish Innovation Agency (VINNOVA), and the Swedish Research Council
(Vetenskapsrådet), and Integrum AB. Background For individuals with amputation, the socket-stump interface is the source of several commonly
reported problems such as pain, pressure sores, skin problems, poor retention, and perspiration [1]–
[6]. To address these issues, a method of bone-anchored attachment of limb prostheses was
developed, where a surgically implanted percutaneous skeletal extension allows for direct attachment
of the prosthesis [7]. The method builds on the discovery that bone tissue may form an exceptionally
intimate and mechanically stable connection with titanium [8]. This phenomenon is now known as
osseointegration and is defined as “the firm anchoring of a surgical implant by the growth of bone 2 around it without fibrous tissue formation at the interface” [9]. The first clinical applications of
osseointegration were in dental field, but it has since then spread to other applications such as hearing
aids, facial reconstructions, and orthopaedic applications including bone-anchored attachment of
prosthetic limbs [10]. The method of bone-anchored attachment of prosthetic limbs was developed
in Sweden with the first successful surgeries performed in 1990 [11]. A standardized implant system
and treatment protocol was introduced in 1999 as the OPRA (Osseointegrated Prostheses for the
Rehabilitation of Amputees) implant system (Integrum AB, Mölndal, Sweden). The OPRA implant
system is CE-marked for transfemoral, transhumeral, and thumb/finger amputations, and custom-
made implants are available for the aforementioned levels, as well as for transtibial and transradial
amputations. The treatment has gained increasing clinical acceptance and is currently available in 12
countries. The OPRA implant system was recently granted a pre-market approval (PMA) by the Food
and Drug Administration (FDA) in the USA for treatment at the transfemoral level. Following the
successful clinical results of the OPRA implant system a few other systems for bone-anchored
attachment of prosthetic limbs have been developed, examples are the ILP (Integral Leg Prosthesis,
ESKA Orthopaedic Handels GmbH, Germany) (also known as Endo-Exo Prosthesis (EEP)) and the OPL
(Osseointegrated Prosthetic Limb, Permedica s.p.a., Italy). With bone-anchored attachment of the
prosthesis, a socket is no longer needed and all aforementioned problems related to socket
attachment are eliminated. Research on individuals who have undergone treatment with bone-
anchored attachment of limb prosthesis shows that it leads to improved quality of life, increase in
prosthetic function and use, improved walking ability, walking efficiency, range of motion, sitting
comfort, and sensory perception from the prosthesis via a phenomenon known as osseoperception
[12]–[21]. Background The OPRA implant system is a modular system, of which the structural components are the fixture and
the abutment. The fixture is a cylindrical, externally threaded component, fully implanted into the
residual bone. The abutment, which is the percutaneous component has its proximal end press-fitted
into the fixture, and its distal end protruding out from the skin and allowing for attachment of the
prosthesis. The rigid connection between the prosthesis and the skeleton leads to a more efficient gait
compared with the more compliant socket connection [12], [19]. However, it also means that any
loads applied to the prosthesis are transferred directly to the bone-anchored implant and the
periprosthetic bone which could be at risk of fracture. Several studies involving load cell
measurements at the implant prosthesis interface have offered insights in the magnitude of the
loading during ambulatory activities of daily living [22]–[24]. This data is valuable for numerical
simulations such as finite element (FE) analyses to calculate periprosthetic and implant stress and
strain. The objective of this study was to perform a parametric evaluation on the effect of thread profile
parameters and cortical thickness, on the peak stress and strains in a generic implant model subjected
to external loads corresponding to average and high ambulatory loading. An additional aim was to
quantify effects of changes in bone stiffness characteristics and distal bone resorption on the
maximum stresses in the implant system. The generic model was inspired by the OPRA implant
system; an externally threaded fixture and other components manufactured from medical grade
titanium (Ti6Al4V). The intention was to provide knowledge on how the careful selection of design
features can minimize the risk of bone or implant fracture during use. This study contrasts earlier FE-
based studies which have been either case studies with subject specific anatomy [25]–[32], studies
focused exclusively on bone remodelling around the implant [31], [33], or FE-implementations with
too low resolution to accurately capture the stress in the threaded region [25], [27]–[30], [32], [34]–
[37]. [37]. 3 Method The generic model used in this study is shown in Figure 1. The geometrical parameters that we
investigated were thread depth (d), the thread root radius (rroot), and the cortical thickness (t) within
the parameter space shown in Figure 1. The thread was a standard V-shaped thread with 30° flank
angle, a rounded thread crest with constant radius of 0.1 mm and either a small or a large root radius,
of 0.1 mm or 0.5 mm, respectively. Three thread depths were evaluated from 0.75 mm to 1.5 mm. The thread pitch (p) was determined by the thread depth, where a larger thread depth led to a larger
pitch. It was kept constant for each thread depth, regardless the value of root radius in order to discern
the effect of this parameter. Two cortical thicknesses were evaluated, a small cortical thickness of 2
mm which correspond to the minimum requirement after implantation according to the OPRA surgical
protocol [38], and a larger cortical thickness of 5 mm. Figure 1. Generic geometry with boundary conditions and dimensions. Dimensions denoted with variable names were
varied within the study, whereas dimensions with numerical values were fixed. Figure 1. Generic geometry with boundary conditions and dimensions. Dimensions denoted with variable names were
varied within the study, whereas dimensions with numerical values were fixed. Analytical estimation of load sharing Analytical estimation of load sharing FE-model FE-modelling and simulations were performed using COMSOL Multiphysics version 5.5 (Comsol AB,
Sweden). A generic 3D axisymmetric FE-model of the implant system and surrounding bone was
created (Figure 1), where the symmetry in geometry allowed for reduction of the model to half of the
full geometry. The abutment and fixture were combined into a single component. In accordance with
the surgical protocol of the OPRA implant system, the fixture was countersunk 20 mm into the cortical
bone with the distal void filled with a less stiff autologous bone transplant [39], [40]. The interfaces
between fixture and the cortical bone and between fixture and transplanted bone were modelled with
shared nodes, assuming full osseointegration, (which is close to what has been observed from
histological assessment of a retrieved fixture [41]), whereas the interface between the abutment and
the transplanted bone was modelled assuming no osseointegration and frictionless sliding. The
cortical bone extended 20 mm distally and proximally from both ends of the fixture. The proximal end
of the cortical bone was constrained in all degrees of freedom. The external load was applied at the
distal end of the abutment as a static load case. To meet computational limitations in the hardware while ensuring a sufficiently dense mesh along the
full geometry of the threaded implant, a stepwise submodelling scheme was employed (Figure 3). A
global model with the full model geometry was created, transversely partitioned at locations indicated
in Figure 3. Subsequently, five densely meshed sub-models were created. Global model simulation
results (displacements) at the partition surfaces were applied as boundary conditions (prescribed
displacement) at the corresponding surfaces in the submodels to generate high resolution simulation
results for each of the submodels. Simulation results along longitudinal evaluation profiles in each of
the submodels were exported from COMSOL and imported into Matlab (version 2019a, MathWorks
Inc., Natick, MA, USA). Custom written scripts were used to integrate the results between the
submodels and to visualize the results along the combined evaluation profiles. To avoid non-physical
stress singularities at the border of the submodels due to mesh size inconsistencies between the
submodels and the global model, a small overlap was included between the neighbouring sub-models
(yellow regions in Figure 3). Analytical estimation of load sharing Prior to performing the FE-simulations, an analytical analysis was performed on a simplified geometry,
considering the implant and the cortical bone as two uniform cylinders (without threads) with
dimensions as indicated in Figure 1. In this analysis both the Ti6Al4V and the cortical bone were
assumed to have isotropic properties with Young’s modulus of 110 GPa and 17 GPa, respectively. Assuming a pure bending load case, the analytical load sharing between the implant and the cortical
bone was calculated based on respective component’s bending stiffness, defined as the product of
Young’s modulus, (E), and the area moment of inertia according, (I), according to Eq. 1, with (do) and
(di) being the external and internal diameter respectively.
(1) (1) This initial investigation was conducted with the purpose to serve as a point of reference for the FE-
simulation results. This initial investigation was conducted with the purpose to serve as a point of reference for the FE-
simulation results. 4 FE-model In the data processing stage, the exported simulation results close to the
longitudinal end points of the sub-model were discarded so that each submodel only contributed with
simulation results starting from the center of the overlapping zone. In addition to eliminating
singularities at the submodel borders, this ensured that no duplicate data was used to form the
combined simulation results. 5 5 Figure 2. Simulation scheme using submodelling. Top. Global model with submodel partitions. Yellow segments indicate
overlapping regions which were included in both of the neighbouring submodels. Middle. Densely meshed submodels. Blue
surfaces show where prescribed displacement was assigned from corresponding surfaces in the global model (indicated
with blue lines in top image). Bottom. Merging results from each submodel simulation and plotting results along the
longitudinal direction at the indicated evaluation profiles. Figure 2. Simulation scheme using submodelling. Top. Global model with submodel partitions. Yellow segments indicate
overlapping regions which were included in both of the neighbouring submodels. Middle. Densely meshed submodels. Blue
surfaces show where prescribed displacement was assigned from corresponding surfaces in the global model (indicated
with blue lines in top image). Bottom. Merging results from each submodel simulation and plotting results along the
longitudinal direction at the indicated evaluation profiles. The material models and material properties used in the simulations are presented in Table 1. Transverse isotropy was assumed for the cortical bone, with uniform material properties around the
longitudinal axis. Young’s and shear moduli were obtained from the investigation by Reilly and
Burstein [42] where the transversely isotropic material properties had been determined based on
experimental measurements on human cadaver femora. Single case simulations with the longitudinal
Young’s modulus of the cortical bone reduced to 12 GPa were also performed. This reduced stiffness
may arise due to increased porosity of the cortical bone tissue, which is natural consequence of aging,
osteoporosis, and not loading the skeleton in a physiological way, an example being individuals with
a lower limb amputation fitted with a socket prosthesis [43]–[45]. The reduction of the longitudinal
Young’s modulus from 17 GPa to 12 GPa was determined based on experimental data from a study
by Dong and Guo [46] where the aforementioned values corresponded to cortical porosity of 8.5 %
and 19 % respectively. FE-model An additional case of reduced bone support was simulated corresponding to
an extreme case of distal resorption, modelled by removing the transplanted bone and the 40 mm
most distal portion of the cortical bone. Two versions of transplanted bone were evaluated, immature
transplanted bone with a low Young’s modulus representing the state during early rehabilitation, and
mature transplanted bone with a higher Young’s modulus representing the steady state after full
healing and rehabilitation has taken place. Prior histological observation of a tissue biopsy of the
transplanted bone retrieved from a revision surgery of an OPRA implant system showed that the
mature transplanted bone obtained a trabecular bone structure with a compact bone layer towards 6 6 the soft tissue and the abutment [39]. For simplicity, the transplanted bone was in this study modelled
as a homogeneous isotropic tissue with the same material properties as had been used by Stenlund
et al. [39]. The fixture and the abutment are manufactured from Ti6Al4V and were also modelled with
isotropic material properties. Table 1. Material models and material properties used in the FE-models Table 1. Material models and material properties used in the FE-models
Component
Material model
Material properties
Fixture and abutment
Isotropic
E = 110 GPa
ν = 0.3
Normal cortical bone
Transversely isotropic
Er = Eϴ = 11.5 GPa, Ez = 17 GPa
Grϴ = 3.6 GPa, Grz = Gϴz 3.3 GPa
νrϴ = νrz = νϴz = 0.3
Osteoporotic cortical
bone
Transversely isotropic
Er = Eϴ = 11.5 GPa, Ez = 12 GPa
Grϴ = 3.6 GPa, Grz = Gϴz 3.3 GPa
νrϴ = νrz = νϴz = 0.3
Mature transplanted
bone
Isotropic
E = 4 GPa
ν = 0.3
Immature
transplanted bone
Isotropic
E = 0.4 GPa
ν = 0.3 From studies obtaining direct load data at distal end of the abutment, it is known that at physiological
loading during activities of daily living, the bending moment is the main contributor to the stress state
in the implant and the bone, and the longitudinal force is the dominating force component [22]. The
studied load cases were therefore reduced to only include only these components. This led to
symmetric loading which in combination with the geometric symmetry allowed for the model
reduction as described above. The first load case, LC1, refers to high loading ambulation. The highest
body weight acceptable for treatment with the OPRA implant system is 100 kg. FE-model During walking this
corresponds to a maximum longitudinal force of approximately 1000 N. This value was therefore
chosen for the longitudinal force component for LC1. The bending moment was derived from a study
conducting load measurements at the distal end of the abutment in 20 individuals with the OPRA
implant system at the transfemoral level while performing everyday ambulatory activities [22]. The
highest measured bending moment reported during any of the investigated activities within that study
was 90 Nm (observed in a single participant during stairs descent). This value was therefore chosen as
the value for the bending moment in LC1. The second load case, LC2, refers to average loading during
level ground walking. The magnitudes of the longitudinal force and the bending moment were also
derived from the aforementioned study. They correspond to the mean peak longitudinal force and
mean peak bending moment measured across the study participants during level ground walking. Table 2. Investigated load cases. Load case
F
M
Interpretation
LC1
1000
90
High ambulatory loading
LC2
625
37
Average ambulatory loading Table 2. Investigated load cases. Load case
F
M
Interpretation
LC1
1000
90
High ambulatory loading
LC2
625
37
Average ambulatory loading
The FE meshes of both the global model and the submodels were created by first creating a structured
surface mesh on a longitudinal section of the axisymmetric FE-geometry. The surface mesh was
refined in the threaded portion of the geometry The surface mesh was then swept around the The FE meshes of both the global model and the submodels were created by first creating a structured
surface mesh on a longitudinal section of the axisymmetric FE-geometry. The surface mesh was
refined in the threaded portion of the geometry. The surface mesh was then swept around the
longitudinal axis to form a 3D mesh. This meshing strategy was chosen to minimize the number of The FE meshes of both the global model and the submodels were created by first creating a structured
surface mesh on a longitudinal section of the axisymmetric FE-geometry. The surface mesh was
refined in the threaded portion of the geometry. The surface mesh was then swept around the
longitudinal axis to form a 3D mesh. Analytical estimation of load sharing The result from the analysis of the simplified geometry, considering the implant and the cortical bone
as two uniform cylinders is shown in Figure 3 along with the estimated changes in the peak stress in
the fixture for varying thread depth and cortical thickness. Figure 3. Estimated load sharing between fixture and cortical bone (CB) from analysis of simplified geometry. To the right,
the estimated change in peak stress in the fixture for varying thread depth and cortical thickness. Figure 3. Estimated load sharing between fixture and cortical bone (CB) from analysis of simplified geometry. To the right,
the estimated change in peak stress in the fixture for varying thread depth and cortical thickness. Results LC1 and LC2 both correspond to repeated loading conditions for which tensile stresses in general are
considered more harmful than compressive stresses [47]. For this reason, only the stress and strain
state on the tensile side of the implant-bone model is reported in this study. Analytical estimation of load sharing FE-model This meshing strategy was chosen to minimize the number of The FE meshes of both the global model and the submodels were created by first creating a structured
surface mesh on a longitudinal section of the axisymmetric FE-geometry. The surface mesh was
refined in the threaded portion of the geometry. The surface mesh was then swept around the
longitudinal axis to form a 3D mesh. This meshing strategy was chosen to minimize the number of 7 elements in the model while ensuring a high mesh resolution in the threaded region. The resulting
mesh consisted of second order hexahedron and prismatic elements. The total number of elements
were 90 000-120 000 for the global models and 35 000-80 000 for each sub-model depending on
variations in geometry (i.e., variations in t, rroot, d, and p). A mesh convergence analysis along a
longitudinal profile along the fixture thread root, the region most influenced by the quality of the
mesh, confirmed that further mesh refinement from the chosen mesh parameters led to < 3% change
in results anywhere along the profile. Stress in fixture Thread roots constitute stress concentrations with locally elevated stress levels [48]. The thread root
of the fixture may therefore be susceptible to high stress levels and could be a potential location of
failure if exposed to excessive loading. The longitudinal stress in the thread root of the tensile side of
the fixture subjected to LC1 is presented in Figure 4 for three different thread depths and for two
different cortical thicknesses. 8 Figure 4. Longitudinal stress in tensile side of the fixture thread root during LC1. Top. Results from simulations of three
different values of the thread depth, d. Cortical thickness, t, and fixture thread root radius, rroot are kept constant at 2 mm
and 0.5 mm respectively. Middle. Results from simulations of three different values of the thread depth, d. Cortical
thickness, t, and fixture thread root radius, rroot are kept constant at 5mm and 0.5 mm, respectively. Bottom. Results from
the proximal end of the fixture with cortical thickness t = 2 mm (zoomed in from the dashed regions within the top graphs). The proximal geometry of the fixture is also shown. Figure 4. Longitudinal stress in tensile side of the fixture thread root during LC1. Top. Results from simulations of three
different values of the thread depth, d. Cortical thickness, t, and fixture thread root radius, rroot are kept constant at 2 mm
and 0.5 mm respectively. Middle. Results from simulations of three different values of the thread depth, d. Cortical
thickness, t, and fixture thread root radius, rroot are kept constant at 5mm and 0.5 mm, respectively. Bottom. Results from
the proximal end of the fixture with cortical thickness t = 2 mm (zoomed in from the dashed regions within the top graphs). The proximal geometry of the fixture is also shown. At the distal end of the fixture, (z = 0), the peak stresses are reduced in all studied cases. This is also
observed at the proximal end of the fixture for the cases with the large cortical thickness, (t = 5 mm). However, for the case with small cortical thickness (t = 2 mm), there is an increase in the peak stress
in the fixture towards the proximal end especially for the two more shallow thread depths with a small
thread root radius. Stress in fixture Between the z-coordinates, 20 mm and 60 mm along the fixture, the differences
between the peak stress profiles are approximately constant, thus the effect of each parameter can
be approximated by an average over this region without losing much detail. Such summarized
presentation of the parameter evaluation is shown in Figure 5. At the distal end of the fixture, (z = 0), the peak stresses are reduced in all studied cases. This is also
observed at the proximal end of the fixture for the cases with the large cortical thickness, (t = 5 mm). However, for the case with small cortical thickness (t = 2 mm), there is an increase in the peak stress
in the fixture towards the proximal end especially for the two more shallow thread depths with a small
thread root radius. Between the z-coordinates, 20 mm and 60 mm along the fixture, the differences
between the peak stress profiles are approximately constant, thus the effect of each parameter can
be approximated by an average over this region without losing much detail. Such summarized
presentation of the parameter evaluation is shown in Figure 5. 9 Figure 5. Parameter evaluation of the longitudinal stress in the thread root of the fixture during LC1. Circled values denote
the average peak longitudinal stress (MPa) in the fixture thread root between z-coordinates 20 mm and 60 mm during LC1. Colored values denote the percentage difference in the results when varying a parameter. Figure 5. Parameter evaluation of the longitudinal stress in the thread root of the fixture during LC1. Circled values denote
the average peak longitudinal stress (MPa) in the fixture thread root between z-coordinates 20 mm and 60 mm during LC1. Colored values denote the percentage difference in the results when varying a parameter. Within the investigated parameter space, the difference between 2 mm and 5 mm cortical thickness
had the largest effect on the peak stresses in the fixture thread root, with approximately 40 %
reduction across different thread depths and root radii. A reduced thread depth from 1.5 mm to 0.75
mm led to 20 % – 22 % reduction with t = 2 mm and 10 % – 18 % reduction with t = 5 mm. Stress in fixture The effect
of an increased radius in the thread root from 0.1 mm to 0.5 mm had a less prominent effect, and
stress reductions were only noted for the most deep and shallow threads at t = 2 mm (Figure 6) and
the deepest thread at t = 5 mm. In the three other simulated cases, no change in the average peak
stress was noted. 10 Figure 6. Longitudinal stress in tensile side of the fixture thread root during LC1 for different thread depths and thread root
radii Figure 6. Longitudinal stress in tensile side of the fixture thread root during LC1 for different thread depths and thread root
radii Figure 6. Longitudinal stress in tensile side of the fixture thread root during LC1 for different thread depths and thre
radii The separate effects of reduced cortical stiffness and extreme distal bone resorption on the maximum
stress in the thread root of the fixture are shown in Figure 7. On average, a reduction in the
longitudinal cortical stiffness from 17 GPa to 12 GPa resulted in 12 % and 30 % increases in maximum
longitudinal stress for 2 mm and 5 mm cortical thickness, respectively. In the case of extreme bone
resorption, the maximum stress increased by 54 % on average compared with a situation of full
uniform cortical bone support (t = 2 mm). 11 Figure 7. Top. The longitudinal stress peaks in the fixture thread root for two different values of longitudinal stiffness in the
cortical bone and for two different cortical thicknesses during LC1. Bottom. The effect of extreme distal bone resorption
during LC1. Figure 7. Top. The longitudinal stress peaks in the fixture thread root for two different values of longitudinal stiffness in the
cortical bone and for two different cortical thicknesses during LC1. Bottom. The effect of extreme distal bone resorption
during LC1. Stress in abutment A comparison of the longitudinal stress on the tensile side of the abutment shaft for different
configurations of cortical thickness and Young’s modulus for the transplanted bone is presented in
Figure 8. With respect to the case without any bone support (extreme distal bone resorption) a
maximum stress reduction of 31 % was achieved with 5 mm cortical thickness and a Young’s modulus
of 4 GPa in the transplanted bone. Interestingly, even the smallest cortical thickness (t = 2 mm) and a
very soft transplanted bone (ETB = 0.4 GPa) resulted in up to 10 % reduction in the stress of the
abutment. 12 Figure 8. Longitudinal stress on the tensile side of the abutment shaft during LC1 and LC2. Figure 8. Longitudinal stress on the tensile side of the abutment shaft during LC1 and LC2. Stress and strain in cortical bone The longitudinal stress and strain along the tensile side of the cortical bone during is shown in Figure
9. To show the effect of the cortical thickness and the cortical stiffness, all graphs presented in Figure
10 are from simulations with fixed thread depth d = 1.125 mm and fixed thread root radius rroot = 0.5
mm. There were clear maxima in the longitudinal stress and longitudinal strain at the z-coordinates
corresponding to each end of the fixture. Especially large were the maxima at the proximal end for
the simulated cases with 2 mm cortical thickness. At the outer cortex at this location the maximum
longitudinal stress reached 109 MPa and 43 MPa for LC1 and LC2 respectively for the simulations with
ordinary cortical stiffness (EL CB = 17 GPa). For the 5 mm cortical thickness cases the maximum stress
was 43 MPa at the outer cortex. At the distal end of the fixture the maximum stress in the cortical
bone reached at most 42 MPa and 27 MPa for the simulations with 2 mm and 5 mm cortical thickness,
respectively. As a natural consequence of Hooke’s law, a reduction of the cortical stiffness led to reduced stress
but increased strains. The strains at the proximal end of the fixture were the largest, locally reaching
7940 µε for the softer cortical bone simulation and 6050 µε for the normal cortical bone simulation
with 2 mm bone thickness in LC1. In LC2 the peak strain reached 2370 µε with ordinary cortical bone
stiffness. The largest strains were observed for the case with the reduced cortical stiffens (EL CB = 12 GPa)
reaching a maximum of 7940 µε locally for LC1. At ordinary cortical stiffness, the corresponding
maximum strain was 6050 µε and 2370 µε respectively for LC1 and LC2. 13 Figure 9. Longitudinal stress and strain in the cortical bone during LC1 and LC2. For the results presented in the graphs the
parameters d, and rroot, were kept fixed at 1.125 mm and 0.5 mm respectively. Figure 9. Longitudinal stress and strain in the cortical bone during LC1 and LC2. Stress in fixture The initial analytical approximation of the cortical bone and the fixture as two cylindrical components
without thread provided preliminary predictions for the results from the FE-simulations. Changes in
the cortical thickness and thread depth, each lead to changes in the external diameter of respective
component. Changes in the cortical thickness had the largest effect on the longitudinal stresses in the
thread root of the fixture. This was expected considering the external diameter’s high influence on
the area moment of inertia (Eq. 1). The average reductions of the peak longitudinal stress in the thread
root of the fixture, when increasing the cortical thickness from 2 mm to 5 mm, were similar between
the FE-simulations (36 % - 44 %) and the predicted values (39 % - 46 %). The effect of the thread depth was influenced by the cortical thickness. With cortical thickness fixed
at t = 2 mm, reducing the thread depth from 1.5 mm to 0.75 mm, led to 20 % and 22 % reduction in
the average peak stress in the thread root of the fixture with a large and small root radius respectively. With cortical thickness fixed at t = 5 mm, the effect of an identical reduction in thread depth (1.5 mm
to 0.75 mm), led to smaller reductions (10 % and 18 % for large and small root radius respectively). The reason for the smaller influence of the thread depth at the larger cortical thickness can be
attributed to the same reason as described above, namely the external diameter’s importance for the
bending stiffness (Eq. 1). Interestingly, for a cortical thickness of 2 mm and a small root radius, the magnitude of the stress
peaks increased towards the proximal end of the fixture for the two shallower threads (Figure 4). At
the proximal end of the fixture the internal diameter of the fixture was 11 mm for all models whereas
the external diameter of the fixture was dependent on the thread depth (Figure 1). As a result, the
external diameter and material thickness of the fixture was larger for models with smaller thread
depth. This led to that the proximal stiffness of the fixture was larger in models with small thread
depth and that the extent of proximal stiffness reduction of the fixture (due to the chamfered external
diameter proximally) was smaller in these FE-models. For the results presented in the graphs the
parameters d, and rroot, were kept fixed at 1.125 mm and 0.5 mm respectively. In Figure 10, the effect of the thread profile parameters, d and rroot on the longitudinal stress and
longitudinal strain in the cortical bone is shown. The presented graphs are both from LC1 and at
cortical thickness t = 2 mm. At the outer cortex along the length of the fixture, higher stress and strains
are observed for the simulations with large thread depth, except for at locations corresponding to the
ends of the fixture. At the z-coordinate corresponding to the proximal end of the fixture longitudinal
stress and longitudinal strain is lower in simulations with large thread depth. The highest values for
the longitudinal stress and longitudinal strain in the cortical bone was observed at the proximal end
of the fixture for the shallowest thread depth and the smallest fixture thread root radius and smallest
cortical thickness. Figure 10. Longitudinal stress and strain during LC1. The parameter t is kept constant at 2 mm in the graphs. Figure 10. Longitudinal stress and strain during LC1. The parameter t is kept constant at 2 mm in the graphs. 14 Stress in fixture This may offer one explanation for the observed
increased peak stress at the thread root of the proximal fixture for the shallower threads at 2 mm
cortical thickness in Figure 4. The effect of reduced cortical stiffness was larger for the situation with large cortical thickness, since
in this case the cortical bone is resisting a larger portion of the total load and thus a reduction in
stiffness consequently has a larger effect on the stresses in the Fixture (Eq. 1). The simulation with
extreme distal bone resorption led to a 54 % increase in the peak stresses in the fixture thread root
compared with the reference case with uniform bone support with 2 mm cortical thickness. Such
increase in the stresses might challenge the mechanical integrity of the fixture and thus, the resorption
should be addressed before reaching such extremes. Stress in abutment Discussion We conducted an FE-based evaluation of a generic model of a bone-anchored implant system inspired
by the OPRA implant system that was subjected to external loads corresponding to average and high
ambulatory loading. Within this investigation, a parametric analysis has been carried out to determine
how the peak stress and strains in implant system and the periprosthetic bone are affected by the
cortical thickness, the thread depth and the thread root radius. Single case investigations have been
performed to quantify the effects of reduced cortical stiffness and distal bone resorption. Cortical bone With minimum cortical thickness (2 mm), the maximum longitudinal stress reached above 100 MPa at
the outer cortex at the level of the proximal end of the fixture during LC1. For the 5 mm cortical
thickness cases, the maximum stress was 43 MPa. At the distal end of the fixture the peak stress in
the cortical bone reached at most 42 MPa for the case with 2 mm cortical thickness. For LC2 loading,
the maximum stress reached 42 MPa at the level of the proximal end of the fixture. A reduction of the
cortical stiffness led to reduced stress but increased strains. The strains at the proximal end of the
fixture were the largest, locally reaching up to 8000 µε for the softer cortical bone simulation and
around 6000 µε for the normal cortical bone simulation with 2 mm bone thickness in LC1 (Figure 4). These strain levels are in the order of the yield strain reported from previous research [49]. In the FE-
simulations, a small thread depth led to higher peak longitudinal stress and longitudinal strain in the
cortical bone at to the proximal end of the fixture compared with a larger thread depth (Figure 10). This may be explained by the fact that a smaller thread depth led to reduced proximal cortical bone
thickness due to its geometrical definition in the FE-models as t + d (Figure 1). Along the fixture length
between the local maxima at each end of the fixture, higher longitudinal stress and longitudinal strains
were instead observed for the simulations with large thread depth. This may be explained by the fact
that the fixtures with larger thread depth provide less stress shielding of the bone due to their smaller
core diameter, thereby leading to increased strains and stresses in the cortical bone. For LC2 the peak strain was 2370 µε for cortical bone with ordinary stiffness and 2 mm cortical
thickness. For the case with 5 mm cortical thickness there were only minor local stress and strain peaks
at the proximal end of the fixture location. It has been suggested that peak longitudinal strains above
1000 µε leads to endosteal and periosteal bone formation but little change intracortically, whereas
peak longitudinal strains below 1000 µε leads to bone loss due to endosteal resorption and increased
intracortical porosity [50]. Cortical bone This would suggest that during both LC1 and LC2 new bone formation at
the proximal end of the fixture is to be expected, at least locally in the plane which is subjected to the
highest bending moment. This would lead to an increased cortical thickness with subsequent, local
decrease in stress and strain and a reduced risk of periprosthetic fracture in case of overloading. Stress in abutment The stress in the abutment was higher than the stress in the fixture, an effect of the smaller external
diameter and the conscious design decision to make the abutment the weaker component, since it 15 can be more easily replaced if damaged than the fully implanted and osseointegrated fixture. The
simulations showed that the transplanted bone can contribute to substantial stress reductions in the
abutment, especially proximally corresponding to the region where the abutment exits from the
fixture and would otherwise be particularly vulnerable. The transplanted bone bridges the gap
between the distal cortical bone and the abutment and thus the cortical bone may contribute to
resisting the bending loads. The advantage of the transplanted bone was observed with material
properties representing immature transplanted bone, and improved as the stiffness increased. [1]
H. E. J. Meulenbelt, J. H. B. Geertzen, M. F. Jonkman, and P. U. Dijkstraa, “Skin problems of
the stump in lower limb amputees: 2. influence on functioning in daily life,” Acta Derm.
Venereol., 2011. Limitations There are discrepancies between the geometry of FE-model and the clinically used implant system. As
mentioned above, the proximal stiffness reduction of the fixture was not uniform between models of
different thread depths. This led to that especially the FE-models with shallow thread depths had
unrealistically high stiffness proximally. Furthermore, the FE-models lacked longitudinal slots in the
proximal fixture, a feature present in the clinically used fixtures. Slots act to reduce proximal stiffness
and therefore, it can be assumed that the stress and strain concentrations in the cortical bone at the
proximal end of the fixture are more severe in the FE-model compared with the clinically used implant. A detailed investigation of the effect of the proximal fixture stiffness on the stress and strain in the
cortical bone at the proximal end of the fixture was outside the scope of this evaluation and would
require a separate study. Another difference between the FE-geometry and the clinically used implant 16 system is that the fixture and abutment were modelled as a single component rather than as separate
components, thus omitting any effects from the contacting interface. Furthermore, the abutment
screw and the preload were disregarded in the FE-model. This led to the omission of the resulting
compressive stresses in the abutment shaft and thus, the presented longitudinal stress on the tensile
side of the abutment shaft may be exaggerated by approximately 50 MPa compared with the clinical
scenario. The geometry of the bone was modelled as a cylinder with uniform external diameter with
the implant concentrically placed within the bone. This is a simplification from individual clinical cases
which may vary both in the bone geometry and the implant placement. The load cases used in this
study were derived from in vivo experimentally measured longitudinal forces and bending moments,
but no torsional load components were considered. Furthermore, the variability in loading between
users is known to be large [22], thus the magnitudes of the forces and moments may not be applicable
to describe any individual user. [2]
F. T. Hoaglund, H. E. Jergesen, L. Wilson, L. W. Lamoreux, and R. Roberts, “Evaluation of
problems and needs of veteran lower-limb amputees in the San Francisco Bay Area during
the period 1977-1980.,” J. Rehabil. R&D, 1983. Conclusion We conducted a numerical simulation (FE) of a bone-anchoring implant system. We found that the
cortical thickness had the largest effect on stress and strain in the cortical bone and the fixture. At
loads corresponding to high loading ambulation, 5 mm of cortical bone thickness led to approximately
40 % lower maximum longitudinal stresses at the central half of the fixture compared with a cortical
thickness of 2 mm. Changes within the investigated range of thread profile parameters had a smaller
effect (0 % – 8 % stress reduction for a thread root radius of 0.5 mm as compared with 0.1 mm, and
10 % – 22 % stress reduction for thread depth of 0.75 mm as compared to 1.5 mm). At the location
where the abutment exits from the fixture, autologously transplanted bone may provide substantial
support for the abutment by activating support from surrounding cortical bone. We observed 10 %
and 31 % stress reduction in the abutment for simulations with transplanted bone with Young’s
modulus of 0.4 GPa and 4 G Pa, respectively. Reduced cortical bone stiffness led to increased stresses
in the fixture. A 29 % reduction in the longitudinal Young’s modulus of the cortical bone led to a 12 %
and 30 % increase in maximum stress in the fixture at cortical thickness 2 mm and 5 mm, respectively. If distal bone resorption would occur to the extent that a portion of the distal fixture is without support
from cortical bone, the maximum stress in the fixture may increase by up to 54 % as compared with
full cortical support of 2 mm cortical thickness. The results from this investigation provides quantitative information on the interplay between
geometrical and material parameters of the implant system and surrounding bone, and their effects
on the stress and strain in respective material. This may inform further development of implant
systems for bone-anchored attachment of limb prostheses. References [1]
H. E. J. Meulenbelt, J. H. B. Geertzen, M. F. Jonkman, and P. U. Dijkstraa, “Skin problems of
the stump in lower limb amputees: 2. influence on functioning in daily life,” Acta Derm. Venereol., 2011. 17 [3]
N. L. Dudek, M. B. Marks, S. C. Marshall, and J. P. Chardon, “Dermatologic conditions
associated with use of a lower-extremity prosthesis,” Arch. Phys. Med. Rehabil., vol. 86, no. 4,
pp. 659–663, 2005. [3] [4]
K. Hagberg and R. Brånemark, “Consequences of non-vascular trans-femoral amputation: a
survey of quality of life, prosthetic use and problems.,” Prosthet. Orthot. Int., vol. 25, no. 3,
pp. 186–194, 2001. [5]
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The indirect impact of COVID-19 pandemic on inpatient admissions in 204 Kenyan hospitals: An interrupted time series analysis
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PLOS GLOBAL PUBLIC HEALTH PLOS GLOBAL PUBLIC HEALTH The indirect impact of COVID-19 pandemic on
inpatient admissions in 204 Kenyan hospitals:
An interrupted time series analysis Steven WambuaID1*, Lucas Malla2, George MbeviID2, Amen-Patrick NwosuID3,
Timothy TutiID2, Chris PatonID3, Samuel Cheburet4, Ayub ManyaID4, Mike EnglishID2,3‡,
Emelda A. Okiro1,3‡ Steven WambuaID1*, Lucas Malla2, George MbeviID2, Amen-Patrick NwosuID3,
Timothy TutiID2, Chris PatonID3, Samuel Cheburet4, Ayub ManyaID4, Mike EnglishID2,3‡,
Emelda A. Okiro1,3‡ 1 Population Health Unit, Kenya Medical Research Institute-Wellcome Trust Research Programme, Nairobi,
Kenya, 2 Health Services Unit, KEMRI-Wellcome Trust Research Programme, Nairobi, Kenya, 3 Oxford
Centre for Global Health Research, Nuffield Department of Clinical Medicine, University of Oxford, Oxford,
United Kingdom, 4 Ministry of Health, Nairobi, Kenya a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 ‡ Joint senior authors and contributed equally. * swambua@kemri-wellcome.org OPEN ACCESS The first case of severe acute respiratory coronavirus 2 (SARS-CoV-2) was identified in
March 2020 in Kenya resulting in the implementation of public health measures (PHM) to
prevent large-scale epidemics. We aimed to quantify the impact of COVID-19 confinement
measures on access to inpatient services using data from 204 Kenyan hospitals. Data on
monthly admissions and deliveries from the District Health Information Software version 2
(DHIS 2) were extracted for the period January 2018 to March 2021 stratified by hospital
ownership (public or private) and adjusting for missing data using multiple imputation (MI). We used the COVID-19 event as a natural experiment to examine the impact of COVID-19
and associated PHM on use of health services by hospital ownership. We estimated the
impact of COVID-19 using two approaches; Statistical process control (SPC) charts to visu-
alize and detect changes and Interrupted time series (ITS) analysis using negative-binomial
segmented regression models to quantify the changes after March 2020. Sensitivity analy-
sis was undertaken to test robustness of estimates using Generalised Estimating Equations
(GEE) and impact of national health workers strike on observed trends. SPC charts showed
reductions in most inpatient services starting April 2020. ITS modelling showed significant
drops in April 2020 in monthly volumes of live-births (11%), over-fives admissions for medi-
cal (29%) and surgical care (25%) with the greatest declines in the under-five’s admissions
(59%) in public hospitals. Similar declines were apparent in private hospitals. Health worker
strikes had a significant impact on post-COVID-19 trends for total deliveries, live-births and
caesarean section rate in private hospitals. COVID-19 has disrupted utilization of inpatient
services in Kenyan hospitals. This might have increased avoidable morbidity and mortality
due to non-COVID-19-related illnesses. The declines have been sustained. Recent data
suggests a reversal in trends with services appearing to be going back to pre- COVID levels. Citation: Wambua S, Malla L, Mbevi G, Nwosu A-
P, Tuti T, Paton C, et al. (2021) The indirect impact
of COVID-19 pandemic on inpatient admissions in
204 Kenyan hospitals: An interrupted time series
analysis. PLOS Glob Public Health 1(11):
e0000029. https://doi.org/10.1371/journal. Introduction Ministry of Health https://hiskenya.org/dhis-web-
commons/security/login.action. The datasets used
and/or analysed during the current study are
available to others from this source on reasonable
request. The global impact of the severe acute respiratory coronavirus 2 (SARS-CoV-2) virus has been
extensive with over 137.5 million confirmed cases and 2.9 million official deaths globally as of
April 13, 2021 [1]. In Kenya, the first case of COVID-19 was confirmed on 13th March 2020. Since then, 147147 cases have been reported with 2394 official deaths confirmed by April 13,
2021 [1] even though the real extent of spread is estimated to be greater [2]. The spread of the
pandemic has placed unprecedented challenge on health systems. Funding: This research was funded in whole or in
part by the Wellcome Trust Intermediate Fellow
[Grant No. 201866]. For the purpose of Open
Access, the author has applied a CC-BY public
copyright licence to any author accepted
manuscript version arising from this submission. Steven Wambua and Emelda A. Okiro are
supported through a Wellcome Trust Intermediate
Fellow [Grant No. 201866]. Lucas Malla, Amen-
Patrick Nwosu, George Mbevi, Timothy Tuti and
Chris Paton are supported through Funds from the
Wellcome Trust [Grant No. 207522] awarded to
Prof. Mike English as a senior Fellowship together
with additional funds from a Wellcome Trust core
grant awarded to the KEMRI-Wellcome Trust
Research Programme [Grant No. 092654]. Steven
Wambua, Lucas Malla, George Mbevi, Timothy
Tuti, Mike English and Emelda A. Okiro,
acknowledge the support of the Wellcome Trust to
the Kenya Major Overseas Programme [Grant No. 203077]. The funders had no role in study design,
data collection and analysis, decision to publish, or
preparation of the manuscript. There have been three waves of the pandemic in Kenya. The initial stage of the outbreak fol-
lowing the first case triggered implementation of a partial lockdown on April 6,2020, when
158 cases and 6 deaths had been reported nationally. This wave peaked in July/August 2020,
and cases started to drop gradually [2]. However, two months later, the country experienced
the second tide of the pandemic, which peaked in October/November 2020 [3] and could have
been caused by opening of bars and restaurants and phased re-opening of universities. To curb
the spread, the government instituted more restrictions which saw a dramatic drop in cases in
the following four months. OPEN ACCESS pgph.0000029 Editor: Jake Michael Pry, Centre for Infectious
Disease Research Zambia, Lusaka Zambia |
University of California, Davis, ZAMBIA
Received: June 10, 2021
Accepted: October 25, 2021
Published: November 17, 2021 Editor: Jake Michael Pry, Centre for Infectious
Disease Research Zambia, Lusaka Zambia |
University of California, Davis, ZAMBIA Editor: Jake Michael Pry, Centre for Infectious
Disease Research Zambia, Lusaka Zambia |
University of California, Davis, ZAMBIA 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.pgph.0000029 Copyright: © 2021 Wambua et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Data Availability Statement: Aggregated DHIS2
data is available online with access provided by 1 / 15 PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
November 17, 2021 PLOS GLOBAL PUBLIC HEALTH The indirect impact of COVID-19 pandemic on inpatient admissions in 204 Kenyan hospitals Introduction Nonetheless, the third wave was experienced in March 2021, dur-
ing which the second partial lockdown was instituted on 27 March 2021. Previous outbreaks, noticeably the Ebola epidemic in West Africa in 2014 have brought to
light unintended effects of control measures on utilization of health services during and after
an outbreak, where admissions and surgeries reduced significantly [4–8]. This may be more
pronounced in countries with weak and fragile healthcare systems [9]. This effect maybe
unevenly distributed with women and children more vulnerable [4] and affecting some health-
care services more than others [10]. acknowledge the support of the Wellcome Trust to
the Kenya Major Overseas Programme [Grant No. 203077]. The funders had no role in study design,
data collection and analysis, decision to publish, or
preparation of the manuscript. To capture the indirect effects of COVID-19, we sought to quantify the influence of
COVID-19 confinement measures by the government on admissions and deliveries to assess
utilization of inpatient services using data from 204 Kenyan hospitals. Competing interests: The authors declare that they
have no competing interests. PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
November 17, 2021 Chronology of events COVID-19 preparedness measures. Two months before the first case of COVID-19 was
reported in Kenya on 13th March 2020, the government had increased preparedness to the
pandemic. These included installation of surveillance systems to detect suspected COVID-19
cases at border points, additional medical staff at international airports and ports, in-country
capacity to test and isolate COVID-19 cases, sensitization of healthcare workers on dealing
with COVID-19 cases and establishment of a National Emergency Response Committee. COVID-19 intervention measures. The government started introduction of interven-
tions to combat COVID-19 spread on 13th March 2020. These included suspension of public
gatherings and events, closing of schools, international travel restrictions, fumigation and dis-
infection of markets, closure of bars and restaurants, suspension of attendance to places of
worship, limit of people attending weddings and funerals and national dust-to-dawn curfew. The month of April 2020 saw cessation of movement in and out of four counties with highest
number of COVID-19 cases, restaurants were opened under strict guidelines of social distanc-
ing, handwashing and temperature checks. During the month of May 2020, cessation of move-
ment into and out of Kenya through Tanzania and Somalia borders was affected while on 10th
June 2020 the government launched home-based care for patients with COVID-19 infection. In July 2020, certain measures were relaxed; cessation of movement into the four counties was
lifted, phased re-opening of places of worship and resumption of local air travel. On 1st August
2020, international air travel resumed and in September 2020, operation of bars resumed. This 2 / 15 PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
November 17, 2021 PLOS GLOBAL PUBLIC HEALTH The indirect impact of COVID-19 pandemic on inpatient admissions in 204 Kenyan hospitals was followed by phased reopening of schools and lifting of suspension on political gatherings
in October 2020 and November 2020 respectively. In December 2020, there was a nationwide
health care workers strike precipitated by demands for better working conditions such as pro-
vision of adequate Personal Protective Equipment (PPE), enhanced risk allowances and a
health insurance cover. The strike only affected public facilities. Public and private health facil-
ities in Kenya have separate management processes and funding structures affecting service
provision hence challenges experienced in the public sector do not mirror the situation in Pri-
vate facilities. Data Selection of hospitals. Hospitals were selected based on service availability. Data from
varied databases on service availability were consulted. These include; Service Availability and
Readiness Assessment (SARAM) [12], Emergency Medicine Foundation of Kenya (EMFK)
[13], Harmonised Health Facility Assessment (HHFA) [14], District Health Information Sys-
tem (DHIS2) [15] and the Master Facility List (MFL) [16]. A single database of facilities was
then created using a combination of the data sources. Five common indicators used across dif-
ferent countries to delineate hospitals were used. These were availability of operating theatres,
oxygen, blood transfusion, radiology and critical new-born care. Hospitals identified to have
the five indicators were then matched with the number of inpatient beds in an iterative process
to confirm the provision of inpatient services and to validate the use of inpatient bed numbers
in the definition of hospitals. Different iterations were then conducted based on the number of
admissions and service availability to identify facilities that were either likely to have been
missed by all of the service availability assessment considered or may be classified as lower-
level facilities but attract on average 5,408 admissions annually and therefore warrant upgrad-
ing to hospital status. A total of 201 hospitals fitted this criterion and were selected. The indica-
tors used to select the hospitals is presented in Table 1 in S1 File. Three more hospitals, which
are approved internship centres by the Kenya Medical Practitioners and Dentists Council [17]
were added to the list totalling to 204 hospitals. The distribution of the 204 hospitals is repre-
sented in Fig 1 & Table 2 in S1 File and the definition of the indicators used in this study pre-
sented in Table 3 in S1 File. Extraction of data. Monthly data on inpatient admissions and deliveries in five patient
groups (maternity, new-born units, paediatric, adult medical and surgical wards) were
obtained from the District Health Information System (DHIS2), an open-source software plat-
form for data reporting by most health facilities in the country. Data were extracted for the 204
hospitals, which are known to offer Comprehensive Emergency Obstetric and Newborn Care
(CEmONC) services for the period January 2018 to March 2021, a total of 39 months. Adult
medical data would be expected to include any admissions to general, high-dependency or
intensive care wards although few hospitals will have these higher levels of care. Chronology of events These Health worker strikes were as a result of pay disputes, contracts and
COVID safety concerns, including availability of personal protective equipment [11]. By early
2021, the test positivity proportion was below 5% and all schools were re-opened on January
4th. On 5th March 2021, the government launched its COVID-19 vaccination campaign and
on March 12th, due to cases rising again during the third wave of the pandemic, funerals, wed-
dings and other events were capped to including 100 persons and capacity of places worship
was restricted. The timeline of events is presented in Fig 1. Fig 1. COVID-19 control measures timeline during the period of study. https://doi.org/10.1371/journal.pgph.0000029.g001 Fig 1. COVID-19 control measures timeline during the period of study. Fig 1. COVID-19 control measures timeline during the period of study. https://doi.org/10.1371/journal.pgph.0000029.g001 https://doi.org/10.1371/journal.pgph.0000029.g001 https://doi.org/10.1371/journal.pgph.0000029.g001 PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
November 17, 2021 3 / 15 PLOS GLOBAL PUBLIC HEALTH The indirect impact of COVID-19 pandemic on inpatient admissions in 204 Kenyan hospitals Data We chose
2018 as a starting point for the data extraction because of prolonged health care workers’
strikes in 2017 which affected health services provision [18] and consequently reporting. For
each hospital, we extracted data on administrative units, level of hospital (Level 3: comprehen-
sive primary health care facility, level 4: primary referral hospitals, Level 5: secondary referral
hospitals and Level 6: national teaching and referral hospitals), whether a hospital is privately
or publicly owned (ownership) and whether the hospital belongs to a clinical information net-
work (CIN). The CIN is a collaboration of selected hospitals, policy makers and health
researchers aimed at improving information available on the quality of inpatient paediatric
care in Kenya [19–21]. A few hospitals reported data into an alternative parallel database (the
hospital administrative database) and these data were merged where appropriate. Interrupted time series analysis Exploratory analyses. Admissions and deliveries were aggregated monthly across all
reporting hospitals and stratified by hospital ownership. Temporal trends were plotted sepa-
rately for private and public hospitals to identify significant changes in health services and Sta-
tistical Process Control (SPC) charts were produced using 2018–2019 monthly averages as
baseline to detect significant shifts in monthly admissions in 2020–2021 [27]. We also carried out multiple change point analysis [28, 29] to identify inpatient indicators
that were affected by the national healthcare workers strike between December 2020 –February
2021. The assumption was that the strike affected all the public hospitals since we couldn’t
obtain a database that tracks strikes in hospitals nationally. Segmented regression. We conducted interrupted-time series analysis using monthly
number of admissions by ward and deliveries as outcomes. Analysis was stratified by hospital
type. For caesarean sections and admissions in NBU where we had an appropriate denomina-
tor (total deliveries and live births respectively), they were used as offset variable to convert
them into a rate and adjust for any potential changes in utilization over time [30, 31]. We
therefore report caesarean section rates and NBU admission rates. The period running from
January 2018 through March 2020 was defined as pre-COVID-19 and April 2020 to March
2021 as post-COVID-19. For each indicator, a segmented regression model was fitted [30, 32]. Statistical analysis Handling missing data. To adjust for incompleteness in reporting during the period of
study, multiple imputation (MI) was performed [22–24]. Missing monthly values were
imputed using a mixed effects model in a joint modelling framework using the jomo package
in R and obtained 100 imputations for each indicator [25, 26]. We assumed the data followed
as missing at random (MAR) pattern. The imputed datasets were analysed individually, and
the estimates pooled using Rubin’s Rules. Each inpatient indicator was used as an outcome in
the imputation model. Ownership (public or private), whether hospital belongs to a clinical 4 / 15 PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
November 17, 2021 PLOS GLOBAL PUBLIC HEALTH The indirect impact of COVID-19 pandemic on inpatient admissions in 204 Kenyan hospitals information network (CIN), time (month and year) and COVID-19 binary indicator (0 –
months before pandemic and 1 –months post pandemic) were used as covariates with the hos-
pital ID as a clustering variable. MI was performed for hospitals with more than 30% of
months reported (at least 11/39 months reported) to reduce uncertainty in imputed values and
promote generalizability of the estimates. This strategy was supported by results from a simula-
tion study we carried out, indicating MI performance and efficiency was best when imputing
data for hospitals that reached this threshold of months reported. The imputation model speci-
fication is outlined in Handling missing data in S4 File. The number of hospitals included in
analyses based on this strategy varied for each ward as summarised in the results with further
information presented in Table 4 in S1 File. PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
November 17, 2021 Interrupted time series analysis The following equation specifies the model [32]; Yt ¼ b0 þ b1timet þ b2COVID19t þ b3time after COVID19t þ et Yt ¼ b0 þ b1timet þ b2COVID19t þ b3time after COVID19t þ et Yt ¼ b0 þ b1timet þ b2COVID19t þ b3time after COVID19t þ et Where, Yt is the number of admissions in month t; time is a continuous indicator of time
in months from January 2018; COVID19 is an indicator of time t occurring before
(COVID19 ¼ 0Þ or after (COVID19 ¼ 1Þ the outbreak, which was implemented at April
2021 in the series, where COVID-19 measures were most stringent in Kenya [33]; and
time after COVID19 is a continuous variable counting the number of months after COVID-19
at time t: In the model, b0 estimates the baseline level of admissions at time zero; b1 estimates
the change in the monthly number of deliveries before the intervention (the pre-existing
trend); b2 estimates the level change in monthly number of admissions immediately after
COVID-19 outbreak, which is from the end of the preceding segment; b3 estimates the change
in the trend of monthly admissions after COVID-19, compared with the pre-existing trend. The random variability at time t, which is not explained in the model is represented by the
error term et. A level change (immediate COVID-19 effect) and change in trend after COVID-
19 were hypothesised [30]. A generalized linear model was applied, assuming a Poisson distribution. Since the count
data was over dispersed, and after evaluating several models, we fitted the negative binomial
model to account for overdispersion [30, 34, 35]. Model checking was conducted for 5 / 15 PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
November 17, 2021 PLOS GLOBAL PUBLIC HEALTH The indirect impact of COVID-19 pandemic on inpatient admissions in 204 Kenyan hospitals autocorrelation using the Durbin-Watson statistic and autoregressive moving average
(ARMA) models were fitted for indicators with serial autocorrelation [36–38]. For indicators
with significant autocorrelation, various combinations of the ARMA parameters (order of the
autoregressive and moving average polynomials) were tested and the model resulting to lower
Akaike Information Criterion (AIC) selected. Seasonality was adjusted using Fourier terms
[39]. Results were pooled across the multiple imputed datasets using Rubin’s rules [40]. The
negative binomial segmented ITS model, which accounted for seasonality, autocorrelation and
overdispersion was the best model when compared with negative binomial models that were
not adjusted. Interrupted time series analysis Sensitivity analyses were performed for indicators affected by the national health care work-
ers strike by excluding months affected and comparing the estimates with those from data that
included the strike period. In addition, we anticipated differences in reporting across hospitals. It is possible that the impact of the pandemic across hospitals was variable, for instance some
hospitals were assigned as isolation centres or closed for some time. Also, the magnitude of the
epidemic in some counties was higher. Therefore, in counties with higher case burden, some
hospital staff were re-assigned or had to go for quarantine if exposed or isolation if they con-
tracted COVID-19, leading to human resources shortages. The intraclass correlation coeffi-
cients across hospitals for each indicator is provided in Table 3 in S3 File. Therefore, a Poisson
generalized estimating equations (GEE) was fitted for each indicator to test the effect of vary-
ing model assumptions, such as accounting for differences in hospitals, on the estimates [41]. Statistical significance was defined as p-values < 0.05. All analyses were performed using R Statistical significance was defined as p-values < 0.05. All analyses were performed using R
(version 3.6.3). Ethics approval and consent to participate The manuscript does not contain any individual person’s data. We extracted aggregated
monthly data at hospital level and not at patient level. PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
November 17, 2021 Results Out of the 204 hospitals evaluated in this study, 109 were public and 95 were private. The num-
ber and percentage of hospitals reporting at least 30% of months and were included in the
analysis are presented in Table 3 in S1 File. In the sample of 109 public hospitals, all hospitals
reporting at least a month were analysed for total deliveries and live births (108/108), caesarean
sections (106/107), admissions in medical (102/104), admissions in surgical (48/57), admis-
sions in paediatrics (100/106) and admissions in the NBU (61/73). Similarly, all the private
hospitals reporting at least a month were included in the analysis for total deliveries and live
births (95/95). While caesarean sections (93/94), admissions in medical (89/92), admissions in
surgical (67/82), admissions in paediatrics (83/91) and admissions in NBU (32/60) in the sam-
ple of private hospitals. SPC charts illustrate that for both public and private hospitals, no reported values fell out-
side the 3SD mark in the first three months of 2020 (pre-COVID) (Fig 2). In public hospitals,
monthly admissions fell below the 3SD mark in the paediatrics, adult medical and surgical
wards starting in April 2020 through June 2020. This substantial drop remained until Novem-
ber 2020 for admissions in the medical and paediatrics wards, while admissions in the surgical
ward started returning to normalcy during this period. There were similar falls in private hos-
pitals, with admissions in medical, paediatric and surgical wards below the 3SD threshold
between April 2020 and August 2020, with slight recoveries for admissions in the surgical
ward within this period. In this sample of private hospitals, although admissions in the medical
and surgical ward started to recover starting September 2020 to the end of the study, 6 / 15 PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
November 17, 2021 PLOS GLOBAL PUBLIC HEALTH The indirect impact of COVID-19 pandemic on inpatient admissions in 204 Kenyan hospitals Fig 2. Statistical Process Control chart for both public and private hospitals. Horizontal dashed lines represent the 3-standard deviation mark. https://doi.org/10.1371/journal.pgph.0000029.g002 Fig 2. Statistical Process Control chart for both public and private hospitals. Horizontal dashed lines represent the 3-standard deviation mark. https://doi.org/10.1371/journal.pgph.0000029.g002 https://doi.org/10.1371/journal.pgph.0000029.g002 reductions in admissions in the paediatrics ward remained below the 3SD mark up to Decem-
ber 2020, where they started going back to expected levels. Results Numbers of deliveries and live
births in public hospitals also fell starting in April 2020 but these were less substantial than for
other admissions and the sample of private hospitals utilisation of the maternity ward services
began to rise through July 2020 to November 2020. In December 2020, during the nationwide
healthcare workers strike, there was a drastic drop for all indicators in public hospitals and the
highest increase in admissions for private hospitals (Fig 2). These changes continued to Febru-
ary 2021, with services beginning to go back to historical levels in March 2021. Interrupted timeseries results From Table 1, before COVID-19, the trend was generally positive across all the indicators in
both public and private hospitals, showing an increase in admissions and deliveries overtime. There was an immediate drop in admissions post-COVID-19 for most inpatient indicators. In public hospitals, there was a 11% (IRR = 0.89 CI: 0.80–0.99), 29% (IRR = 0.71 CI: 0.63–
0.79), 59% (IRR = 0.42 CI: 0.38–0.45) and 25% (IRR = 0.75 CI: 0.64–0.87) reductions in live From Table 1, before COVID-19, the trend was generally positive across all the indicators in
both public and private hospitals, showing an increase in admissions and deliveries overtime. p
p
p
g
There was an immediate drop in admissions post-COVID-19 for most inpatient indicators. In public hospitals, there was a 11% (IRR = 0.89 CI: 0.80–0.99), 29% (IRR = 0.71 CI: 0.63–
0.79), 59% (IRR = 0.42 CI: 0.38–0.45) and 25% (IRR = 0.75 CI: 0.64–0.87) reductions in live 7 / 15 PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
November 17, 2021 PLOS GLOBAL PUBLIC HEALTH The indirect impact of COVID-19 pandemic on inpatient admissions in 204 Kenyan hospitals Table 1. Interrupted time series analysis results showing incidence rate ratios (IRR) and relative risk (RR)for COVID-19 intervention, time and trend alongside
95% confidence intervals. Total deliveries
Live births
Caesarean sections rate
Admissions > 5 Medical
Ownership
IRR
95%CI
P-value
IRR
95%CI
P-value
RR
95%CI
P-value
IRR
95%CI
P-value
Public
COVID-19
0.89
(0.79–1.02)
0.08
0.89
(0.80–0.99)
0.04
1.10
(1.06–1.14)
<0.01
0.71
(0.63–0.79)
<0.01
Time
1.00
(0.99–1.01)
0.67
1.00
(0.99–1.01)
0.42
1.01
(1.00–1.01)
<0.01
1.00
(0.99–1.00)
0.57
Trend
0.99
(0.97–1.00)
0.11
0.99
(0.97–1.00)
0.07
1.00
0.99–1.00)
0.14
1.01
(0.99–1.03)
0.10
Private
COVID-19
0.91
(0.81–1.03)
0.13
0.91
(0.81–1.03)
0.12
1.03
(0.98–1.09)
0.25
0.66
(0.60–0.72)
<0.01
Time
1.00
(0.99–1.01)
0.06
1.00
(0.99–1.01)
0.03
1.00
(1.00–1.01)
0.02
1.00
(1.00–1.01)
0.01
Trend
1.03
(1.01–1.04)
<0.01
1.03
(1.01–1.04)
<0.01
0.99
(0.98–0.99)
0.01
1.03
(1.01–1.04)
<0.01
Admissions < 5 Paediatrics
Admissions > 5 Surgical
NBU Admissions rate
Ownership
IRR
95%CI
P-value
IRR
95%CI
P-value
RR
95%CI
P-value
Public
COVID-19
0.41
(0.38–0.45)
<0.01
0.75
(0.64–0.87)
<0.01
0.92
(0.83–1.01)
0.09
Time
1.00
(1.00–1.01)
<0.01
1.00
(0.99–1.00)
0.46
1.00
(1.00–1.01)
0.02
Trend
1.04
(1.03–1.05)
<0.01
1.01
(0.99–1.03)
0.19
1.01
(1.00–1.02)
0.04
Private
COVID-19
0.38
(0.33–0.45)
<0.01
0.72
(0.64–0.81)
<0.01
0.87
(0.72–1.04)
0.13
Time
1.00
(0.99–1.01)
0.38
1.00
(0.99–1.00)
0.82
1.00
(0.99–1.01)
0.21
Trend
1.07
(1.05–1.08)
<0.01
1.02
(1.01–1.04)
<0.01
0.99
(0.97–1.02)
0.48
Estimates from ARMA models. Interrupted timeseries results The ARMA (p,q) parameters for admissions in medical, surgical and paediatrics are (2,0), (1,0) and (2,0) respectively. errupted time series analysis results showing incidence rate ratios (IRR) and relative risk (RR)for COVID-19 interventio
nce intervals Table 1. Interrupted time series analysis results showing incidence rate ratios (IRR) and relative risk (RR)for COVID-19
95% confidence intervals. ults showing incidence rate ratios (IRR) and relative risk (RR)for COVID-19 intervention, time and trend alongside Estimates from ARMA models. The ARMA (p,q) parameters for admissions in medical, surgical and paediatrics are (2,0), (1,0) and (2,0) respectively. births, over-fives admissions in medical, under-fives admissions in paediatrics and over-fives
admissions in surgical respectively. Over-fives in medical, under-fives paediatrics and over-
fives surgical admissions declined by 34% (IRR = 0.66 CI: 0.60–0.72), 62% (IRR = 0.38 CI:
0.33–0.45) and 28% (IRR = 0.72 CI: 0.64–0.81) respectively in private hospitals. Caesarean sec-
tion rate increased by 10% (RR = 1.10 CI: 1.06–1.14) in public hospitals. Although monthly
admissions in the postCOVID-19 period (May 2020 onwards) experienced some recovery
across all the indicators except for NBU admissions rate in the sample of private hospitals, the
recovery was statistically significant for admissions in the paediatrics ward in the sample of
public hospitals. There was significant autocorrelation for admissions in medical, surgical and
paediatrics wards and estimates presented are produced from the ARMA models. The ITS fit-
ted models are presented in Fig 3. Sensitivity analyses Multiple change point analysis showed the national strike between December 2020 –February
2021 coincided with significant reductions in live-births and caesarean sections in the sample
of public hospitals. Conversely, during this strike period, total deliveries, live-births and admis-
sions in the paediatrics ward increased sharply in private hospitals (Figs 2 and 3 in S2 File). Excluding data for the three months when strike was ongoing showed the estimates for the
post-COVID-19 trend were sensitive to changes in services during the strike for total deliver-
ies, live-births and caesarean section rates in the sample of private hospitals and for surgical
and NBU admissions in public hospitals (Tables 1 & 2 in S3 File). The estimates obtained from
the Poisson generalized estimating equations (GEE) were not different from the primary
model estimates hence robustness of the estimates (Table 4 in S3 File). PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
November 17, 2021 Discussion PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
November 17, 2021 9 / 15 PLOS GLOBAL PUBLIC HEALTH The indirect impact of COVID-19 pandemic on inpatient admissions in 204 Kenyan hospitals Interestingly, total deliveries and total live births in the public sector, that we would obvi-
ously expect to be closely linked, were less dramatically affected at the start of Kenya’s epi-
demic. However, public sector utilisation of maternity services declined slowly over the 12
months’ post-COVID period with a nadir during the December 2020 health workers’ strike. The decline in public sector utilisation of hospital maternity services was associated with a
small but significant increase in the proportion of women having a caesarean delivery. Caesar-
ean delivery rates fell during the health workers’ strike (Fig 3). Over the same post-COVID
period the proportion of live births admitted to newborn units also slowly increased. Taken
together these findings may suggest that while public sector delivery volumes were generally
declining. The number of women delivering in hospital with complications of pregnancy, and
consequently of newborns with problems at birth, did not decline as much. In the private sec-
tor, there was no decline in delivery volumes of live births and in fact a slow increase in these
volumes over time. The much higher proportion of women in the private sector (35–40%)
delivering by caesarean section is also worthy of note while the proportion of live births being
admitted to NBU in private hospitals is much lower than in the public sector. The discrepancy between paediatric, adult medical and adult surgical admissions’ indica-
tors for which volumes fell sharply and use of maternity services for delivery is worthy of note
and somewhat unexpected. The majority of hospitals for which we have data are non-tertiary
and at Level 4 and 5 of the Kenyan health system and located in the major towns in counties
and in urban and peri-urban settings of Kenya’s cities. It is therefore possible that urban fami-
lies prefer to use hospitals for maternity services rather than deliver at home or in smaller clin-
ics. Use of public hospitals may also have been sustained by the policy of free maternity
services in the public sector policy put in place by the Kenyan government in 2013. Discussion In this study, the unintended impact of COVID-19 control measures on inpatient admissions
for a large sample of private and public Kenyan hospitals using monthly data reported to the 8 / 15 PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
November 17, 2021 PLOS GLOBAL PUBLIC HEALTH The indirect impact of COVID-19 pandemic on inpatient admissions in 204 Kenyan hospitals S GLOBAL PUBLIC HEALTH
The indirect impact of COVID-19 pandemic on inpatient admissions in 204 Kenyan hospitals Fig 3. Fitted lines of segmented regression models for all indicators and by hospital ownership. Vertical lines represent the month (March 2020) COVID-19 was
announced in Kenya and as a pandemic by the WHO. https://doi org/10 1371/journal pgph 0000029 g003 on models for all indicators and by hospital ownership. Vertical lines represent the month (March 2020) COVID-19 was
y the WHO. Fig 3. Fitted lines of segmented regression models for all indicators and by hospital ownership. Vertical lines represent the month (March 2020) COVID-19 was
announced in Kenya and as a pandemic by the WHO. https://doi.org/10.1371/journal.pgph.0000029.g003 https://doi.org/10.1371/journal.pgph.0000029.g003 https://doi.org/10.1371/journal.pgph.0000029.g003 national information system from January 2018 to March 2021 was evaluated. Utilization of
inpatient services was rising slowly prior to March 2020 in these non-tertiary hospitals but
declined sharply after this co-incidental with the first introduction of national measures to
restrict population mixing in the initial wave of Kenya’s epidemic. Paediatric admissions fell
especially sharply in both public and private sectors. So too, although to a lesser degree, did
adult surgical and medical admissions in these hospitals that would typically not have any sig-
nificant high-dependency or intensive care capacity [42]. In the public sector admissions for
these three older groups, including adult medical and surgical ward admissions, remained
lower than was typical for the following 12 months during what appeared to be Kenya’s first
and second wave of SARS-CoV-2 infections. During this period a national health workers’
strike between in December 2020 and February 2021 also likely reduced admissions for inpa-
tient care even though our analysis shows that this didn’t significantly affect all the indicators
uniformly. In the private sector admission volumes for these three groups slowly rose again
during this 12 months’ period but did not exceed pre-COVID volumes. PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
November 17, 2021 Strengths of the study This study provides an understanding of the current situation on utilization of inpatient
admissions in a large sample of hospitals in Kenya in the face of the COVID-19 pandemic. At
a time when most attention is on restrictive measures to combat the pandemic, the unintended
effects of these policies might be overlooked and measuring the effects should inform ongoing
policy discussions that seek to balance COVID prevention and ensuring people can access
care. This study adjusted for potential confounders in assessing changes overtime. Firstly, we
adjusted for missing data in DHIS2, which is quite common in routine data but not always
done [49, 53]. This may be important as non-reporting may be compounded during COVID-
19 if Health Records and Information Officers work at reduced capacity during the epidemic. Additionally, the WHO in a recent guide on using routine data to monitor the effects of
COVID-19 recommended adjusting for low reporting rates [54]. More generally, missing data
were often encountered and to gain an accurate and rapid picture of the effects of COVID poli-
cies in countries such as Kenya more needs to be done to improve DHIS2 data quality. This
will likely require investment in better infrastructure, supervisory support, formal data quality
assurance and human resources [55, 56]. A second strength was use of data from a reasonably
large number of hospitals from a broad geographic region covering all the counties across the
country. Thirdly, compared to previous studies [49, 57], we have used a prolonged pre-
COVID-19 period and a full 12 months post-COVID-19 period. This provided enough data
points to measure the post-COVID-19 trend with precision and also allow adjustments for sea-
sonal trends. Finally, we evaluated the potential effect of a second interruption to services, the
health care workers’ strike, and used sensitivity analysis to account for uncertainty in estimates
due to hospital level variability. Discussion Despite
this there was a suggestion that as deliveries declined in the public sector they increased in the
private sector, something likely exacerbated by the public sector health workers’ strike in
December 2020. The significant reductions in over-fives admissions in both medical and surgical wards we
hypothesize are likely linked to the restrictions in movements, dusk-to-dawn curfews, lack of
or high cost of transport that were the result of COVID containment strategies. It is also possi-
ble, as public hospital care is not free for these populations, that the loss of income experienced
by many in the post-COVID period prevented care seeking. The cases of the particularly large
drop in under-fives admissions from April 2020 are not known. We can speculate that, in
addition to the factors influencing utilisation of hospitals by adults, parent’s might fear taking
their children to hospitals to limit their own and their child’s exposure to contracting COVID-
19 infection [43]. It is also possible, that rates of illness were reduced because families paid
greater attention to hygiene (e.g. hand-washing) [44], because of social distancing and because
schools were closed limiting transmission of many respiratory illnesses in households [45] as
respiratory illness is responsible for a large proportion of paediatric admissions in Kenya [46]. The patterns of decline in admissions post-COVID-19 reflect those observed in previous
hospital and population-based studies [41, 47–50]. A study in the US observed dramatic reduc-
tions in hospital admissions after onset of COVID-19 [47]. Significant reductions in childcare
services were also reported in South Africa following lockdown measures [41]. Although no
studies have quantified effects of the pandemic on surgeries in Kenya, early estimates had
revealed reductions in surgical case volumes in low- and middle-income countries [51]. Addi-
tionally, deficit in the provision of personal protective equipment, surgical masks, gloves, N95
masks, and shoe covers were reported to worry surgeons in a cross-sectional study of neuro-
surgeons across African countries, which might affect provision and consequently utilization
of these services [52]. 10 / 15 PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
November 17, 2021 PLOS GLOBAL PUBLIC HEALTH The indirect impact of COVID-19 pandemic on inpatient admissions in 204 Kenyan hospitals PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
November 17, 2021 Conclusion In a large sample of public hospitals significant drops were observed in monthly volumes of
live births (11%), over-fives admissions for medical (29%) and surgical care (25%) with espe-
cially high declines in admissions in the under 5 age group (59%). Similarly, substantial
declines were apparent in private hospitals, where significant reductions in admissions to the
medical (34%), surgical (28%) and paediatrics (62%) wards were observed. However, mater-
nity ward indicators and NBU admission rates were not affected in this sample of private hos-
pitals. The declines have been sustained and recent data suggests a reversal in trends with
services appearing to be going back to the historical levels starting March 2021. Supporting information S1 File. Distribution of hospitals and number of health facilities analysed for each indica-
tor including health facilities excluded for not reporting any month and those with less
than 30% of months reported. The definition of the indicators analysed is outlined. (DOCX) S1 File. Distribution of hospitals and number of health facilities analysed for each indica-
tor including health facilities excluded for not reporting any month and those with less
than 30% of months reported. The definition of the indicators analysed is outlined. (DOCX) tor including health facilities excluded for not reporting any month and those with less
than 30% of months reported. The definition of the indicators analysed is outlined. (DOCX)
S2 File. Patterns of missing data across all the health facilities analysed including multiple
change point analysis plots. (DOCX)
S3 File. Sensitivity analysis estimates. (DOCX)
S4 File. Multiple imputation methodology. (DOCX) S2 File. Patterns of missing data across all the health facilities analysed including multiple
change point analysis plots. (DOCX) S2 File. Patterns of missing data across all the health facilities analysed including multiple
change point analysis plots. (DOCX) S3 File. Sensitivity analysis estimates. (DOCX) S4 File. Multiple imputation methodology. (DOCX) S4 File. Multiple imputation methodology. (DOCX) Limitations We recognize some limitations of the study. There is poor reporting into DHIS2 of private
hospitals, especially those offering the equivalent of regional or tertiary level services. This
reduces the number or private hospitals in our sample and tends to exclude those with more
advanced patient care facilities. We also had to exclude some tertiary and more specialised cen-
tres from the public sector because these too reported less than 30% of months data. Our
finding that adult medical admissions were reduced may therefore be misleading if these
larger hospitals experienced a major rise in admissions if adults with severe COVID-19 sought
care at these sites preferentially. Importantly, we sought to analyse data on mortality of the
admissions analysed in this report. However, DHIS2 as implemented in Kenya makes this
extremely challenging as hospitals are unable to record zero deaths in a month, efforts to enter
a zero-value result in a missing value in the actual database. Accounting for this will need
more complex imputation procedures which are being explored. Additionally, given the nature
of the pandemic there are no potential controls for this study and so while it seems entirely
plausible that the effects, we describe are a consequence of the introduction of COVID-19 con-
trol measures it remains possible there are other unknown explanations. We also note that the
analysis was restricted to events occurring within hospitals and doesn’t account for those
occurring in primary health facilities or outside the health system. We evaluated the impact of
health worker strike on the analysis assuming a uniform impact across all hospitals due to lack
of a database that tracks strikes within hospitals nationally, however the length of the strike
might have been shorter for some hospitals. Lastly, we didn’t carry out sensitivity analysis,
but this is work we are considering in the future to assess any departures from the MAR
assumption. 11 / 15 PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
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Tuti, Chris Paton, Samuel Cheburet, Ayub Manya, Mike English, Emelda A. Okiro. Writing – review & editing: Lucas Malla, George Mbevi, Amen-Patrick Nwosu, Timothy
Tuti, Chris Paton, Samuel Cheburet, Ayub Manya, Mike English, Emelda A. Okiro. Author Contributions Conceptualization: Steven Wambua, Mike English, Emelda A. Okiro. Conceptualization: Steven Wambua, Mike English, Emelda A. Okiro. Data curation: Steven Wambua, Lucas Malla, George Mbevi, Amen-Patrick Nwosu, Timothy
Tuti, Chris Paton, Samuel Cheburet, Ayub Manya, Mike English, Emelda A. Okiro. Formal analysis: Steven Wambua, Lucas Malla, Mike English, Emelda A. Okiro. Funding acquisition: Mike English, Emelda A. Okiro. Investigation: Steven Wambua, Lucas Malla, George Mbevi, Amen-Patrick Nwosu, Timothy
Tuti, Chris Paton, Samuel Cheburet, Ayub Manya, Mike English, Emelda A. Okiro. Methodology: Steven Wambua, Lucas Malla, George Mbevi, Amen-Patrick Nwosu, Timothy
Tuti, Chris Paton, Samuel Cheburet, Ayub Manya, Mike English, Emelda A. Okiro. Project administration: Steven Wambua, Mike English, Emelda A. Okiro. Resources: Mike English, Emelda A. Okiro. Software: Steven Wambua, Lucas Malla. Software: Steven Wambua, Lucas Malla. Supervision: Mike English, Emelda A. Okiro. Validation: Steven Wambua, Lucas Malla, George Mbevi, Amen-Patrick Nwosu, Timothy
Tuti, Chris Paton, Samuel Cheburet, Ayub Manya, Mike English, Emelda A. Okiro. Visualization: Steven Wambua, Lucas Malla, George Mbevi, Amen-Patrick Nwosu, Timothy
Tuti, Samuel Cheburet, Mike English, Emelda A. Okiro. 12 / 15 PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
November 17, 2021 PLOS GLOBAL PUBLIC HEALTH The indirect impact of COVID-19 pandemic on inpatient admissions in 204 Kenyan hospitals PLOS Global Public Health | https://doi.org/10.1371/journal.pgph.0000029
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Association between intracranial and extracranial atherosclerosis and white matter hyperintensities: a systematic review and meta-analysis
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Frontiers in aging neuroscience
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KEYWORDS cerebral small vessel disease, extracranial atherosclerosis, intracranial atherosclerosis,
meta-analysis, white matter hyperintensities TYPE Systematic Review
PUBLISHED 08 January 2024
DOI 10.3389/fnagi.2023.1240509 TYPE Systematic Review
PUBLISHED 08 January 2024
DOI 10.3389/fnagi.2023.1240509 cerebral small vessel disease, extracranial atherosclerosis, intracranial atherosclerosis,
meta-analysis, white matter hyperintensities COPYRIGHT
© 2024 Zh COPYRIGHT
© 2024 Zhang, Fu and Zhan. 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. Results: Twenty-one eligible studies, including 10,841 participants, were
identified. Intracranial and extracranial atherosclerotic stenosis was associated
with an increased risk of WMHs (OR 1.80, 95% CI 1.25–2.57, I2 = 75%) and increased
WMH volumes (SMD 0.40, 95% CI 0.18–0.63, I2 = 63%). Heterogeneity resulted
from the WMHs rating method and the location. Extracranial atherosclerotic
stenosis (ECAS) was significantly associated with WMHs (OR 2.10, 95% CI 1.22–
3.62, I2 = 71%), but intracranial atherosclerotic stenosis (ICAS) was insignificantly
associated with WMHs (OR 1.75, 95% CI 0.97–3.15, I2 = 84%). The association was
stable in the subgroup analysis based on WMHs location, which included deep
WMHs and periventricular WMHs. Conclusion: Intracranial and extracranial atherosclerotic stenosis is associated
with WMHs. This association is significant in ECAS, but attenuated in ICAS. Association between intracranial
and extracranial atherosclerosis
and white matter hyperintensities:
a systematic review and
meta-analysis OPEN ACCESS
EDITED BY
Stefano Tarantini,
University of Oklahoma Health Sciences
Center, United States
REVIEWED BY
Ma Yuanyuan,
Fudan University, China
Alvin S. Das,
Harvard Medical School, United States
*CORRESPONDENCE
Wenyuan Zhang
zhangwenyuan11@163.com
RECEIVED 15 June 2023
ACCEPTED 28 November 2023
PUBLISHED 08 January 2024
CITATION
Zhang W, Fu F and Zhan Z (2024) Association
between intracranial and extracranial
atherosclerosis and white matter
hyperintensities: a systematic review and
meta-analysis. Front. Aging Neurosci. 15:1240509. OPEN ACCESS EDITED BY
Stefano Tarantini,
University of Oklahoma Health Sciences
Center, United States Wenyuan Zhang 1*, Fangwang Fu 2 and Zhenxiang Zhan 3 1 Department of Neurology, Affiliated Yueqing Hospital, Wenzhou Medical University, Yueqing, China,
2 Department of Neurology, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou
Medical University, Wenzhou, China, 3 Department of Neurology, Affiliated Jinhua Hospital, Zhejiang
University School of Medicine, Jinhua, China Zhang W, Fu F and Zhan Z (2024) Association
between intracranial and extracranial
atherosclerosis and white matter
hyperintensities: a systematic review and
meta-analysis. Background: White matter hyperintensities (WMHs) are key neuroimaging
markers of cerebral small vessel diseases. This study aimed to investigate whether
intracranial and extracranial atherosclerotic stenosis is associated with WMHs. Front. Aging Neurosci. 15:1240509. doi: 10.3389/fnagi.2023.1240509 Front. Aging Neurosci. 15:1240509. doi: 10.3389/fnagi.2023.1240509 Methods: Following a previously registered protocol (PROSPERO protocol:
CRD42023407465), PubMed, Web of Science, and Embase were systematically
searched for relevant literature published until March 2023. Cross-sectional
studies examining the association between intracranial and extracranial
atherosclerotic stenosis and WMHs were included. Random effects models were
used to calculate the pooled estimates. Introduction White matter hyperintensities (WMHs) of presumed vascular origin are ischemic
manifestations of cerebral small vessel disease that can be detected through neuroimaging
(Wardlaw et al., 2013). The prevalence of WMHs increases significantly with age, ranging from
approximately 5% in individuals aged 40 years to nearly 100% in those aged 80 years Frontiers in Aging Neuroscience Frontiers in Aging Neuroscience frontiersin.org frontiersin.org 01 Zhang et al. 10.3389/fnagi.2023.1240509 (Zhuang et al., 2018). Severe WMHs have been linked to various
negative outcomes, including cognitive impairment (Debette et al.,
2019), neuropsychiatric symptoms (Clancy et al., 2021), gait dysfunction
(Kim et al., 2016), increased stroke risk (Debette et al., 2019), and poorer
stroke recovery (Cheng et al., 2022). However, the underlying
mechanisms responsible for the development of WMHs remain
incompletely understood, with current research highlighting
dysfunctions in cerebral blood flow and the blood–brain barrier as
crucial factors (Wardlaw et al., 2019). Previous studies have established
an association between intracranial and extracranial atherosclerotic
stenosis and white matter hyperintensities (WMHs), although the
results of these studies are not consistent (Pu et al., 2009; Lee et al., 2011;
Schulz et al., 2013; Park et al., 2015; Duan et al., 2018; Huang et al., 2022). detailed search formula was as follows: (“white matter hyperintensit*”
OR “white matter lesion*” OR “white matter change*” OR “white
matter disease*” OR “white matter damage*” OR “leukoaraiosis” OR
“leukoencephalopath*”
OR
“Binswanger’s
disease”)
AND
(“intracranial atherosclero*” OR “cerebral atherosclero*” OR
“extracranial atherosclero*” OR “arter* stenosis” OR “intracranial
stenosis” OR “extracranial stenosis” OR “carotid stenosis”). The
references of the included articles and relevant reviews were manually
searched to identify potential studies missed during the initial
literature search. Two independent investigators (ZZ and FF)
performed a literature, and differences were resolved by a third
investigator (WZ) joining the discussion. ,
;
,
;
,
;
g
,
)
Atherosclerosis is the primary cause of luminal stenosis in both
intracranial and extracranial arteries. Approximately 50% of Asian
patients with acute ischemic stroke suffer from intracranial and
extracranial atherosclerotic stenosis (Wang et al., 2014). Although
WMHs are the primary imaging marker representing damage to the
brain’s small vessels, some studies have reported that WMHs were more
common in patients with intracranial and extracranial atherosclerotic
stenosis (Lee et al., 2011; Park et al., 2015; Duan et al., 2018). Methods This systematic review was carried out based on a predefined
protocol (PROSPERO registration number: CRD42023407465),
adhering to the Preferred Reporting Items for Systematic Reviews and
Meta-Analyses (PRISMA) guidelines (Page et al., 2021). Data extraction Two independent reviewers (ZZ and FF) used a prespecified
template to extract information on study characteristics (first author,
publication year, country, study design), participant details (sample
size, mean age, sex ratio), atherosclerotic stenosis assessment (location,
severity, vascular image), WMHs assessment (rating method, Introduction A previous
meta-analysis demonstrated that carotid artery stenosis was associated
with total WMHs, deep WMHs (DWMHs), and periventricular
WMHs (PVWMHs) (Ye et al., 2018). However, it is important to note
that this meta-analysis only included a limited number of studies
(n = 8). Furthermore, the study conducted by Ye et al. specifically
focused on extracranial internal carotid artery stenosis, and there has
been no comprehensive summary of research findings regarding
intracranial atherosclerotic stenosis (ICAS) and WMHs. The
pathogenic mechanisms and hemodynamic changes of ICAS and
extracranial atherosclerotic stenosis (ECAS) are not entirely consistent
(Kim et al., 2018). Therefore, it is necessary to determine whether ICAS,
similar to ECAS, is related to WMHs. To date, a considerable number
of recent studies have been published investigating the correlation
between intracranial and extracranial atherosclerotic stenosis and white
matter hyperintensities (WMHs) (Duan et al., 2018; Ye et al., 2019; Del
Brutto et al., 2020; Fang et al., 2020; Benli et al., 2021; Yin et al., 2021;
Choi et al., 2022; Ghaznawi et al., 2022; Huang et al., 2022; Wang et al.,
2022). In light of this, we conducted an updated systematic review and
meta-analysis to examine the potential association between ICAS or
ECAS and WMHs. Additionally, the associations between intracranial
and extracranial atherosclerotic stenosis and WMHs in different study
designs, severity of atherosclerotic stenosis, WMHs rating method, and
WMHs location were further analyzed. Study selection This meta-analysis included studies that reported an association
between ICAS or ECAS and WMHs in human. The inclusion criteria
were as follows: (i) the set criteria for ICAS or ECAS severity was
≥50%; (ii) WMHs were assessed by a quantitative or semiquantitative
method based on magnetic resonance imaging (MRI); (iii) the
available data for meta-analysis (effect estimates or mean and standard
deviation) were reported; and (iv) the article was published in full text
in English. The following studies were excluded: (1) studies with
unclear criteria for ICAS or ECAS severity; (2) studies with WMHs
assessment based on computer tomography (CT); (3) meeting
abstracts; and (4) systematic reviews. In the case of duplicated
published data, we included the study with the greatest number
of participants. ICAS was defined as stenosis in intracranial internal carotid
artery, middle cerebral artery, anterior cerebral artery, posterior
cerebral artery, intracranial vertebral artery, and basilar artery. ECAS
was defined as stenosis in extracranial internal carotid artery,
extracranial vertebral artery, external carotid artery, common carotid
artery, the proximal portion of subclavian artery, and aortic arch. Imaging examinations to determine the degree of vascular stenosis
included Doppler ultrasonography (DUS), CT angiography (CTA),
magnetic resonance angiography (MRA), and digital subtraction
angiography (DSA). WMHs were defined as hyperintense in the
subcortical white matter displayed on T2-weighted sequences
(Figure 1) and could be divided into DWMHs and PVWMHs
according to their anatomical locations. WMHs within 13 mm from
ventricular surface were classified as DWMHs, and WMHs 13 mm or
further from the ventricular surface were classified as PVWMHs (Kim
et al., 2008). The measurement of WMHs involved quantification
methods and semi-quantitative visual rating scales, such as Fazekas
Scale (Fazekas et al., 1987), Scheltens Scale (Scheltens et al., 1993), and
Age-Related White Matter Changes (ARWMC) Scale (Wahlund
et al., 2001). Frontiers in Aging Neuroscience Literature search Figure 2 shows the screening and selection processes of the study. The systematic database search yielded 477, 452, and 578 records from
the PubMed, Web of Science, and Embase databases, respectively. After excluding duplicates and reviewing titles and abstracts, 73
articles were considered as potential studies on the association
between WMHs and ICAS or ECAS. Following a review of the full
texts and a manual search, 21 studies were included in the meta-
analyses. Of these, 14 studies were pooled to calculate the OR (Pu
et al., 2009; Romero et al., 2009; Muñoz-Cortés et al., 2013; Schulz
et al., 2013; Park et al., 2015; Duan et al., 2018; Ye et al., 2019; Del
Brutto et al., 2020; Fang et al., 2020; Benli et al., 2021; Yin et al., 2021;
Choi et al., 2022; Huang et al., 2022; Wang et al., 2022), and seven
studies were pooled to calculate the SMD (Patankar et al., 2006;
Chuang et al., 2011; Lee et al., 2011; Cheng et al., 2012; Scherr et al.,
2012; Sahin et al., 2015; Ghaznawi et al., 2022). Quality assessment Two independent reviewers (ZZ and FF) assessed the risk of bias
in the study design using the Newcastle-Ottawa scale (Stang, 2010). The checklist consists of three domains (selection, comparability, and
exposure) with a total quality score ranging from 0 to 9 points. A score
equal to or exceeding 7 indicated a high-quality study. Any
disagreements were resolved by a third reviewer (WZ). Statistical analysis Summary measures, including OR and standardized mean
difference (SMD), were applied to studies reporting WMHs in the
form of categorical and continuous variables, respectively. A random-
effects meta-analysis model (DerSimonian Laird method) was used to
calculate the pooled OR and SMD (Dersimonian and Laird, 1986). When DWMHs and PVWMHs were reported instead of total WMHs
in the included studies, DWMH data was selected for the
meta-analysis. Search strategy The PubMed, Web of Science, and Embase databases were
systematically searched from their inception to February 2023. The Frontiers in Aging Neuroscience 02 frontiersin.org Zhang et al. 10.3389/fnagi.2023.1240509 FIGURE 1
The form of white matter hyperintensities (WMHs), taking Fazekas Scale as an example: (A) mild, (B) moderate, and (C) severe. GURE 1
he form of white matter hyperintensities (WMHs), taking Fazekas Scale as an example: (A) mild, (B) moderate, and (C) severe. FIGURE 1
The form of white matter hyperintensities (WMHs), taking Fazekas Scale as an example: (A) mild, (B) moderate, and (C) severe. statistical tests were two-tailed, and statistical significance was set at
p < 0.05. Statistical analyses were performed using the R version 4.2.1
software (R Foundation for Statistical Computing, Vienna, Austria). location), and statistical analyses (effect estimate and corresponding
95% confidence interval [CI], mean and standard deviation). Relevant
missing data were requested by emailing the corresponding authors
when possible. Otherwise, the study was not included in the subgroup
analysis grouped by missing variables. Effect estimates (usually odds
ratios [ORs]) were extracted from the most fully adjusted models. When adjusted effect estimates were not directly provided, we chose
unadjusted effect estimates or calculated the ORs using 2 × 2 tables. Frontiers in Aging Neuroscience Study characteristics The characteristics of the included studies are summarized in
Table 1. Nine studies were conducted in Europe and America, and 12
studies were conducted in East Asia. Five studies compared WMHs in
the ipsilateral and contralateral hemispheres of stenotic vessels in
patients with ICAS or ECAS, and 16 studies compared WMHs in
patients with ICAS or ECAS and controls without ICAS and
ECAS. Overall, 21 studies included 10,841 participants (median
sample size, n = 212: minimum, n = 29; maximum, n = 2,420). The
average age of the participants in the included studies ranged between
51.6 and 72.7 years, and the proportion of females ranged from 8.7 to Heterogeneity was assessed using the Cochran Q statistic and was
quantified using the I2 metric. I2 > 50% was considered statistically
significant heterogeneity (Higgins et al., 2003). The source of
heterogeneity was investigated via meta-regression (if n ≥ 10) and
subgroup analyses stratified by multiple different variables. Sensitivity
analyses were conducted by excluding one study at a time to examine
the robustness of the synthesized results. Publication bias (if n ≥ 10)
was assessed using funnel plot and Egger’s test (Egger et al., 1997). All Frontiers in Aging Neuroscience 03 frontiersin.org Zhang et al. 10.3389/fnagi.2023.1240509 FIGURE 2
Flowchart presenting the selection of eligible articles. FIGURE 2
Flowchart presenting the selection of eligible articles. studies), but also patients with intracranial and extracranial
atherosclerotic stenosis had increased odds of WMHs in the ipsilateral
hemisphere of the stenotic vessel compared to the contralateral side
(OR 2.66, 95% CI 1.65–4.31, I2 = 0%, three studies). Intracranial and
extracranial atherosclerotic stenosis with a threshold of 50% stenosis
was associated with WMHs (OR 1.94, 95% CI 1.31–2.88, I2 = 76%, 11
studies). According to the location of atherosclerotic stenosis, ECAS
(OR 2.10, 95% CI 1.22–3.62, I2 = 71%, six studies) but not ICAS (OR
1.75, 95% CI 0.97–3.15, I2 = 84%, seven studies) was associated with
WMHs. Both DWMHs (OR 2.97, 95% CI 2.20–4.02, I2 = 0%, five
studies), and PVWMHs (OR 1.81, 95% CI 1.01–3.26, I2 = 65%, five
studies) were associated with intracranial and extracranial
atherosclerotic stenosis. WMHs assessed by ARWMC Scale were not
associated with intracranial and extracranial atherosclerotic stenosis. The funnel plot (Supplementary Figure S2) for the studies investigating
the association between intracranial and extracranial atherosclerotic
stenosis and WMHs showed mild asymmetry. Association of ICAS and ECAS with WMHs
based on OR We found intracranial and extracranial atherosclerotic stenosis to
be associated with an increased risk of WMHs (OR 1.80, 95% CI
1.25–2.57, I2 = 75%, 14 studies; Figure 3). Sensitivity analyses further
revealed a stable association between intracranial and extracranial
atherosclerotic stenosis and WMHs (Supplementary Figure S1). Meta-
regression analysis revealed that the source of heterogeneity originated
from the WMHs rating method and location (both p < 0.05). Subgroup
analyses showed that race, age, and sex did not influence this
association (Figure 4). Not only patients with intracranial and
extracranial atherosclerotic stenosis had increased odds of WMHs
compared to controls without intracranial and extracranial
atherosclerotic stenosis (OR 1.64, 95% CI 1.07–2.49, I2 = 77%, 11 Study characteristics However, Egger’s tests
(p = 0.17) indicated no significant publication bias in this
meta-analysis. 81.0%. ICAS were investigated in 11 studies, and ECAS was
investigated in 16 studies. The internal carotid artery was the artery of
greatest concern (n = 20). The criterion for atherosclerotic stenosis was
set as greater than 50% in 13 studies, greater than 60% in one study,
and greater than 70% in seven studies. Quantitative assessment was
conducted in two studies, semi-quantitative assessment in 18 studies,
and qualitative assessment in one study. The commonly used scales
were Fazekas Scale (n = seven), Scheltens Scale (n = four), and
ARWMC Scale (n = three). Total WMHs were investigated in 14
studies, and DWMHs and PVWMHs were investigated in nine
studies. According to the quality assessment, approximately half of the
studies were of high quality (Supplementary Table S1). Frontiers in Aging Neuroscience A
(mea
N
56.2
58.0
64.4
67.0
71.2
70.2
53.5
71.1
67.8
68.2
61.9
67.2
71.0
63.7
72.7
60.2
51.6
0 Association of ICAS and ECAS with WMHs
based on SMD Our analyses found that intracranial and extracranial
atherosclerotic stenosis to be associated with increased volume of
WMHs (SMD 0.40, 95% CI 0.18–0.63, I2 = 63%, seven studies;
Figure 5). The result remained stable in sensitivity analyses,
excluding one study each time (Supplementary Figure S3). Frontiers in Aging Neuroscience 04 frontiersin.org Age
mean, y)
Female
Location of
atherosclerotic
stenosis
Severity of
atherosclerotic
stenosis
Vascular
image
WMHs
rating
method
WMHs
location
NOS
NA
NA
Extracranial
≥70%
DUS
Scheltens Scale
Deep and
periventricular
5
6.2 ± 10.4
14.1%
Intracranial and extracranial
≥50%
MRA
ARWMC Scale
Total
5
8.0 ± 10.0
53.0%
Extracranial
≥50%
DUS
Volumetric
Total
8
4.4 ± 8.1
39.6%
Extracranial
≥60%
DUS or MRA
Fazekas Scale
Deep and
periventricular
8
7.0 ± 12.4
43.3%
Intracranial and extracranial
≥50%
MRA
Scheltens Scale
Total, deep and
periventricular
7
1.2 ± 6.6
44.2%
Extracranial
≥70%
DUS or MRA
Scheltens Scale
Total
8
0.2 ± 9.1
43.9%
Extracranial
≥50%
DUS
Pantoni Scale
Total
7
3.5 ± 7.0
28.0%
Extracranial
≥50%
DUS
Fazekas Scale
Total
5
1.1 ± 11.5
44.3%
Intracranial and extracranial
≥50%
DUS, CTA or MRA
ARWMC Scale
Total
6
7.8 ± 12.6
41.8%
Intracranial and extracranial
≥50%
MRA
Fazekas Scale
Deep and
periventricular
6
8.2 ± 9.2
37.9%
Extracranial
≥70%
CTA, MRA or DSA
Scheltens Scale
Deep and
periventricular
8
1.9 ± 11.2
32.5%
Intracranial and extracranial
≥50%
MRA
Manolio Scale
Total
5
7.2 ± 10.2
18.3%
Extracranial
≥70%
DUS
King Scale
Deep and
periventricular
9
1.0 ± 8.4
57.1%
Intracranial
≥50%
MRA
Pantoni Scale
Total
6
3.7 ± 11.6
35.6%
Intracranial
≥70%
MRA
ARWMC Scale
Total
5
2.7 ± 9.3
50.7%
Extracranial
≥50%
DUS
Fazekas Scale
Deep and
periventricular
8
0.2 ± 11.3
27.7%
Intracranial
≥50%
CTA, MRA or DSA
Lesions ≥5 mm
in any diameter
Total
6
1.6 ± 9.2
13.5%
Intracranial
≥50%
MRA
Fazekas Scale
Deep and
periventricular
8
7.0 ± 10.0
81.0%
Extracranial
≥70%
DUS
Volumetric
Total
6
5.7 ± 8.4
8.7%
Intracranial and extracranial
≥50%
DSA
Fazekas Scale
Deep and
periventricular
8
9.0 ± 20.0
25.6%
Intracranial
≥70%
MRA
Fazekas Scale
Total
7
ultrasonography; DSA, digital subtraction angiography; MRA, magnetic resonance angiography; NA, not applicable; NOS, Newcastle-Ottawa scale; WMHs, white matter Zhang et al. 10.3389/fnagi.2023.1240509 FIGURE 3
Forest plot depicting intracranial and extracranial atherosclerotic stenosis and the risk of WMHs. FIGURE 3
Forest plot depicting intracranial and extracranial atherosclerotic stenosis and the risk of WMHs. Association of ICAS and ECAS with WMHs
based on SMD Intracranial and extracranial atherosclerotic stenosis was
associated with increased volume of DWMHs (SMD 0.54, 95% CI
0.22–0.86, I2 = 65%, four studies) and PVWMHs (SMD 0.41, 95%
CI 0.25–0.57, I2 = 0%, four studies). No significant differences in this
association were observed between the different semi-quantitative
assessment scales. Subgroup analyses showed that race and sex did not influence this
association (Figure 6). The results were similar between comparison
the volume of WMHs in patients with intracranial and extracranial
atherosclerotic stenosis and controls without intracranial and
extracranial atherosclerotic stenosis (SMD 0.42, 95% CI 0.09–0.75,
I2 = 75%, five studies) and comparison the volume of WMHs in the
ipsilateral hemisphere of the stenotic vessel and contralateral side
in patients with intracranial and extracranial atherosclerotic
stenosis (SMD 0.40, 95% CI 0.16–0.64, I2 = 0%, two studies). According to the location of atherosclerotic stenosis, both ICAS
(SMD 0.52, 95% CI 0.25–0.79, one study) and ECAS (SMD 0.34,
95% CI 0.07–0.62, I2 = 70%, seven studies) were associated with
WMHs. Intracranial and extracranial atherosclerotic stenosis was
associated with increased volume of DWMHs (SMD 0.54, 95% CI
0.22–0.86, I2 = 65%, four studies) and PVWMHs (SMD 0.41, 95%
CI 0.25–0.57, I2 = 0%, four studies). No significant differences in this
association were observed between the different semi-quantitative
assessment scales. Association of ICAS and ECAS with WMHs
based on SMD The correlation between ECAS and WMHs confirmed the
findings of a previous meta-analysis by Ye et al. (2018). Consistent
with previous meta-analysis, the extracranial artery of interest in the
included studies was the carotid artery, particularly the extracranial
internal carotid artery, which is the main blood vessel supplying the
supratentorial white matter. Compared to the study by Ye et al., which
only provided SMD values, our study also provided OR values. Our
study was conducted to verify the correlation between ICAS and
WMHs; however, the results were borderline. Several studies on ICAS
and WMHs were excluded because of the lack of data available for
meta-analysis, which reported contradictory results, including
positive and null associations (Chutinet et al., 2012; Li et al., 2014;
Nam et al., 2017; Zhai et al., 2018; Zhao et al., 2019; Ren et al., 2021;
Feng et al., 2023). The inconsistencies in the results might be due to
the differences in study subjects, sample size, ICAS assessment
method, WMHs rating method and statistical analysis between the
studies. Overall, several studies with a large sample size (n > 1,000)
reported similar results, indicating that ICAS was associated with
WMHs (Nam et al., 2017; Duan et al., 2018; Zhai et al., 2018; Choi
et al., 2022). Another strength of our study is to explore the source of
heterogeneity using meta-regression and subgroup analyses. The
WMHs rating method was an important source of heterogeneity. Fazekas Scale was suitable for the analysis of WMHs in the form of
categorical variable, and Scheltens Scale was suitable for the analysis
of WMHs in the form of continuous variable. Subgroup analyses showed that race and sex did not influence this
association (Figure 6). The results were similar between comparison
the volume of WMHs in patients with intracranial and extracranial
atherosclerotic stenosis and controls without intracranial and
extracranial atherosclerotic stenosis (SMD 0.42, 95% CI 0.09–0.75,
I2 = 75%, five studies) and comparison the volume of WMHs in the
ipsilateral hemisphere of the stenotic vessel and contralateral side
in patients with intracranial and extracranial atherosclerotic
stenosis (SMD 0.40, 95% CI 0.16–0.64, I2 = 0%, two studies). According to the location of atherosclerotic stenosis, both ICAS
(SMD 0.52, 95% CI 0.25–0.79, one study) and ECAS (SMD 0.34,
95% CI 0.07–0.62, I2 = 70%, seven studies) were associated with
WMHs. Discussion This systematic review and meta-analysis showed that intracranial
and extracranial atherosclerotic stenosis ≥50% was associated with
WMHs in deep and periventricular regions. The association was
validated in studies designed for both inter-and intra-individual
comparisons. Our study showed that ECAS was significantly
associated with WMHs, whereas ICAS was only marginally associated
with WMHs. The pathophysiology linking intracranial and extracranial
atherosclerotic stenosis to WMHs remains unclear. The shared
risk factors (e.g., advanced age, hypertension, and diabetes) of
intracranial and extracranial atherosclerotic stenosis and cerebral Frontiers in Aging Neuroscience 06 frontiersin.org Zhang et al. 10.3389/fnagi.2023.1240509 FIGURE 4
The association of intracranial and extracranial atherosclerotic stenosis with the risk of WMHs in subgroup analyses. FIGURE 4
The association of intracranial and extracranial atherosclerotic stenosis with the risk of WMHs in subgroup analyses. 07 07 Frontiers in Aging Neuroscience frontiersin.org Zhang et al. 10.3389/fnagi.2023.1240509 FIGURE 5
Forest plot depicting intracranial and extracranial atherosclerotic stenosis and the volume of WMHs. FIGURE 5
Forest plot depicting intracranial and extracranial atherosclerotic stenosis and the volume of WMHs. association between intracranial and extracranial atherosclerotic
stenosis and WMHs at different sites. small vessel disease may play a mediating role. However, the
intra-individual comparison design which eliminates the
influence of vascular risk factors still showed more severe WMHs
in the ipsilateral hemisphere of intracranial and extracranial
atherosclerotic stenosis than that in the contralateral hemisphere. This indicates that other important mechanisms link intracranial
and extracranial atherosclerotic stenosis with WMHs. Cerebral
blood flow and cerebrovascular reactivity are impaired in patients
with ICAS (Liu and Li, 2016; Yang et al., 2017) or ECAS
(Hartkamp et al., 2018), especially in the ipsilateral hemisphere
of the stenotic vessel. Endothelial dysfunction (including cerebral
blood flow, cerebrovascular reactivity, intracranial pulsatility) is
a pivotal pathogenesis of cerebral small vessel disease (Wardlaw
et al., 2019). Three studies reported that WMHs were not directly
related to arterial stenosis but were independently associated
with the stenosis-induced cerebral hemodynamic changes in
patients with ICAS (Fang et al., 2020; Ren et al., 2021; Feng et al.,
2023). Intracranial and extracranial atherosclerotic stenosis does
not necessarily cause decreased cerebral blood flow (Shakur
et al., 2014) as it also depends on collateral blood flow, which may
result in a null association between intracranial and extracranial
atherosclerotic stenosis and WMHs in some previous studies. Recently, high intracranial vascular pulsatility has been linked to
the formation of WMHs in individuals with asymptomatic ICAS
(Zhao et al., 2022). Discussion Our meta-analysis was based on cross-sectional studies; therefore,
causality between intracranial and extracranial atherosclerotic stenosis
and WMHs could not be established. A 1 year follow-up study
reported no association between 50–69% carotid artery stenosis and
ipsilateral WMHs progression (Kwee et al., 2011). Another 7 years
follow-up study also found that carotid artery stenosis ≥50% was not
associated with WMHs progression, as assessed using the Fazekas
Scale (Ihle-Hansen et al., 2021). The only positive findings were
observed in a retrospective longitudinal study that reported that ICAS
≥20% was associated with WMHs progression assessed using the
modified Rotterdam Progression scale after a 3 years interval (Zhong
et al., 2022). A drawback of these studies is that cerebral perfusion was
not considered. Reduced cerebral blood flow has been demonstrated
to predict WMHs progression in longitudinal studies (Ten Dam et al.,
2007; Bernbaum et al., 2015; Promjunyakul et al., 2018). Because
cerebral blood flow can be normal in patients with carotid artery
stenosis, it is necessary to conduct follow-up studies on specific
patients with carotid artery stenosis who have a decrease in cerebral
blood flow. l
Our study has some limitations. First, gray literature such as
meeting abstracts were not included in our meta-analysis. Second, a
significant number of studies were excluded due to insufficient data
availability, thereby impacting the comprehensiveness of our analysis
on the association between ICAS and WMHs. Consequently, further
high-quality studies are necessary to conduct a more robust meta-
analysis. Third, substantial heterogeneity was observed in the meta-
analyses. To address this, we analyzed the data using a random-effect
model and explored the heterogeneity using meta-regression. Fourth,
some included studies provided univariate analysis results on ICAS or
ECAS and WMHs. Thus, the association may be biased due to
confounding factors. Finally, a limitation of this study is that it only
provides information that intracranial and extracranial atherosclerotic
stenosis is associated with WMHs. Further studies are warranted to Our results showed that the association between intracranial
and extracranial atherosclerotic stenosis and WMHs was stronger
in the deep white matter than in the periventricular white matter. Neuropathological examination reveals that the main pathological
changes are demyelination in DWMHs and the main changes are
interstitial edema in PVWMHs (Haller et al., 2013). A cross-
sectional study of arterial spin-labeling images showed that
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Cerebrovasc. Dis. 29:105135. doi: 10.1016/j.jstrokecerebrovasdis.2020.105135 Huang, K. L., Chang, T. Y., Wu, Y. M., Chang, Y. J., Wu, H. C., Liu, C. H., et al. (2022). Supplementary material WZ conceived and designed the study and wrote the manuscript. WZ, ZZ, and FF performed the literature search and data extraction. FF assisted in data analysis. All authors contributed to the article and
approved the submitted version. The Supplementary material for this article can be found online
at: https://www.frontiersin.org/articles/10.3389/fnagi.2023.1240509/
full#supplementary-material Data availability statement 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. The raw data supporting the conclusions of this article will
be made available by the authors, without undue reservation. Funding determine whether improving intracranial and extracranial
atherosclerotic stenosis (e.g., stenting) can prevent WMHs progression. This work was supported by the Medical Science and Technology
Project of Zhejiang Province of China (No. 2021KY797). Discussion This difference in underlying
mechanisms explains the differences in the strength of the Frontiers in Aging Neuroscience 08 frontiersin.org Zhang et al. 10.3389/fnagi.2023.1240509 with the volume of WMHs in subgroup analyses. e volume of WMHs in subgroup analyses. FIGURE 6
The association of intracranial and extracranial atherosclerotic stenosis with the volume of WMHs in subgroup analyses. RE 6
association of intracranial and extracranial atherosclerotic steno FIGURE 6
The association of intracranial and extracranial atherosclerotic stenosis with the volume of WMHs in subgroup analyses. 09 Frontiers in Aging Neuroscience frontiersin.org Zhang et al. 10.3389/fnagi.2023.1240509 Conflict of interest In summary, despite the considerable heterogeneity and the cross-
sectional nature of the included studies, this meta-analysis showed
that intracranial and extracranial atherosclerotic stenosis was related
to WMHs severity. Notably, this association was found to be significant
in ECAS, but less pronounced in ICAS. Future studies should obtain
longitudinal data on intracranial and extracranial atherosclerotic
stenosis and WMHs progression. The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could
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https://openalex.org/W4311495857
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https://aura.abdn.ac.uk/bitstream/2164/20012/1/Patel_etal_CEDR_A_Randomized_Clinical_VOR.pdf
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English
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A randomized clinical study to assess the performance of a marketed denture adhesive in a model of food infiltration in healthy, edentulous adults
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Clinical and experimental dental research
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cc-by
| 8,132
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Revised: 14 November 2022 |
Accepted: 22 November 2022 Received: 11 May 2021 |
Revised: 14 November 2022 |
Accepted: 22 November 2022
DOI: 10.1002/cre2.703 O R I G I N A L A R T I C L E 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.
© 2022 The Authors. Clinical and Experimental Dental Research published by John Wiley & Sons Ltd. Nisha Patel1
|
Roshan Varghese2
|
Gary R. Burnett2
|
Mounir Atassi2
|
Kimberly Milleman3
|
Jeffery Milleman3 1GSK, Brentford, Middlesex, UK
2Haleon, Weybridge, Surrey, UK
3Salus Research Inc., Fort Wayne,
Indiana, USA A randomized clinical study to assess the performance of a
marketed denture adhesive in a model of food infiltration in
healthy, edentulous adults Nisha Patel1
|
Roshan Varghese2
|
Gary R. Burnett2
|
Mounir Atassi2
|
Kimberly Milleman3
|
Jeffery Milleman3 Clin Exp Dent Res. 2022;1–10. wileyonlinelibrary.com/journal/cre2
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1 1
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INTRODUCTION results would be found with other foods that fragment into small
particles during mastication. Despite the significant improvements dentures offer edentulous
patients in terms of esthetics and function, some people remain
unsatisfied with their dentures due to issues with prosthesis
retention and stability (Alfadda, 2014). Denture adhesives can
improve these factors by creating a seal along the inner, gum‐
facing denture borders. This can help improve denture fit, increase
retentive hold (Hoke et al., 2017; Papadiochou et al., 2015), and
reduce denture movement while chewing, which can, as a result, help
with mastication and reduce infiltration of potentially irritating food
particles under the denture (Axe et al., 2018; Gosavi et al., 2013;
Kumar et al., 2015; Ozcan et al., 2005; Papadiochou et al., 2015;
Varghese et al., 2019). In the efficacy study, a marketed denture adhesive (compared to
no adhesive) was applied with a built‐in precision nozzle in a defined
pattern to maximize the distribution of the adhesive across the
denture, to minimize the excess application. Many denture adhesive
tubes have wide nozzles with application instructions to apply bands
or dabs of adhesive on the denture. The current nozzle is smaller and
round, allowing more precise application of a thinner, targeted band
of adhesive. In the previous study (Atassi et al., 2019), participants were
questioned regarding how their dentures felt during the chewing
exercise. Here, in both the pilot and follow‐on efficacy study,
secondary objectives included a comparison of the number of
participant‐reported denture dislodgements while chewing and
evaluation of participant ratings of the amount of peanut
particles under their dentures and how bothered they were by
them if present. These studies were carried out in participants
with fair‐ or well‐fitting dentures only as the denture adhesive
under evaluation is not intended as a substitute for poorly fitting
dentures. Published methodologies for evaluating the performance of a
denture adhesive at reducing food particle infiltration are limited in
number. One such study had participants rate the perceived presence
of food particles under their dentures with or without a denture
adhesive after eating foods including celery, steak, and taffy/toffee
apples. A significant difference was found in favor of the adhesive
compared to no adhesive (Tarbet et al., 1980). Another study design
described a quantitative methodology based on having participants
chew a prescribed amount of peanuts while wearing their dentures. 1
|
INTRODUCTION Peanut particles left under the intaglio surfaces were collected and
evaluated and a significantly lower mass of peanuts was found when
an adhesive was used compared to no adhesive use (Ahmad et al. 2009, 2010). ry.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License K E Y W O R D S K E Y W O R D S
adhesives, dentures, denture retention, methods adhesives, dentures, denture retention, methods adhesives, dentures, denture retention, methods Abstract Objectives: An optimized food infiltration methodology was utilized to assess the
objective and subjective efficacy of a marketed denture adhesive regarding denture
dislodgment and infiltration and perception of food particles under maxillary and
mandibular dentures. A pilot study helped optimize methodologies before the
efficacy study. Correspondence
Roshan Varghese, Haleon, St George's Ave,
Weybridge, Surrey KT13 0DE, UK. Email: roshan.x.varghese@haleon.com
Funding information
Haleon. Correspondence
Roshan Varghese, Haleon, St George's Ave,
Weybridge, Surrey KT13 0DE, UK. Email: roshan.x.varghese@haleon.com Materials and Methods: Participants were healthy adults (n =48 for both studies)
with fair‐ to well‐fitting and well‐made full maxillary and mandibular dentures. In the
pilot, groups were a denture adhesive applied in a conventional dabbed‐on pattern, a
denture adhesive applied in continuous strips, or no adhesive. In the efficacy study,
groups were the Test denture adhesive (continuous strips pattern application) or no
adhesive, employed in a crossover design. Food infiltration was investigated through
measurement of peanut particle mass retrieved from under each denture (30–32 g
chewed). No formal statistical testing was performed in the pilot. Statistical analysis
in the efficacy study was performed using analysis of variance. Primary efficacy
evaluation was combined peanut particle mass from both dentures. Secondary
efficacy evaluations included peanut particle mass under separate dentures,
participant‐reported denture dislodgements, and awareness/rates of how bother-
some peanut particles under dentures were. Results: In the pilot, the median peanut particle mass was lower with either pattern
application compared with no adhesive. In the efficacy study, peanut particle mass
under combined dentures was lower with than without adhesive (geometric mean
[product of values]: 5.56 vs. 29.13 mg) with a between‐group geometric mean ratio
(adhesive over no adhesive) of 0.19 (95% confidence interval: 0.12, 0.30) favoring
the Test adhesive (p < .0001). Similar Test adhesive beneficial outcomes in both
studies included significantly fewer denture dislodgements and awareness and how
bothersome peanut particles under dentures were. Treatments were generally well‐
tolerated. wileyonlinelibrary.com/journal/cre2
| Clin Exp Dent Res. 2022;1–10. Conclusions: These findings, including reduced peanut particle infiltration, fewer
denture dislodgments, and lower ratings of bothersomeness, corroborate those
studies investigating the benefits of denture adhesive in preventing food infiltration. K E Y W O R D S
adhesives, dentures, denture retention, methods
2
|
PATEL ET AL. 2
| 2 2
| PATEL ET AL. Abstract Conclusions: These findings, including reduced peanut particle infiltration, fewer
denture dislodgments, and lower ratings of bothersomeness, corroborate those
studies investigating the benefits of denture adhesive in preventing food infiltration. 2.1
|
Participants gum, mineral oil; Haleon, Weybridge, UK; USA marketplace) was
applied using a preloaded syringe at a dose of 1.0 g to the maxillary
denture and 0.6 g to the mandibular denture when participants were
randomized to the denture adhesive treatment arm. The treatment
groups were as follows: gum, mineral oil; Haleon, Weybridge, UK; USA marketplace) was
applied using a preloaded syringe at a dose of 1.0 g to the maxillary
denture and 0.6 g to the mandibular denture when participants were
randomized to the denture adhesive treatment arm. The treatment
groups were as follows: Unless otherwise stated, participant criteria were the same for both
studies. Written, informed consent was provided by each participant
before any study‐specific procedures. Eligible edentulous participants
were aged between 18 and 85 years and in good physical and mental
health. Participants had
conventional, full,
acrylic
dentures in
maxillary and mandibular arches, which they self‐reported getting
food trapped under while eating. Dentures needed to be fair‐ to well‐
fitting, defined as a Kapur Index (Olshan Modification) retention and
stability index sum score ≥6 (Supporting Information: 1) for maxillary
and mandibular dentures combined, with no individual stability or
retention score <1 (Kapur, 1967; Olshan et al., 1992). Dentures were
judged by the lead examiner as being well‐made and defined as
having adequate vertical dimension, freeway space, horizontal
occlusal relationships, and border extension with acceptable porosity,
tissue surfaces, polished surfaces, color, and thickness. Additionally,
each denture was required to have a peanut particle migration rating
at screening >0 (see below). Denture‐bearing tissue scores were
assessed (Kapur, 1967) (Supporting Information: 2), but the scores
were not used for screening or stratification purposes. • Conventional pattern application: Maxillary denture: One central
dab applied to the middle of the palatal region, and one dab each
applied to the left and right premolar regions; Mandibular denture:
One dab each applied to the left and right premolar regions. • Continuous strips pattern application: Maxillary denture: Two short
strips applied in the palatal region, and a single confluent strip
applied to the middle of the alveolar ridge region, inside the
buccolabial and posterior borders extending the entire arch;
Mandibular denture: A confluent strip applied to the middle of
the alveolar ridge region, extending the entire arch. • No adhesive. 2.1
|
Participants For the efficacy study, eligible participants were randomized (1:1)
to one of two study groups in a crossover manner to first receive
either: Participants were ineligible if they were pregnant; breastfeeding;
were receiving medication or had a medical condition that might
interfere with the study; had any clinically significant or relevant oral
abnormality; had an allergy/intolerance to study materials/ingredi-
ents or to peanuts/nuts or had received an investigational drug,
cosmetic, or medical device within 30 days of screening. Participants
could only have nonemergency dental/denture procedures per-
formed during the study if allowed by the examiner. • Test adhesive (COREGA Máximo Sellado/Selamento containing
sodium–calcium mixed partial salt of polymethylvinyl ether/maleic
acid, carboxymethylcellulose, petrolatum, mineral oil; Haleon)
applied as detailed above in the continuous strips pattern via the
precision nozzle incorporated into the primary packaging for a
total dose of 1.0 g (±0.1 g) for the mandibular denture, and 0.6 g
(±0.1 g) for the maxillary denture. • No adhesive. 2
|
MATERIALS AND METHODS Both the pilot and efficacy studies were single‐center, controlled,
randomized, crossover trials conducted at a US‐based clinical
research facility in full compliance with the International Council
for Harmonisation of Technical Requirements for Registration of
Pharmaceuticals for Human Use, all applicable local good clinical
practice regulations and participant privacy requirements, and
the ethical principles outlined in the Declaration of Helsinki. The
pilot study (ClinicalTrials.gov: NCT03345108) was an open‐label,
three‐treatment, three‐period study. The efficacy study (Clinical-
Trials.gov: NCT03709810) was a single‐blind (technician weigh-
ing migrated peanut particles), two‐treatment, two‐period study. Final
study
protocols,
informed
consent
forms,
and
other
information
that
required
preapproval
were
reviewed
and
approved by an independent institutional review board (US Inves-
tigational
Review
Board,
Inc.:
U.S.IRB2017SRI/12
and
U.S.IRB2018SRl/05). Anonymized
individual
participant
data
and study documents can be requested for further research from
www.clinicalstudydatarequest.com. A previous study by some of the current authors (Atassi et al.,
2019) utilizing the peanut chewing methodology (Ahmad et al., 2009,
2010) did not find a difference in food infiltration when a denture
adhesive was compared to no adhesive. This was postulated to be
due to noncontrolled amounts of denture adhesive being applied and
to a nonoptimized method of peanut particle collection and handling
following chewing. Here, a pilot method development study was
carried out to ascertain if changes to the previous study methodology
(Atassi et al., 2019) could be employed to better evaluate the mass of
peanut particles that infiltrated under dentures when chewing, with
an assessment of the pattern of denture adhesive application as the
primary objective. This was followed by an efficacy study employing
the refined methodology developed in the pilot with the primary
objective of assessing the performance of a marketed denture
adhesive compared to no adhesive. Peanuts were used in both
studies as a representative, analyzable food; it is expected that similar PATEL ET AL. 3 2.4
|
Statistical analysis For the pilot study, as the purpose was not to compare treatment
arms but to understand if the food occlusion model was applicable to
different patterns of adhesive application, the study was not blinded
and no formal statistical analysis was performed. Approximately 48
(maximum 50) participants were planned to be enrolled. Recruitment
was targeted to achieve 50 ± 10% of participants with low (score of
6–14, clinically fair to good denture retention and stability) or high
(score of 15–18, clinically very good denture retention and stability)
KO Index sum scores. Maxillary and mandibular dentures, together with their corre-
sponding gauze, were placed in separate beakers of warm deionized
(DI) water and sonicated for at least 30 min to loosen adhering
peanut particles. Any peanut pieces remaining on the prosthesis or
gauze were then rinsed out into the beaker with fresh DI water. The
gauze pieces were discarded and the dentures were cleaned and
returned to the participant. The contents of the beaker (water,
adhesive, saliva, and peanut particles) were heated to boiling with
frequent stirring to facilitate the dissolution of any remaining
adhesive and then strained through a standard #60 testing sieve. The remaining peanut particles were repeatedly washed with hot DI
water to remove residual saliva and contaminants, air‐dried over-
night, then oven dried for 5 h at 40°C. Once cooled, the mass (mg) of
the dry peanut particles that had migrated under each denture was
determined. In the efficacy study, it was planned to screen 53 participants
and randomize 52 to ensure that 48 evaluable participants would
complete the study. It was estimated that this sample size would
provide 91% power to detect a multiplicative difference of 2.25
(0.3522 on the logarithmic scale) between the Test adhesive and no
adhesive in the mean mass of peanut particles recovered from
maxillary and mandibular dentures (based on the pilot study results). These were calculated using power analysis and sample size (PASS)
software (NCSS Statistical Software, 2019) for a two‐period cross-
over trial and using the Sw option for the variability estimate as
0.5075. An extensive simulation conducted in the PASS study
supported the above calculations. 3
|
Efficacy measurements 2.3 with a tick‐box sheet and instructed to record each incident of
denture dislodgement (of either denture) that occurred while
chewing the peanuts. For both studies, the primary efficacy evaluation was a combined
mass of peanuts under both dentures when denture adhesive was
applied per the conventional pattern. For the efficacy study,
secondary efficacy endpoints included the mass of peanut particles
recovered separately under each denture. Additional secondary
endpoints were the number of participant‐reported denture dis-
lodgements and participant responses to the postpeanut chewing
questionnaire. For the pilot study, exploratory efficacy evaluations
included these plus a combined mass of peanuts under both dentures
when the denture adhesive was applied per continuous strip pattern
or when no adhesive was used and the mass of peanuts under
combined dentures in participants with a low or high Kapur–Olshan
(KO) score with each treatment. After peanut consumption, participants gently rinsed their
mouths with water for 5 s in the pilot study. This rinsing step was
increased to 10 s for the follow‐on efficacy study as it was
discovered that 5 s was not sufficient to remove all residual peanut
particles from around the mouth that had not been retained under
the dentures. The examiner removed any peanut particles from the
vestibular and sublingual areas (maxillary and mandibular), then
carefully extracted the mandibular denture. They then removed
and collected any peanut particles and residual adhesive, first from
the lower edentulous ridge using gauze, then the maxillary
denture. Respective gauzes for each denture were retained in
separate, marked beakers. Any residual peanut particles present on the denture surface
other than those on the intaglio surface were discarded. In each
study, with approximately five participants per group, the denture
intaglio surface was photographed such that a variety of denture
sizes and fits were represented. These images were for visualization
purposes only and were not analyzed. 2.2
|
Procedures They were provided For the pilot study, a marketed denture adhesive (Super Poligrip®
Free Denture Adhesive Cream containing polymethylvinyl ether/
maleic acid; sodium–calcium mixed partial salt, petrolatum, cellulose PATEL ET AL. 4 | 2.2
|
Procedures For both studies, the amount of adhesive applied to the denture
was controlled by weighing the adhesive to be placed onto the
denture. The amounts used (1.0 g to the maxillary and 0.6 g to the
mandibular denture) were chosen to be representative of the
amounts typically used in practice. At the screening visits for both studies, participants underwent an
oral soft tissue (OST) examination and were assessed for denture
retention and stability. Participants were also assessed for adequate
food migration under the dentures whereby they chewed and
consumed a 30–32 g serving of peanuts in individual portions of
approximately eight peanut halves at a time. Participants then rinsed
their mouths with water for up to 10 s to help remove any peanut
particles that had not migrated under the dentures. Visual assess-
ment of the amount and degree of peanut particle migration under
the dentures was conducted and graded accordingly by the examiner
using a 4‐point scale from 0 (no peanut migration) to 3 (extensive
peanut migration on the crest of the denture). To ensure only
participants
who
experienced
peanut
particle
infiltration
were
included in the study, participants with a score of 1–3 were
randomized to the treatment sequence in which they would receive
each condition according to a predetermined schedule generated by
an independent statistical agency. For both studies, during treatment visits, the use of any nicotine
or
nicotine‐containing
products,
or
any
other
oral
healthcare
products other than the study products was prohibited while at the
study site. On test days, participants underwent an OST examination, and
dentures were cleaned and dried before adhesive application/
denture insertion; participants rinsed their mouth with water and
expectorated before denture insertion. Adhesive/no adhesive was
applied (per randomization schedule) and dentures were placed in the
mouth; then the participant pressed the denture firmly in place and
bit down for a few seconds to secure the hold. At 60 (±5) min after
denture insertion, each participant was given a standardized portion
of peanuts (30–32 g) to consume following a prescribed chewing and
swallowing
method
whereby
participants
sequentially
chewed
approximately eight peanut halves for at least 20 s before swallowing. Participants were allowed small sips of water during peanut
consumption to aid chewing and swallowing. 3.1
|
Denture‐related characteristics 3.1 Analysis of denture dislodgements (mITT population) was performed
by nonparametric testing, applied to obtain inferential statistics, as
assumptions underlying the ANOVA model could not be supported. Analysis was performed using the Wilcoxon signed‐rank test and the
Hodges–Lehmann method. In the pilot study, current denture history was comparable for
maxillary and mandibular dentures, with mean denture ages of
11.4 years (SD 12.31 years; range: 1.0–52.0 years) and 12.0 years (SD
12.25 years; range: 1.0–52.0 years), respectively. Fewer (25%) parti-
cipants with high KO scores at screening were recruited than
planned, with 75% having a low KO score; however, sufficient
participant numbers were recruited in each subgroup (high or low KO
scores) to allow for adequate analysis. For participants’ responses to questionnaires, descriptive statis-
tics, mean score, and standard error (SE) were calculated for each
question by the treatment group and frequency graphs were
constructed. Analysis of participants’ responses to questions was
performed using the methods described for the number of denture
dislodgements. In the efficacy study, participants had an average duration of
denture use of 23.0 years (SD 19.14 years; range 0.1–63.0 years) for
maxillary
dentures,
and
22.8 years
(SD
18.83 years;
range
0.1–63.0 years) for mandibular dentures. Current denture history
was comparable for maxillary and mandibular dentures, with mean
denture ages of 12.3 years (SD 13.57 years; range: 0.1–54.0 years)
and 12.2 years (SD 13.54 years; range: 0.1–54.0 years), respectively. No participants had dentures with “poor retention and stability” (<6
Kapur Index total score); 1 (2.1%) had “fair retention and stability”
(6–9 total score); 24 (50.0%) had “good retention and stability”
(10–14 total score), and 23 (47.9%) had “very good retention and
stability” (>14). The mean combined score of 14.8 for the fit
assessment (Kapur Index) was indicative of overall very good denture
fit and stability at baseline. Denture adhesive was currently being
used at screening on maxillary dentures by 17 participants (35.4%)
and on mandibular dentures by 20 participants (41.7%). Denture‐
bearing tissue scores can be found in Supporting Information:
Table 1; briefly, the majority of participants had resilient to firm
tissue resiliency, and low to medium border tissue attachment. 2.4
|
Statistical analysis wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License In both studies, following food infiltration testing and denture
removal on test days, participants completed a questionnaire on their
experience during chewing and whether they had been aware of
peanut particles under their dentures (Yes/No answer). Participants
who answered “yes” completed additional questions relating to their
subjective assessment of the amount of peanut particles under the
dentures (1 = none to 10 = numerous), and how bothered they were
by these (1 = not at all bothered to 10 = extremely bothered). Additionally, in the pilot study, participants rated how irritating the
peanut particles were (1 = not at all irritating to 10 = extremely
irritating). Primary and secondary efficacy analyses for both studies were
based on a modified intent‐to‐treat (mITT) population, including all
participants who were randomized, received at least one dose of
study treatment, and had at least one assessment of efficacy. For the
efficacy study, primary and secondary analysis of food infiltration was
performed using a mixed model analysis of variance (ANOVA) with
Log10 peanut mass as a response, study treatment and period as fixed
explanatory effects, and participant as a random effect. The
geometric mean (GM), geometric coefficient of variation (CV), and
95% confidence interval (CI) were presented. All statistical tests of
the hypothesis were two‐sided and employed a level of significance
of α = .05. The number of denture dislodgements according to the
number of participants was presented as a frequency distribution. Safety was assessed by OST examination at screening and
before/after each assessment at the treatment visits, through a
collection of adverse events (AEs) and medical device incidents. Abnormalities and AEs reported after the participant's first use of
treatment were considered treatment‐emergent adverse events
(TEAEs). PATEL ET AL. |
5 5 3.2
|
Peanut particle mass For the efficacy study, the combined GM mass of peanut
particles recovered from both maxillary and mandibular dentures was
lower when the Test adhesive was used (5.56 mg; CV 1.160 mg)
compared to no adhesive (29.13 mg; CV 1.160 mg) (Table 1). The
primary analysis of the between‐group GM ratio deduced as Test
adhesive over no adhesive, demonstrated a statistically significant
difference in favor of the Test adhesive (0.19 [95% CI: 0.12, 0.30];
p < .0001) (Table 1). The GM equates to 5.2 times lower amount of
peanut particle infiltration with the GM ratio indicating that the mass
of peanut particles under the denture when using theTest adhesive is
19% of that when using no adhesive. Similarly, the GM mass of
peanut particles recovered from the maxillary (5.9 times lower) or
mandibular (4.8 times lower) dentures separately was statistically
significantly lower with theTest adhesive, with, respectively, 17% and
21% of the infiltration detected with no adhesive (Table 1). Figure 2 shows typical photographs of dentures after the chewing
challenge with and without adhesive use, demonstrating both
residual denture adhesive and peanut particles. It can be deduced
from these photos that peanut particles have ingressed under the
dentures, especially where no adhesive was applied, with particles
particularly present in the areas of the dentures contacting the
alveolar ridge in the case of maxillary dentures. Graphs and tables for the pilot study are held in the section
of Supporting Information. For the pilot study (Supporting Informa-
tion: Table 2 and Figure 1), peanut particle mass data were positively
skewed with mean masses being considerably greater than medians;
therefore, both median and mean masses are discussed. Without
adhesive,
a
greater
median
(11.0 mg,
range
0.1–700.0 mg) and mean (58.4 mg, SE 20.48 mg) mass of peanut
particles migrated under the mandibular dentures than the maxillary
ones (median 7.7 mg, range 0.1–213.4 mg; mean 20.1 mg, SE
5.79 mg). This was the same when the adhesive was applied by the
conventional pattern (mandibular median 3.4 mg, range 0.1–27.1 mg;
mean
5.8 mg,
SE
0.94 mg;
maxillary
median
2.7 mg,
range
0.1–89.2 mg; mean 6.0 mg, SE 1.95). 3.2
|
Peanut particle mass However, when applied by the
continuous pattern, there was a slightly lower median and mean for
the mandibular dentures (median 1.4 mg, range 0.0–20.0 mg; mean
3.8 mg, SE 0.72 mg) compared with the maxillary ones (median
1.8 mg, range 0.0–57.3 mg; mean 5.6 mg, SE
1.41 mg). When
assessed by low or high KO scores, there were few differences for
the conventional application or no adhesive; however, for the
continuous pattern group, the median mass of peanuts under the
combined dentures was higher in those with a low KO score (median
5.8, range 0.2–75.6 mg; mean 10.7, SE 2.35) compared with those
with a high KO score (median 2.1, range 0.2–36.7 mg; mean 5.7, SE
2.94) (Supporting Information: Table 2) 3
|
RESULTS In the pilot study, the first participant was enrolled in November
2017; the final participant completed the study in December 2017. Of the 49 participants screened, 48 were randomized to a treatment
sequence and were included in the mITT and safety populations
(Figure 1). Most participants were females (70.8%) and were either of
White/European heritage (91.7%%) or African American/African
heritage (8.3%). The mean age was 65.0 years (standard deviation
[SD] 12.60: range 31–81 years). In the pilot study, the first participant was enrolled in November
2017; the final participant completed the study in December 2017. Of the 49 participants screened, 48 were randomized to a treatment
sequence and were included in the mITT and safety populations
(Figure 1). Most participants were females (70.8%) and were either of
White/European heritage (91.7%%) or African American/African
heritage (8.3%). The mean age was 65.0 years (standard deviation
[SD] 12.60: range 31–81 years). For the efficacy study, a total of 53 participants were screened
for eligibility and 48 were randomized and completed treatment
(Figure 3). Most participants were females (n = 33; 68.8%) and were
either White/European heritage (n = 43; 89.6%) or African American/
African heritage (n = 4; 8.3%). The mean age was 65.1 years (SD
10.77: range 31–81 years). wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License FIGURE 1
Study flow schematic. mITT, modified intent‐to‐treat. FIGURE 1
Study flow schematic. mITT, modified intent‐to‐treat. 6
| PATEL ET AL. 6 3.3 |
7 TABLE 1
Efficacy (follow‐on) study
the mass of peanut particles (mg), the
geometric mean ratio between treatment
(modified intent‐to‐treat cohort)
Mass (mg)
Adhesive
No adhesive
Combined
Mean (SE) [min–max]
17.16 (7.475) [0.2–346.0]
78.55 (20.695) [1.3–860.0]
GM (CV) [95% CI]
5.56 (1.160) [3.72, 8.31]
29.13 (1.160) [19.48, 43.56]
GM ratio [95% CI], p value
0.19 [0.12, 0.30], p < .0001
Maxillary
Mean (SE) [min–max]
4.85 (2.233) [0.0–106.8]
22.02 (6.835) [0.6–264.7]
GM (CV) [95% CI]
1.39 (1.216) [0.92, 2.11]
8.17 (1.216) [5.39, 12.38]
GM ratio [95% CI], p value
0.17 [0.11, 0.27], p < .0001
Mandibular
Mean (SE) [min–max]
12.31 (7.141) [0.0–345.2]
56.53 (19.129) [0.0–855.5]
GM (CV) [95% CI]
2.75 (1.795) [1.63, 4.64]
13.07 (1.795) [7.75, 22.02]
GM ratio [95% CI], p value
0.21 [0.10, 0.43], p < .0001
Note: Analysis was performed using the ANOVA model with Log10 peanuts mass as response variable;
study product and period as fixed explanatory effects and participant as a random effect; a GM ratio of
<1 implies the mass of peanuts under the denture when using the Test adhesive is reduced to that
percentage (e.g., 19% for Combined) of no adhesive. Abbreviations: ANOVA, analysis of variance; CI, confidence interval; CV, geometric coefficient of
variation; GM, geometric mean, adhesive over no adhesive; SE, standard error. | Note: Analysis was performed using the ANOVA model with Log10 peanuts mass as response variable;
study product and period as fixed explanatory effects and participant as a random effect; a GM ratio of
<1 implies the mass of peanuts under the denture when using the Test adhesive is reduced to that
percentage (e.g., 19% for Combined) of no adhesive. Abbreviations: ANOVA, analysis of variance; CI, confidence interval; CV, geometric coefficient of
variation; GM, geometric mean, adhesive over no adhesive; SE, standard error. 3.3 FIGURE 4
Efficacy (follow‐on) frequency graph of participant
ratings of level of awareness of peanut particles under dentures by
treatment (modified intent‐to‐treat population) of
continuous
application,
and
70.8%
(n = 34)
of
no
adhesive participants reported being aware of peanuts under
d
FIGURE 3
Efficacy (follow‐on) study frequency graph of
participant‐rated number of denture dislodgements by treatment
(modified intent‐to‐treat population)
FIGURE 4
Efficacy (follow‐on) frequency graph of participant
ratings of level of awareness of peanut particles under dentures by
treatment (modified intent‐to‐treat population) FIGURE 3
Efficacy (follow‐on) study frequency graph of
participant‐rated number of denture dislodgements by treatment
(modified intent‐to‐treat population) FIGURE 4
Efficacy (follow‐on) frequency graph of participant
ratings of level of awareness of peanut particles under dentures by
treatment (modified intent‐to‐treat population) FIGURE 3
Efficacy (follow‐on) study frequency graph of
participant‐rated number of denture dislodgements by treatment
(modified intent‐to‐treat population) of
continuous
application,
and
70.8%
(n = 34)
of
no
adhesive participants reported being aware of peanuts under
dentures. For the efficacy study, overall, 12 participants (25.0%) using
the Test adhesive and 33 (68.8%) without adhesive reported
being aware of peanut particles under their dentures and
answered two further questions. When using the Test adhesive,
participants reported a mean score of 0.8 (SE 0.29) on the
“amount of peanut pieces under denture” rating scale (0 = none to
10 = lots); no adhesive results showed a mean score of 3.8 (SE
0.52). The median between‐group difference was in favor of the
Test adhesive versus no adhesive and was statistically significant
(−1.50; point estimate −2.50; 95% CI: −4.50, −1.50; p < .0001). (Figure 4) adhesive) following analysis using the Wilcoxon signed‐rank test was
−3.00 and was significantly different in favor of the Test adhesive
(p < .001). The point estimate (Hodges–Lehmann estimates of median
differences) was −3.00 (95% CI −4.50, −2.00). TABLE 1
Efficacy (follow‐on) study
the mass of peanut particles (mg), the
geometric mean ratio between treatment
(modified intent‐to‐treat cohort) 3.3 For the efficacy study, overall, 12 participants (25.0%) using
the Test adhesive and 33 (68.8%) without adhesive reported
being aware of peanut particles under their dentures and
Mass (mg)
Adhesive
No adhesive
Combined
Mean (SE) [min–max]
17.16 (7.475) [0.2–346.0]
78.55 (20.695) [1.3–860.0]
GM (CV) [95% CI]
5.56 (1.160) [3.72, 8.31]
29.13 (1.160) [19.48, 43.56]
GM ratio [95% CI], p value
0.19 [0.12, 0.30], p < .0001
Maxillary
Mean (SE) [min–max]
4.85 (2.233) [0.0–106.8]
22.02 (6.835) [0.6–264.7]
GM (CV) [95% CI]
1.39 (1.216) [0.92, 2.11]
8.17 (1.216) [5.39, 12.38]
GM ratio [95% CI], p value
0.17 [0.11, 0.27], p < .0001
Mandibular
Mean (SE) [min–max]
12.31 (7.141) [0.0–345.2]
56.53 (19.129) [0.0–855.5]
GM (CV) [95% CI]
2.75 (1.795) [1.63, 4.64]
13.07 (1.795) [7.75, 22.02]
GM ratio [95% CI], p value
0.21 [0.10, 0.43], p < .0001
Note: Analysis was performed using the ANOVA model with Log10 peanuts mass as response variable;
study product and period as fixed explanatory effects and participant as a random effect; a GM ratio of
<1 implies the mass of peanuts under the denture when using the Test adhesive is reduced to that
percentage (e.g., 19% for Combined) of no adhesive. Abbreviations: ANOVA, analysis of variance; CI, confidence interval; CV, geometric coefficient of
variation; GM, geometric mean, adhesive over no adhesive; SE, standard error. requency graph of
dgements by treatment
FIGURE 4
Efficacy (follow‐on) frequency graph of participant
ratings of level of awareness of peanut particles under dentures by
treatment (modified intent‐to‐treat population)
|
7
20574347, 0, Downloaded from https://onlinelibrary.wiley.com/doi/10.1002/cre2.703 by University Of Aberdeen, Wiley Online Library on [10/02/2023]. See the Terms and Conditions (https://onlinelibrary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA article Mass (mg)
Adhesive
No adhesive
Combined
Mean (SE) [min–max]
17.16 (7.475) [0.2–346.0]
78.55 (20.695) [1.3–860.0]
GM (CV) [95% CI]
5.56 (1.160) [3.72, 8.31]
29.13 (1.160) [19.48, 43.56]
GM ratio [95% CI], p value
0.19 [0.12, 0.30], p < .0001
Maxillary
Mean (SE) [min–max]
4.85 (2.233) [0.0–106.8]
22.02 (6.835) [0.6–264.7]
GM (CV) [95% CI]
1.39 (1.216) [0.92, 2.11]
8.17 (1.216) [5.39, 12.38]
GM ratio [95% CI], p value
0.17 [0.11, 0.27], p < .0001
Mandibular
Mean (SE) [min–max]
12.31 (7.141) [0.0–345.2]
56.53 (19.129) [0.0–855.5]
GM (CV) [95% CI]
2.75 (1.795) [1.63, 4.64]
13.07 (1.795) [7.75, 22.02]
GM ratio [95% CI], p value
0.21 [0.10, 0.43], p < .0001
|
7 PATEL ET AL. 3.3 Pilot study data are presented in Supporting Information: Table 3. Briefly,
the mean number of denture dislodgements was 0.35 (SE 0.113) for the
conventional application group; 0.25 (SE 0.138) for the continuous
application group, and 1.64 (SE 0.255) for the no adhesive group. For the efficacy study, the number of denture dislodgments
experienced by participants while chewing is shown in Figure 3. During the chewing procedure, a greater number of participants
reported no denture dislodgments when using the Test adhesive
(n = 35; 72.9%) compared to without adhesive (n = 11; 22.9%). A
mean of 0.6 (SE 0.24) dislodgements were reported when using the
Test adhesive compared to a mean of 4.7 (SE 0.80) without adhesive. A lower median number of patient‐reported denture dislodgements
was evident with the Test adhesive compared to no adhesive (0.0 vs. 4.0, respectively). The median difference (Test adhesive minus no ary.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License FIGURE 2
Representative photographs from the pilot study of dentures before collection of peanut particles and residual denture adhesive
(when applied) per (a) conventional application, (b) continuous application, and (c) no adhesive. Photographs adjusted for contrast and brightness. Black arrows, denture adhesive; red arrows, peanut particles. FIGURE 2
Representative photographs from the pilot study of dentures before collection of peanut particles and residual denture adhesive
(when applied) per (a) conventional application, (b) continuous application, and (c) no adhesive. Photographs adjusted for contrast and brightness. Black arrows, denture adhesive; red arrows, peanut particles. oxon signed‐rank test was
avor of the Test adhesive
of
continuous
application,
and
70.8%
(n = 34)
of
no
adhesive participants reported being aware of peanuts under
dentures. 3.4 Pilot study data are presented in Supporting Information: Table 4. Briefly, 6.3% (n = 3) of conventional application, 6.3% (n = 3) 8
| 8
| PATEL ET AL. FIGURE 5
Efficacy (follow‐on) frequency graph of participant
ratings of level of how bothersome peanut pieces felt under denture
by treatment group (modified intent‐to‐treat population)
8
| application had only a small effect; however, the continuous strip
application resulted in a numerically lower median/mean mass of
peanuts recovered from under the dentures compared to the
conventional application. It should be noted that in practice, the
amount of denture adhesive required to ensure adequate denture
hold and to prevent food particle ingress may be more or less than
the amount dosed in this study owing to differences in user's denture
fit, size of a denture, quality of underlying soft tissue and user
preference. Both studies allowed a period of 60 min between the
fitting of the denture and the commencement of testing. This was to
ensure the adhesive had fully hydrated before testing, allowing the
denture hold to stabilize. application had only a small effect; however, the continuous strip
application resulted in a numerically lower median/mean mass of
peanuts recovered from under the dentures compared to the
conventional application. It should be noted that in practice, the
amount of denture adhesive required to ensure adequate denture
hold and to prevent food particle ingress may be more or less than
the amount dosed in this study owing to differences in user's denture
fit, size of a denture, quality of underlying soft tissue and user
preference. Both studies allowed a period of 60 min between the
fitting of the denture and the commencement of testing. This was to
ensure the adhesive had fully hydrated before testing, allowing the
denture hold to stabilize. FIGURE 5
Efficacy (follow‐on) frequency graph of participant
ratings of level of how bothersome peanut pieces felt under denture
by treatment group (modified intent‐to‐treat population) In the follow‐on efficacy study, the primary objective was met
with a greater than fivefold reduction in peanut infiltration under
dentures when using theTest adhesive compared to no adhesive use. The denture adhesive was shown to be effective in reducing the
infiltration of peanut particles under both maxillary and mandibular
dentures when analyzed separately or together. A higher mass of
peanut particles was observed under the mandibular dentures
compared to the maxillary ones in both treatment groups. 3.5
|
Safety For the pilot study, there were no TEAEs, serious AEs, medical device
incidents, or deaths reported during the study. For the efficacy study,
overall, six TEAEs were reported, all classified as oral: hyperkeratosis
(n = 1 for Test adhesive; n = 2 for no adhesive); tongue biting (n = 1 for
Test adhesive); mouth injury (n = 1 for no adhesive), and a traumatic
ulcer (n = 1 for no adhesive). There were no treatment‐related TEAEs,
serious TEAEs, deaths during the study, or TEAEs leading to
premature study treatment discontinuation. y.wiley.com/terms-and-conditions) on Wiley Online Library for rules of use; OA articles are governed by the applicable Creative Commons License Another finding of the efficacy study was that only 27.1% of
those using the Test adhesive reported any denture dislodgments
during the chewing procedure used, compared to 77.1% of those
when not using adhesive. More participants in the no adhesive
groups
also
reported
multiple
(>1)
dislodgements. This
is
in
agreement with previous studies examining the maximum incisal bite
force a person can exert until denture dislodgement, which generally
shows that a greater bite force is achievable when denture adhesive
is used compared to no adhesive use (Axe et al., 2018; Jose et al.,
2018; Varghese et al., 2019). Fewer denture dislodgements with the
use of denture adhesive may be related to reduced movement of
the denture while chewing (Tarbet et al., 1980) and supports the
reduction in peanut particle infiltration observed in the primary
analysis (Munoz et al., 2012). The higher infiltration of peanuts under
mandibular dentures may be related to a greater number of
mandibular denture dislodgements, as has been shown previously
(Grasso et al., 2000); however, participants in this study were not
asked to report which denture had been dislodged as it was
considered too onerous for the participants to be able to accurately
report dislodgements separately while chewing peanuts in the
prescribed fashion. This could be examined in further studies. 3.4 This was
also found in the pilot study and previous studies (Ahmad et al., 2010;
Munoz et al., 2012) and is postulated to be due to poorer retention of
the mandibular denture based on the activity and movements of the
mandible,
tongue,
and
facial
musculature
during
mastication
(Bohnenkamp & Garcia, 2007). The pattern of food distribution
around the mouth while chewing and the effects of gravity may also
result in more peanut particles gathered in the mandibular denture
region during chewing. However, while the mass of peanuts under
the mandibular dentures was greater, the GM ratio was similar for
both dentures as well as the combined dentures, demonstrating that
the adhesive works equally well with maxillary and mandibular
dentures at preventing food infiltration. When using the Test adhesive, participants reported peanut
pieces under their dentures to be less bothersome (mean score 0.7,
SE 0.28) than during the no adhesive period (mean score 4.0, SE 0.57)
(Figure 5). The median between‐group difference in favor of Test
adhesive use versus no adhesive was also statistically significant
(−2.00; point estimate −3.00; 95% CI: −4.50, −1.50; p < .0001). REFERENCES Ahmad, M., Ibrahim, D. F. A., Hazmi, N. H., Tarib, N. A., & Kamarudin, K. H. (2009). The effect of denture adhesive on food occlusion. Malaysian
Dental Journal, 30, 146–147. Ahmad, M., Ibrahim, D. F. A., Hazmi, N. H., Tarib, N. A., & Kamarudin, K. H. (2010). An investigation into the effect of denture adhesives in
limiting the food impaction. Malaysian Dental Journal, 31, 65–70. One potential consideration in these studies was that there was a
large
range
of
denture
age
and
denture‐wearing
experience. However, as this was a crossover study, there was no difference
between the groups regarding this. As dentures were judged on their
Kapur Index for retention and stability as well as the visual
examination of fit and condition, the age of the denture should not
affect the results. Test adhesive use was generally well tolerated with
no treatment‐related TEAEs. Alfadda, S. A. (2014). The relationship between various parameters of
complete denture quality and patients’ satisfaction. The Journal of
the American Dental Association, 145(9), 941–948. https://doi.org/
10.14219/jada.2013.48 Atassi, M., Milleman, K. R., Burnett, G. R., Sanyal, S., & Milleman, J. L. (2019). A randomized clinical study to evaluate the effect of denture
adhesive application technique on food particle accumulation under
dentures. Clinical and Experimental Dental Research, 5(4), 316–325. https://doi.org/10.1002/cre2.168 In conclusion, the use of denture adhesive, applied in a specified
amount and pattern with a precision application nozzle, was found to
result in a lower mass of peanut particles found under dentures and
also improve participant perception of such. This could be related to
both better denture adherence to the gum as well as to the finding of
fewer denture dislodgements while chewing. These findings add
further weight to the utility of denture adhesive in those with well‐
fitting and well‐made full maxillary or mandibular dentures. As
complaints of food infiltration are common amongst denture wearers,
reduction of such could lead to higher enjoyment of food and a
greater range of food choices. Axe, A., Jain, R., Varghese, R., Mason, S., DiLauro, T. S., & Cronin, M. (2018). Randomized clinical study comparing three experimental
denture adhesives and Fixodent® versus no adhesive. The Journal of
Clinical Dentistry, 29, 69–74. Bohnenkamp, D. M., & Garcia, L. T. (2007). Phonetics and tongue position
to improve mandibular denture retention: A clinical report. The
Journal of Prosthetic Dentistry, 98(5), 344–347. https://doi.org/10. 1016/S0022-3913(07)60117-6 Brunello, D. L., & Mandikos, M. N. (1998). 4
|
DISCUSSION The accumulation of food under dentures can be a considerable issue
for wearers, even when dentures have been fitted appropriately
(Brunello & Mandikos, 1998; Gosavi et al., 2013). This was
highlighted here in individuals with well‐fitting dentures (mostly
rated as “good” or “very good” retention and stability scores), where
around 70% of participants in both studies reported that they were
aware of peanuts under their dentures when denture adhesive was
not used. Both studies examined the efficacy of a measured amount of a
marketed denture adhesive applied in thin strips with a precision
nozzle compared to no adhesive with regard to food infiltration under
dentures. This is in contrast to traditional application nozzles, where
the denture adhesive is intended to be applied more coarsely as dabs
on the denture intaglio surface (the pilot study “conventional
application” pattern). In the pilot study, the pattern of adhesive PATEL ET AL. 9 Previous denture adhesive studies have also seen similar
improvements in participant ratings for denture confidence, comfort,
satisfaction, and movement when denture adhesive was used
compared to no adhesive (Atassi et al., 2019; Munoz et al., 2012). In this study, participants were more specifically asked to rate the
amount of peanut particles they perceived as being under their
dentures. It was shown that significantly fewer participants were
aware of peanuts under their dentures while using the Test adhesive
(25.0%) compared to no adhesive (68.8%). Scores for the question
posed to those who perceived peanut particles under their dentures
—“how bothered were you by the peanut pieces under your
denture?”—were also significantly lower with the Test adhesive. These results show that participants’ perceived efficacy of the
marketed denture adhesive was significantly higher compared to no
adhesive and reflects the objective measurements shown when
peanut particles were weighed. manuscript, had final responsibility for the decision to submit, and
approved the manuscript. manuscript, had final responsibility for the decision to submit, and
approved the manuscript. REFERENCES Construction faults, age, gender,
and relative medical health: Factors associated with complaints in
complete denture patients. The Journal of Prosthetic Dentistry, 79(5),
545–554. https://doi.org/10.1016/s0022-3913(98)70176-3 Gosavi, S. S., Ghanchi, M., Malik, S. A., & Sanyal, P. (2013). A survey of
complete denture patients experiencing difficulties with their
prostheses. Journal of Contempory Dental Practice, 14(3), 524–527. https://doi.org/10.5005/jp-journals-10024-1355 ORCID Nisha Patel
http://orcid.org/0000-0002-9336-342X
Mounir Atassi
https://orcid.org/0000-0002-4499-1614 Nisha Patel
http://orcid.org/0000-0002-9336-342X Mounir Atassi
https://orcid.org/0000-0002-4499-1614 Mounir Atassi
https://orcid.org/0000-0002-4499-1614 CONFLICTS OF INTEREST R. V. and G. R. B. are employees of the study sponsor GSK Consumer
Healthcare, now known as Haleon. M. A. was an employee of GSK
Consumer Healthcare at the time of the research. K. M. and J. M. are
Directors of Salus Research, which has received funding from Haleon. A previous food infiltration study by a number of the current
authors also investigated the use of an adhesive compared to
nonadhesive use but did not find a significant difference between
them (Atassi et al., 2019). This was postulated to be due to several
factors including controlling the amount of adhesive applied to each
denture and having a more precise method of collection and
processing of the peanut particles. As such, the methodology to
apply denture adhesive and collect peanut particles was refined in
the
pilot
study
described
here. These
improvements
in
the
methodology provided results in the efficacy study where statistically
significant differences were shown, suggesting that this refined
protocol is suitable for examining the effects of treatments on food
infiltration under dentures. DATA AVAILABILITY STATEMENT Anonymized individual participant data and study documents can be
requested for further research from www.clinicalstudydatarequest.com ACKNOWLEDGMENTS The authors wish to thank David Shaw and Audrey Souverain,
previously of GSK Consumer Healthcare, for statistical analysis and
advice. Editorial assistance with the preparation of manuscript drafts
was provided by Eleanor Roberts of Beeline Science Communica-
tions Ltd., funded by GSK Consumer Healthcare, now known as
Haleon. AUTHOR CONTRIBUTIONS All authors contributed to the design and reporting of the study, and/
or were involved in its conduct. All authors had access to the final
study report, made contributions to the development of the Grasso, J., Gay, T., Rendell, J., Baker, R., Knippenberg, S., Finkeldey, J.,
Zhou, X., & Winston, J. L. (2000). Effect of denture adhesive on PATEL ET AL. 10 retention of the mandibular and maxillary dentures during function. The Journal of Clinical Dentistry, 11(4), 98–103. 10
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Photoreceptor Mediated Plant Growth Responses: Implications for Photoreceptor Engineering toward Improved Performance in Crops
|
Frontiers in plant science
| 2,017
|
cc-by
| 13,235
|
Photoreceptor Mediated Plant
Growth Responses: Implications for
Photoreceptor Engineering toward
Improved Performance in Crops Rising temperatures during growing seasons coupled with altered precipitation rates
presents a challenging task of improving crop productivity for overcoming such altered
weather patterns and cater to a growing population. Light is a critical environmental
factor that exerts a powerful influence on plant growth and development ranging from
seed germination to flowering and fruiting. Higher plants utilize a suite of complex
photoreceptor proteins to perceive surrounding red/far-red (phytochromes), blue/UV-A
(cryptochromes, phototropins, ZTL/FKF1/LKP2), and UV-B light (UVR8). While genomic
studies have also shown that light induces extensive reprogramming of gene expression
patterns in plants, molecular genetic studies have shown that manipulation of one
or more photoreceptors can result in modification of agronomically beneficial traits. Such information can assist researchers to engineer photoreceptors via genome editing
technologies to alter expression or even sensitivity thresholds of native photoreceptors
for targeting aspects of plant growth that can confer superior agronomic value to
the engineered crops. Here we summarize the agronomically important plant growth
processes influenced by photoreceptors in crop species, alongwith the functional
interactions between different photoreceptors and phytohormones in regulating these
responses. We also discuss the potential utility of synthetic biology approaches in
photobiology for improving agronomically beneficial traits of crop plants by engineering
designer photoreceptors. Edited by:
Gerrit T. S. Beemster,
University of Antwerp, Belgium University of Antwerp, Belgium
Reviewed by:
Roslyn Gleadow,
Monash University, Australia
Ping Lan,
Institute of Soil Science (CAS), China
*Correspondence:
Eros V. Kharshiing
eros.kharshiing@gmail.com Reviewed by:
Roslyn Gleadow,
Monash University, Australia
Ping Lan,
Institute of Soil Science (CAS) China *Correspondence:
Eros V. Kharshiing
eros.kharshiing@gmail.com *Correspondence:
Eros V. Kharshiing
eros.kharshiing@gmail.com Specialty section:
This article was submitted to
Plant Physiology,
a section of the journal
Frontiers in Plant Science Specialty section:
This article was submitted to
Plant Physiology,
a section of the journal
Frontiers in Plant Science
Received: 10 May 2017
Accepted: 20 June 2017
Published: 11 July 2017 Keywords: plant growth and development, light signaling, plant photoreceptors, photoreceptor engineering, crop
productivity REVIEW
published: 11 July 2017
doi: 10.3389/fpls.2017.01181 published: 11 July 2017
doi: 10.3389/fpls.2017.01181 INTRODUCTION Received: 10 May 2017
Accepted: 20 June 2017
Published: 11 July 2017 “Light exerts a powerful influence on most vegetable tissues, and there can be no doubt that it generally
tends to check their growth” – Charles Darwin, 1880 (The Power of Movement in Plants) Edited by:
Gerrit T. S. Beemster,
University of Antwerp, Belgium Phytochromes Molecular genetics approaches in plant photobiology have led
to the isolation and characterization of photoreceptor genes
from various species, most of which play critical roles in
determining plant survival and development. Phytochromes,
which are principal receptors for light in the red/far-red region of
the spectrum (600–750 nm), play an essential role in regulating
seed germination and seedling establishment in agriculturally
important crops such as rice and tomato (Chung and Paek,
2003; Appenroth et al., 2006; Eckstein et al., 2016), while in
maize, phytochromes have been implicated to contribute to the
transcription of genes essential for photosynthesis (Markelz et al.,
2003). Under natural or field conditions, establishment of the
emergent seedling post germination is a vital developmental
process that determines the ability of the plant to survive, grow,
and reproduce. In photosynthesising organisms such as green
plants, light is a crucial factor in determining the establishment
of an emergent seedling. Maximizing photosynthesis during
early development and following the formation of gaps during
growth under dense canopies could therefore be critical for
seedling survival. Under high plant densities, shade provided by
neighboring vegetation triggers a series of developmental changes
in growing plants involving several of the known photoreceptors
(Ballaré and Pierik, 2017). The actions of phytochromes enables
a plant to quantify shade around a seedling’s environment
by detecting changes in the Red/Far-red ratios (R:FR) and
trigger a series of developmental responses that is thought
to provide the plant with a competitive advantage over its
neighbors (Schmitt et al., 2003, Figure 1). Such responses include
stimulation of elongation growth, coupled with reduced leaf
development, increased apical dominance, and a reduction in
branching (Franklin, 2008). While such developmental plasticity
to diminished light, termed as shade avoidance responses
(SAR), might increase survival percentage under limiting light
conditions, it could result in compromised productivity of crop
plants especially in modern intensive cropping methods with
high planting densities (Weijschedé et al., 2006; Weinig et al.,
2006). Plant growth and development involves complex signaling
networks
which
are
tightly
regulated
by
genetic
and
environmental factors. These factors influence a plant’s ability to
germinate, adapt, survive, and reproduce in natural conditions. In agriculture, the genetic constitution of different crop
species have been altered via various crop breeding programs
for enhancing their survival and productivity under different
environmental conditions (Osakabe et al., 2011; Slade and Moehs,
2011; Suprasanna and Nakagawa, 2011; Ukai and Nakagawa,
2011). Citation: Light is a critical environmental factor that influences growth and development in plants. After seed germination in the soil, etiolated growth enables the germinated seedling to grow
toward the soil surface in search of light. Upon exposure to light, the seedling undergoes
photomorphogenesis characterized by de-etiolation, chlorophyll synthesis and development of
chloroplast all of which enable the seedling to establish itself as an independent autotroph. Quality as well as quantity of incident light influence the developmental and growth of plants
(Kami et al., 2010; Li J. et al., 2012). Research in plant photobiology has led to the discovery Mawphlang OIL and Kharshiing EV
(2017) Photoreceptor Mediated Plant
Growth Responses: Implications
for Photoreceptor Engineering toward
Improved Performance in Crops. Front. Plant Sci. 8:1181. doi: 10.3389/fpls.2017.01181 July 2017 | Volume 8 | Article 1181 1 Frontiers in Plant Science | www.frontiersin.org Mawphlang and Kharshiing Plant Photoreceptors as Targets for Improved Productivity PHOTORECEPTORS AND PLANT
PRODUCTIVITY Photoreceptors
are widely distributed among land plants, with most of the
commonly cultivated crop species reported to contain members
of at least one major photoreceptor family (Kharshiing and
Sinha, 2015). While most of our understanding on the roles
of photoreceptors in plant development has been derived
from research on Arabidopsis, there is an increasing interest
in photoreceptor-mediated developmental responses in an
agricultural environment (Ballaré et al., 1992; Sawers et al., 2005;
Hudson, 2008; Wargent and Jordan, 2013; González et al., 2015)
since several plant developmental responses involve action of one
or more of these photoreceptors. PHOTORECEPTORS AND PLANT
PRODUCTIVITY of several light-absorbing photoreceptor proteins that initiate
plant responses to light. These include the red/far-red absorbing
phytochromes (Chen and Chory, 2011), blue/UV-A absorbing
cryptochromes and phototropins (Christie et al., 2015) and
UV-B absorbing UVR8 (Rizzini et al., 2011). Most of these
photoreceptors except for UVR8 contain more than one
member, with each individual member being encoded by
a different gene and sharing a high degree of similarity
among the individual members of the same family. Higher
plants contain multiple phytochromes (phyA to phy E), three
cryptochromes (cry1, cry2, and cry3), two phototropins (phot1
and phot2), and one UVR8 photoreceptor. Land plants also
contain a family of blue-light absorbing proteins referred to
as ZTL/FKF1/LKP2 (ZEITLUPE/FLAVIN-BINDING KELCH
REPEAT F-BOX 1/LOV KELCH PROTEIN 2) having a
combination of photoreceptor and F-box protein activities
within the same protein (Ito et al., 2012). Photoreceptors
are widely distributed among land plants, with most of the
commonly cultivated crop species reported to contain members
of at least one major photoreceptor family (Kharshiing and
Sinha, 2015). While most of our understanding on the roles
of photoreceptors in plant development has been derived
from research on Arabidopsis, there is an increasing interest
in photoreceptor-mediated developmental responses in an
agricultural environment (Ballaré et al., 1992; Sawers et al., 2005;
Hudson, 2008; Wargent and Jordan, 2013; González et al., 2015)
since several plant developmental responses involve action of one
or more of these photoreceptors. of several light-absorbing photoreceptor proteins that initiate
plant responses to light. These include the red/far-red absorbing
phytochromes (Chen and Chory, 2011), blue/UV-A absorbing
cryptochromes and phototropins (Christie et al., 2015) and
UV-B absorbing UVR8 (Rizzini et al., 2011). Most of these
photoreceptors except for UVR8 contain more than one
member, with each individual member being encoded by
a different gene and sharing a high degree of similarity
among the individual members of the same family. Higher
plants contain multiple phytochromes (phyA to phy E), three
cryptochromes (cry1, cry2, and cry3), two phototropins (phot1
and phot2), and one UVR8 photoreceptor. Land plants also
contain a family of blue-light absorbing proteins referred to
as ZTL/FKF1/LKP2 (ZEITLUPE/FLAVIN-BINDING KELCH
REPEAT F-BOX 1/LOV KELCH PROTEIN 2) having a
combination of photoreceptor and F-box protein activities
within the same protein (Ito et al., 2012). Frontiers in Plant Science | www.frontiersin.org Phytochromes Regulating plant developmental processes such as biomass
production, flowering, fruiting and senescence are of particular
interest to agricultural scientists for enhancing productivity. Additionally,
processes
that
regulate
disease
and/or
pest
resistance (Jeong et al., 2010), starch metabolism (Zeeman et al.,
2010), fruit size and quality (Causse et al., 2006), shelf-life of fruits
and tubers (Dahmani-Mardas et al., 2010) and plant productivity
under high planting index (Warnasooriya and Brutnell, 2014)
can also influence productivity of agricultural crops. Various
reports have shown that plant photoreceptor action can influence
plant growth at different developmental stages including but
not limited to seed germination, plant architecture, flowering,
reproduction, biomass accumulation and senescence. Plant
photoreceptors and/or their signaling components are therefore
attractive targets for altering productivity and yield in crop plants
for future food and non-food applications (Kharshiing and
Sinha, 2015). Here we discuss various photoreceptor-controlled
developmental processes that can affect plant productivity and
the practical implications for engineering such photoreceptors
toward enhancing productivity of crop plants. In modern agricultural practices, enhanced yield in food
crops such as maize have been achieved by use of varieties
that perform optimally at high planting densities but require
higher inputs of fertilizer (Warnasooriya and Brutnell, 2014). Modulating the responses of crop plants to vegetative shade
for increasing harvestable biomass under high-density planting
by manipulating light signaling networks that are fundamental
to shade response therefore presents itself as an attractive
alternative. Mutant lines harboring lesions in PHYA and PHYB,
two of the more functionally important phytochrome genes in
plants, show extreme SAR (Kendrick et al., 1997; Weller et al.,
2001; Franklin, 2008; Casal, 2012). The overexpression of these
genes could, however, compensate for reduced available light
in densely grown crops resulting in increased yield (Robson
et al., 1996; Boccalandro et al., 2003; Garg et al., 2006). July 2017 | Volume 8 | Article 1181 Frontiers in Plant Science | www.frontiersin.org 2 Plant Photoreceptors as Targets for Improved Productivity Mawphlang and Kharshiing FIGURE 1 | Induction of shade avoidance responses (SAR) in plants growing under shade. (A) Plants growing in full sunlight; (B) Low Red/Far-red ratios perceived
by plants growing under shade resulting in SAR. R, red light; Fr, far-red light. (Artwork by Eros Kharshiing). In Arabidopsis, Devlin et al. (2003) have identified a number
of shade responsive genes that are also regulated by phyA and
phyB. Phytochromes Recently in Arabidopsis and tomato, phytochromes have
been suggested to influence plant biomass along with carbon
Yang et al., 2016). Altering responses of crop plants to light
spectral quality by targetting genes such as phytochromes
or their signaling components can therefore influence both
resource partitioning and growth patterns in crop plants, FIGURE 1 | Induction of shade avoidance responses (SAR) in plants growing under shade. (A) Plants growing in full sunlight; (B) Low Red/Far-red ratios perceived
by plants growing under shade resulting in SAR. R, red light; Fr, far-red light. (Artwork by Eros Kharshiing). FIGURE 1 | Induction of shade avoidance responses (SAR) in plants growing under shade. (A) Plants growing in full sunlight; (B) Low Red/Far-red ratios perceived
by plants growing under shade resulting in SAR. R, red light; Fr, far-red light. (Artwork by Eros Kharshiing). In Arabidopsis, Devlin et al. (2003) have identified a number
of shade responsive genes that are also regulated by phyA and
phyB. Recently in Arabidopsis and tomato, phytochromes have
been suggested to influence plant biomass along with carbon
assimilation and starch metabolism (Kharshiing and Sinha, 2016; Yang et al., 2016). Altering responses of crop plants to light
spectral quality by targetting genes such as phytochromes
or their signaling components can therefore influence both
resource partitioning and growth patterns in crop plants,
which would presumably result in higher productivity even July 2017 | Volume 8 | Article 1181 Frontiers in Plant Science | www.frontiersin.org 3 Plant Photoreceptors as Targets for Improved Productivity Mawphlang and Kharshiing under intensive cropping patterns (Warnasooriya and Brutnell,
2014). genetic manipulation could affect agronomically important traits
including starch metabolism which would consequently impact
productivity in crop plants. p
y
p p
Phototropins are the principal photoreceptors for blue-light
phototropism in plants (Briggs and Christie, 2002; Christie
et al., 2015). Besides phototropism, phototropins mediate other
critical adaptive responses of plants to the surrounding light
environment, which serve to enhance the photosynthetic status
of the plants. The opening of stomatal pores which allow for
exchange of water and carbon dioxide is redundantly controlled
by phototropins (Boccalandro et al., 2012; Sharma S. et al.,
2014). The movement of chloroplasts in response to different
light intensities is also regulated by the phototropins. Cryptochromes and Phototropins yp
p
Apart
from
phytochromes,
two
additional
classes
of
photoreceptors have been reported in plants, which absorb
blue/UV-A
light,
viz.,
cryptochromes
and
phototropins
(Yu et al., 2010; Christie et al., 2015). In plants, the cryptochrome
family photoreceptors participate in several plant process,
ranging from photomorphogenesis to entrainment of the
circadian clock (Lin, 2002; Botto et al., 2003; Millar, 2003;
Giliberto et al., 2005). Developmental processes such as plant
height and flowering time which are agronomically important
traits are also linked to cryptochrome activity (Mockler et al.,
2003; Yu and Lin, 2005; Sharma P. et al., 2014). Since the isolation
of the first CRY gene from Arabidopsis, CRYs have been reported
from most major crops investigated (Kharshiing and Sinha, 2015)
having roles in seed germination, leaf senescence, stress responses
and regulation of transcription (Lopez et al., 2012; Meng et al.,
2013; Barrero et al., 2014; Facella et al., 2017). As Arabidopsis is
limited as a model plant for examining the molecular networks
influencing agronomically important traits (Kimura and Sinha,
2008) several workers have evaluated the role of photoreceptors
in other crop models. In Brassica napus, an oilseed crop, the
overexpression of CRY1 produced short-statured plants, which
confer resistance to wind and water lodging (Sharma P. et al.,
2014), providing such plants with an adaptive advantage in
these conditions. Tomato plants overexpressing CRY2 also
displayed short hypocotyl and internode length alongwith
delayed flowering (Giliberto et al., 2005). Interestingly, in
Arabidopsis,
cryptochromes
have
also
been
reported
to
promote growth in a shaded environment (Pedmale et al.,
2016), suggesting new a molecular target for altering shade
responses in plants. Tomato transgenic lines overexpressing
CRY2 overproduced anthocyanins and chlorophyll in leaves
alongwith enhanced flavonoids and lycopene content in fruits. In soybean, transgenic lines with upregulated CRY2a expression
show delayed senescence while senescence is accelerated in
lines with downregulated CRY2a expression (Meng et al., 2013). Manipulation of CRY2 also profoundly affects the molecular
pathways related to biotic/abiotic stress, photorespiration,
photosynthesis, as well as secondary metabolism pathways,
such
as
biosynthesis
of
phenylpropanoids,
phenolic,
and
flavonoid/anthocyanin in tomato (Lopez et al., 2012). Tomato
lines overexpressing CRY2 show major changes in the rhythmic
oscillations of several genes involved in the entrainment of the
endogenous clock (Facella et al., 2008) suggesting a role for
the photoreceptors in the input to the tomato biological clock. Phytochromes When
plants are exposed to low/weak light conditions, both phot1
and phot2 induce accumulation of the chloroplasts to the upper
surface of the palisade mesophyll cells of leaves to maximize
photosynthetic light capture. Under strong light conditions,
phot2 mediates the rearrangement of chloroplasts parallel to the
direction of the light source so as to minimize photo-damage
(Briggs and Christie, 2002; Kasahara et al., 2004). In field
conditions, Arabidopsis mutants lacking phototropins have been
shown to have reduced photosynthesis (Boccalandro et al., 2012),
which could be partially due to the inability of the plants to
maximally utilize photosynthetically active radiation (PAR) as the
lack of phototropin-mediated adjustment of chloroplast position
would inhibit optimal capture of PAR. It is also interesting to
note that under laboratory conditions, phototropins promote
growth in response to blue light under low light environments
(Takemiya et al., 2005). While both phot1 and phot2 are involved
in growth enhancement, phot1 is more sensitive than phot2
in promoting growth under low blue light, which can affect
plant development in natural conditions of low light. On the
other hand, phototropin mutants in Chlamydomonas have been
shown to display reduced fitness under excessive light indicating
a role for phototropins in photosynthetic regulation under high
light conditions (Petroutsos et al., 2016). While similar findings
have not yet been reported for higher plants, such reports
underline the versatile roles that photoreceptors play in growth
and development of plants. Cryptochromes and Phototropins Interestingly, analyses of circadian clock mutants in Arabidopsis,
revealed that genes involved in carbohydrate metabolism
including starch synthesis and degradation were affected in all
mutant lines tested (Graf et al., 2017). This suggests that inputs
to the endogenous clock is vital to the proper regulation of
critical physiological and developmental responses in plants. Since cryptochromes play critical roles in the entrainment of
the endogenous clock in response to light (Millar, 2003), its Frontiers in Plant Science | www.frontiersin.org UVR8 and ZTL/FKF1/LKP2 Conversely,
promotion of photosynthetic efficiency of Arabidopsis seedlings
exposed to elevated levels of UV-B occurs via UVR8 (Davey
et al., 2012). Furthermore, lettuce seedlings exposed to UV-
B radiation at early stages of development also resulted in
increase in productivity and biomass (Tsormpatsidis et al., 2010;
Wargent et al., 2011), which could be due to the photoprotective
effects of early UV-B exposure. UV-B radiation has also been
reported to induce accumulation of secondary metabolites such
as flavonoids (Treutter, 2005), which is reportedly controlled by
UVR8 (Jenkins, 2014). Such simultaneous activation could thus result in signaling
networks where action of one photoreceptor can be affected by
the activity of other photoreceptors. While some developmental
responses in plants are specifically triggered by activation of a
single photoreceptor, there are several instances where signaling
networks downstream of light perception of more than one
photoreceptor of the same or different family are co-ordinately
activated to ensure proper growth and development. Such
developmental processes include seedling germination (Bertram
et al., 2004; Dechaine et al., 2009), photomorphogenesis (Neff
and Chory, 1998; Weller et al., 2001; Kami et al., 2010), plant
and leaf architecture (Takemiya et al., 2005; Kozuka et al.,
2013), flowering (Más et al., 2000; Weller et al., 2001; Mockler
et al., 2003; Endo et al., 2016), and fruit quality (Gupta et al.,
2014; González et al., 2015) all of which eventually affect
plant productivity. The availability of photomorphogenic mutant
and transgenic lines in Arabidopsis, rice, tomato, and other
model species have provided valuable information into the
functional redundancy and interactions of the signaling pathways
of different photoreceptors during plant development (Table 2). These interactions become especially relevant in the field where
plants are subject to uncontrolled environmental conditions
of light, temperature, moisture, etc. A detailed understanding
of such functional interactions between photoreceptors would
further enable researchers to utilize the information for
enhancing productivity of crop plants for food and non-food
applications. Land plants also contain a family of LOV (Light Oxygen or
Voltage) photoreceptors referred to as ZEITLUPE/FLAVIN-
BINDING KELCH REPEAT, F-BOX1/LOV KELCH PROTEIN2
(ZTL/FKF1/LKP2)
having
both
photoreceptor
and
F-box
protein activities within the same protein (Ito et al., 2012). Interestingly genes coding for this family of photoreceptors
are phyllogenetically divided into two groups in dicots and
monocots (Boxall et al., 2005; Taylor et al., 2010), suggesting
different functions for these genes. UVR8 and ZTL/FKF1/LKP2 However, the high levels of
structural conservedness of ZTL and FKF1 homologs among
different monocots and dicots may be suggestive of a certain
level of functional conservedness of these genes across species
(Taylor et al., 2010). Indeed, mutant analyses in Arabidopsis
and other species have revealed that ZTL/FKF1/LPK2 regulate
similar developmental pathways across different species (Somers
et al., 2004; Yon et al., 2016). In Arabidopsis ZTL mutants,
presence of FKF1 and LKP2 compensates for the absence of
ZTL in as far as in determining circadian rhythm (Baudry et al.,
2010) suggesting some level of functional redundancy between
these photoreceptors even though they are reported to have
distinct roles in photoperiodic flowering (Song et al., 2014). In
crop plants, such as soybean GmZTL3 a homolog of Arabidopsis
ZTL has also been suggested to function as a photoreceptor
controlling timing of flowering (Xue et al., 2012), a critical
developmental response for crop plants. For a comprehensive
review on structure and functions of ZTL/FKF1/LKP2 proteins,
readers can refer the works of Suetsugu and Wada (2013)
and Zoltowski and Imaizumi (2014). Table 1 provides a
summary of the effects of photoreceptors on agronomic traits in
crops. Seed Germination Light is an important signal that functions as a developmental
switch in germination and photomorphogenesis. Seedling
emergence
from
soil
and
subsequent
photomorphogenic
development involve a vast array of photoreceptors which enable
the establishment of emergent seedlings. Activation of these
photoreceptors by light results in a range of signaling events
which co-ordinate plant growth and development that direct
seedling emergence from soil and establish them as autotrophs. There is growing evidence that most of these signaling cascades
involve interaction of light and phytohormones signaling
pathways (Wang et al., 2013). Since the initial proposal
of the Cholodny–Went theory regarding the asymmetric
distribution of auxin during shoot phototropism (Koepfli
et al., 1938), much information has emerged on the links
between light perception and hormonal regulation in plant
growth responses. In plants seed germination is inhibited
by abscisic acid (ABA) while gibberellic acid (GA) induces
germination (Jacobsen et al., 2002; Seo et al., 2006). It is now
known that light induces seed germination via the interaction
of phytochromes and its partner PIF1 (PHYTOCHROME
INTERACTING FACTOR 1) also known as PIF3-LIKE 5 Light is an important signal that functions as a developmental
switch in germination and photomorphogenesis. Seedling
emergence
from
soil
and
subsequent
photomorphogenic
development involve a vast array of photoreceptors which enable
the establishment of emergent seedlings. Activation of these
photoreceptors by light results in a range of signaling events
which co-ordinate plant growth and development that direct
seedling emergence from soil and establish them as autotrophs. UVR8 and ZTL/FKF1/LKP2 Ultraviolet-B radiation (UV-B) is a key component of the
radiation environment that is utilized by plants as a signal
for UV acclimation and survival in sunlight (Jansen, 2002;
Jenkins, 2014). The discovery of the UV-B responsive UVR8
locus in plants (Kliebenstein et al., 2002; Rizzini et al., 2011)
and resultant works (reviewed in Tilbrook et al., 2013; Jenkins,
2014) has tremendously progressed our understanding of how
this photoreceptor responds to UV-B at the molecular and
biochemical levels. While our knowledge of UVR8 function
in vivo is still at a very nascent stage, its manipulation might
have potential applications in crop improvement. The vegetative
phase of plant growth is characterized by key developmental
processes such as cell division and elongation, directional growth
and branching. Low fluence UV-B regulates several of these
developmental responses in plants right from seedling to adult
stages (Suesslin and Frohnmeyer, 2003; Shinkle et al., 2004; July 2017 | Volume 8 | Article 1181 4 Plant Photoreceptors as Targets for Improved Productivity Mawphlang and Kharshiing Wargent et al., 2009). In adult plants, morphogenic responses
to UV-B include alterations in leaf characteristics such as leaf
area, leaf thickness, leaf mass, and stomatal index (Wargent
et al., 2009; Robson et al., 2015), Plants exposed to UV-B
radiation also show decrease in chlorophyll content and in
chla/b ratio (Lidon and Ramalho, 2011) alongwith decrease
in photosynthetic efficiency (Lidon et al., 2012). Conversely,
promotion of photosynthetic efficiency of Arabidopsis seedlings
exposed to elevated levels of UV-B occurs via UVR8 (Davey
et al., 2012). Furthermore, lettuce seedlings exposed to UV-
B radiation at early stages of development also resulted in
increase in productivity and biomass (Tsormpatsidis et al., 2010;
Wargent et al., 2011), which could be due to the photoprotective
effects of early UV-B exposure. UV-B radiation has also been
reported to induce accumulation of secondary metabolites such
as flavonoids (Treutter, 2005), which is reportedly controlled by
UVR8 (Jenkins, 2014). Wargent et al., 2009). In adult plants, morphogenic responses
to UV-B include alterations in leaf characteristics such as leaf
area, leaf thickness, leaf mass, and stomatal index (Wargent
et al., 2009; Robson et al., 2015), Plants exposed to UV-B
radiation also show decrease in chlorophyll content and in
chla/b ratio (Lidon and Ramalho, 2011) alongwith decrease
in photosynthetic efficiency (Lidon et al., 2012). INTER AND INTRACLASS
INTERACTIONS OF PHOTORECEPTORS
AFFECTING PLANT DEVELOPMENT Since natural light is composed of different wavelengths, higher
plant growing under natural conditions will invariably have
activation of more than one photoreceptor at the same time. July 2017 | Volume 8 | Article 1181 Frontiers in Plant Science | www.frontiersin.org 5 Plant Photoreceptors as Targets for Improved Productivity Mawphlang and Kharshiing TABLE 1 | Agronomic traits in few crops affected by mutations in photoreceptor genes or by altered expression of photoreceptor genes. Crop
Locus affected
Traits
Reference
Oryza sativa
PHYB
Single base insertion
Increased drought tolerance,
alleviation of chilling induced
photoinhibition
Liu et al., 2012; Yang
et al., 2013
PHYA
PHYB
PHYC
Insertion of retrotransposon Tos17
Single base insertion
Insertion of retrotransposon Tos17
Age related resistance to blast
fungus
Xie et al., 2011
PHYA
Overexpression of At PHYA
Reduced plant height and
increased grain yield
Garg et al., 2006
CRY2
Silencing of CRY2
Delayed flowering under long-day
and short-day
Hirose et al., 2006
Zea mays
PHYB2
Deletion
Acceleration of flowering under
long-day and short-day
Sheehan et al., 2007
Triticum sp. PHYC
Single base substitution; nonsense
mutation
Acceleration of flowering under
long-day
Chen et al., 2014
Hordeum vulgare
CRY1a/b
Downregulated gene expression
Increased germination percentages
Barrero et al., 2014
Solanum tuberosum
PHYA
Increased gene expression
Increased tuber formation
Yanovsky et al., 2003
PHYB
Enhanced gene expression
Increased tuber yield at high
planting densities
Boccalandro et al.,
2003
Solanum lycopersicum
CRY2
Increased gene expression
Enhanced pigmentation and
lycopene content of fruits
Giliberto et al., 2005
PHYA
PHYB1
PHYB2
Single base transition
Nonsense mutation
Three base substitutions, nonsense
mutation
Accelerated transition of fruit
ripening stages
Gupta et al., 2014
Glycine max
PHYA3
40 bp deletion
Early flowering and pod maturation
Watanabe et al., 2009
CRY1a
Enhanced gene expression
Early flowering
Zhang et al., 2008
Brassica sp. CRY1
Increased gene expression
Reduced plant stature
Sharma P. et al., 2014
Pisum sativum
PHYA
Single base substitution
Early photoperiod-independent
flowering
Weller et al., 2004 TABLE 2 | Examples of plant developmental processes involving functional
interaction of two or more photoreceptors. INTER AND INTRACLASS
INTERACTIONS OF PHOTORECEPTORS
AFFECTING PLANT DEVELOPMENT Plant
function/response
Interacting
photoreceptors
Reference
Seed germination
phyA, phyB2 phyA,
phyB
Bertram et al., 2004;
Lee and Lopez-Molina,
2012
Photomorphogenesis
phyB, cry2 phyA, phyB
phyA,phyB,cry1
Más et al., 2000; Weller
et al., 2001; Neff and
Chory, 1998
Plant architecture
phot1, phot2
Takemiya et al., 2005
Leaf architecture
phyB, phot1, phot2
Kozuka et al., 2013
Stomatal development
phyA, phyB, cry1, cry2
Kang et al., 2009
Flowering/Timing of
flowering
phyB, cry2 phyA, phyB
phyA, cry1, cry2
Más et al., 2000; Weller
et al., 2001; Mockler
et al., 2003
Fruiting/Fruit quality
phyA, phyB1, phyB2
phys, crys
Gupta et al., 2014;
González et al., 2015 (PIL5), which in turn regulates both ABA and GA signaling
through the same downstream regulators (Bae and Choi,
2008; Seo et al., 2008; Oh et al., 2009; de Wit et al., 2016). It seems that phytochrome-mediated degradation of PIF1 is
therefore a central mechanism by which light induces seed
germination by altering ABA and GA metabolism in seeds. PIFs are also implicated to play a role during seedling transition
from a skotomorphogenic to a photomorphogenic mode of
development in light by regulating GA levels (Oh et al., 2007). In Arabidopsis, many regulators of hormone signaling including
auxin and cytokinin (Cluis et al., 2004), ABA (Chen et al.,
2008), ethylene (Yu et al., 2013), jasmonic acid (JA) (Prasad
et al., 2012), GA (Alabadí et al., 2008), and brassinosteroid
(Li and He, 2016) are reported to share a common signaling
node involving the basic leucine zipper (bZIP) transcription
factor ELONGATED HYPOCOTYL 5 (HY5), whose cellular
accumulation involves light signaling transduction through
phytochromes and cryptochromes (Osterlund et al., 2000; Wang
et al., 2001). TABLE 2 | Examples of plant developmental processes involving functional
interaction of two or more photoreceptors. plants are categorized into those that flower when length of
daylight exceeds a particular length (called critical length) or
long-day plants, those that flower when length of daylight
is below the critical length or short-day plants and those
that flower independent of the critical length or day-neutral
plants. phyA, phyB, and cry2 were the first photoreceptors Flowering Time Similarly in Arabidopsis anther dehiscence is
regulated by auxin synthesis (Cecchetti et al., 2008) and also
involves the auxin transporters ABCB1 and ABCB19 (Cecchetti
et al., 2015). The involvement of ABCB19 as a substrate target
for phot1 during shoot phototropism in Arabidopsis (Christie
et al., 2011) is further illustration of the overlap of photoreceptor
and hormone signaling events in plants. Furthermore, while
phytochromes are reported to regulate fruit development and
ripening in tomato (Gupta et al., 2014), the overproduction
of nitric oxide, a secondary messenger in signaling pathways
for several plant hormones, in the shr mutant of tomato
suppresses fruit growth and ripening (Negi et al., 2010; Bodanapu
et al., 2016) implying a possible cross-talk of the two signaling
pathways. Targeted Mutagenesis for Improving
Plant Traits The myriad developmental processes regulated by light suggest
that the manipulation of genes involved in light signaling
pathways could be a viable tool for crop improvement
(Kharshiing and Sinha, 2015). Rapid advancement in genomics
is generating new tools for editing genomes which can be
utilized for modification of molecular components regulating
development in plants (Belhaj et al., 2013; Song et al.,
2016). Functional genomics studies, large-scale sequencing and
eco-tilling strategies are rapidly identifying polymorphisms
between cultivars and landraces resulting in large datasets of
molecular diversity among crop plants. Such data is likely to
result in the identification of natural alleles of photomorphogenic
genes, as well as those that have arisen as a consequence of crop
breeding. Genome projects of crops such as rice, maize, tomato,
soybean, and others are increasingly generating information
which can be used to effect targeted dwarfing, alter SAR,
enhance yield and regulate fruiting and ripening in fruit crops
by modifying photoreceptors and/or their signaling pathways. Unlike genetically modified transgenics, the upregulation or
downregulation of genes in an organism does not necessarily
require the introduction of foreign genes into the organism. Several reports on mutation studies also provide evidence that
traits in an organism can be modified without the introduction
of foreign genes into the system. Many agronomically valuable
phenotypes and naturally occurring variants of crop plants have
been caused by point, or only a few, mutations. During the last
70 years, more than 3200 crop varieties derived directly as mutant
or their progenies have been released worldwide (Pathirana,
2011; Manova and Gruszka, 2015). Many of these mutant-derived
varieties have significant economic value such as shorter growth
cycle (Ahloowalia et al., 2004), semi-dwarf habit, high harvest
index and drought tolerance (D’Souza et al., 2009) and disease
resistance (D’Souza et al., 2009; Pathirana, 2011). Flowering Time Timing of flowering is an essential developmental process in
flowering plants that is important for reproduction. In plants,
the timing of flowering is determined by the length of the
daylight period during a day (or photoperiod). Broadly, flowering July 2017 | Volume 8 | Article 1181 Frontiers in Plant Science | www.frontiersin.org 6 Plant Photoreceptors as Targets for Improved Productivity Mawphlang and Kharshiing reported to be involved in regulating the timing of flowering
in Arabidopsis as well as in crop plants. In rice, mutations
in PHYB or PHYC cause moderate alteration in flowering
while lines carrying mutations in PHYA coupled with mutations
in either PHYB or PHYC show very early flowering (Takano
et al., 2005). Under long-day conditions, both PHYC and
PHYB-null mutants of wheat also exhibit severe delay in
flowering (Chen et al., 2014; Pearce et al., 2016). A study
of the transcriptomes of PHYB-null and PHYC-null mutants
indicate that phyB also plays a prominent role in regulating
GA, BR, auxin, ABA, and ethylene biosynthesis (Pearce et al.,
2016), all of which have been implicated in the photoperiodic
control of flowering (Galvão and Schmid, 2014). Of these, the
regulation of endogenous GA levels may be important for light-
induced flowering. Downregulation of the GA biosynthesis gene
GA20OX showed delayed flowering in FR enriched environment
suggesting a role for this gene in phytochrome-dependent
flowering (Hisamatsu and King, 2008). While the association
of light and auxin signaling is well established, the tomato
pct1-2 mutant having enhanced polar transport of auxin shows
delayed phototropism (Kharshiing et al., 2010a,b) as well as
increased number of flowers which bloom at the same time as
compared to wild type which have lesser flowers and which
bloom sequentially (Al-Hammadi et al., 2003). However, the
flowers of the pct1-2 mutant are male sterile because the anthers
lack dehiscence. Similarly in Arabidopsis anther dehiscence is
regulated by auxin synthesis (Cecchetti et al., 2008) and also
involves the auxin transporters ABCB1 and ABCB19 (Cecchetti
et al., 2015). The involvement of ABCB19 as a substrate target
for phot1 during shoot phototropism in Arabidopsis (Christie
et al., 2011) is further illustration of the overlap of photoreceptor
and hormone signaling events in plants. Flowering Time Furthermore, while
phytochromes are reported to regulate fruit development and
ripening in tomato (Gupta et al., 2014), the overproduction
of nitric oxide, a secondary messenger in signaling pathways
for several plant hormones, in the shr mutant of tomato
suppresses fruit growth and ripening (Negi et al., 2010; Bodanapu
et al., 2016) implying a possible cross-talk of the two signaling
pathways. to Ballaré (2014), Lucas and Prat (2014); de Wit et al. (2016)
and references mentioned therein. The reports mentioned here
are few examples of how light and hormone metabolism seem to
affect related aspects of plant development that could eventually
impact productivity (Figure 2). As the mechanisms of signal
integration of light and hormone signaling pathways are starting
to become clearer, we will be in a better position to understand
how light signaling interacts with hormone signaling to regulate
traits of agronomic interest in plants. reported to be involved in regulating the timing of flowering
in Arabidopsis as well as in crop plants. In rice, mutations
in PHYB or PHYC cause moderate alteration in flowering
while lines carrying mutations in PHYA coupled with mutations
in either PHYB or PHYC show very early flowering (Takano
et al., 2005). Under long-day conditions, both PHYC and
PHYB-null mutants of wheat also exhibit severe delay in
flowering (Chen et al., 2014; Pearce et al., 2016). A study
of the transcriptomes of PHYB-null and PHYC-null mutants
indicate that phyB also plays a prominent role in regulating
GA, BR, auxin, ABA, and ethylene biosynthesis (Pearce et al.,
2016), all of which have been implicated in the photoperiodic
control of flowering (Galvão and Schmid, 2014). Of these, the
regulation of endogenous GA levels may be important for light-
induced flowering. Downregulation of the GA biosynthesis gene
GA20OX showed delayed flowering in FR enriched environment
suggesting a role for this gene in phytochrome-dependent
flowering (Hisamatsu and King, 2008). While the association
of light and auxin signaling is well established, the tomato
pct1-2 mutant having enhanced polar transport of auxin shows
delayed phototropism (Kharshiing et al., 2010a,b) as well as
increased number of flowers which bloom at the same time as
compared to wild type which have lesser flowers and which
bloom sequentially (Al-Hammadi et al., 2003). However, the
flowers of the pct1-2 mutant are male sterile because the anthers
lack dehiscence. Frontiers in Plant Science | www.frontiersin.org Plant Defense Response In plants, while the effect of light on photomorphogenesis
and photosynthesis has been known for a long time, it is
now becoming increasingly evident that light signaling is
also an integral component in determining the outcome of
plant-pathogen interactions (Griebel and Zeier, 2008; Ballaré
et al., 2012; Demkura and Ballaré, 2012; Erb et al., 2012). Several
studies have shown that phytochromes and UVR8 influence
plant defense responses (reviewed in Ballaré, 2014; Mazza and
Ballaré, 2015; Gommers et al., 2017) while cryptochrome 2
and phototropin 2 have been reported to mediate resistance
protein-mediated plant defense against viral but not bacterial
pathogens (Jeong et al., 2010). These photoreceptors have
been shown to influence plant defense responses by regulating
hormone signaling pathways such as that of salicylic acid (SA)
and JA (Xie et al., 2011; Moreno and Ballaré, 2014). For a more
detailed review on light and hormone signaling, readers can refer Gene targeting via site-directed mutagenesis is a technique
that is commonly used in molecular biology to introduce
mutations in defined site(s) on the genome. Apart from its utility
in studying gene function, the versatility of these techniques
also enables researchers to produce gene knockouts or point
mutations in plants which can be used for molecular breeding
purposes. For a more detailed summary of the various gene Frontiers in Plant Science | www.frontiersin.org July 2017 | Volume 8 | Article 1181 7 Plant Photoreceptors as Targets for Improved Productivity Mawphlang and Kharshiing FIGURE 2 | Schematic representation of few plant growth responses involving photoreceptor and hormone signaling. SA, salicylic acid; JA, jasmonic acid; GA,
gibberellic acid; ABA, abscisic acid; CN, cytokinins; ETH, ethylene; NO, nitric oxide; BR, brassinosteroids; AU, auxin. (Artwork by Rimeia C. Lyngdoh and Eros
Kharshiing). FIGURE 2 | Schematic representation of few plant growth responses involving photoreceptor and hormone signaling. SA, salicylic acid; JA, jasmonic acid; GA,
gibberellic acid; ABA, abscisic acid; CN, cytokinins; ETH, ethylene; NO, nitric oxide; BR, brassinosteroids; AU, auxin. (Artwork by Rimeia C. Lyngdoh and Eros
Kharshiing). FIGURE 2 | Schematic representation of few plant growth responses involving photoreceptor and hormone signaling. SA, salicylic acid; JA, jasmonic acid; GA,
gibberellic acid; ABA, abscisic acid; CN, cytokinins; ETH, ethylene; NO, nitric oxide; BR, brassinosteroids; AU, auxin. (Artwork by Rimeia C. Lyngdoh and Eros
Kh
hii
) targeting strategies in higher plants via site-directed mutagenesis,
the reader can refer to Osakabe and Osakabe (2014). Plant Defense Response While
gene targeting in plant photobiology has been commonly utilized
for elucidating photoreceptor function and/or signaling, such
strategies have been commonly employed for improving the
efficiency of reporter genes such as GFP (Cinelli et al., 2000)
or iLOV (Christie et al., 2012) which is a derivative of the Light Oxygen Voltage (LOV) domains of phototropin blue-light
receptors (Chapman et al., 2008). Similarly, the availability of
sequence information of various plant photoreceptors coupled
with information from functional genomic studies presents
an ideal situation for researchers to engineer photoreceptors
or even their downstream signaling partners for improving
agronomically valuable traits in crop plants. These could include July 2017 | Volume 8 | Article 1181 Frontiers in Plant Science | www.frontiersin.org 8 Plant Photoreceptors as Targets for Improved Productivity Mawphlang and Kharshiing altering the sensitivity thresholds, photocycles or kinase activity
of the different photoreceptor proteins. The emergence of
large-scale screening technologies such as TILLING (McCallum
et al., 2000; Henikoffet al., 2004; Kurowska et al., 2011)
would also allow researchers to couple random mutagenesis
with targeted-selected mutagenesis for selecting mutations in
photoreceptor genes for subsequent evaluation for desirable traits
without the involvement of transgenic modifications. rapid progress in recent years. Within the last few years, synthetic
biology approaches for regulating plant responses has been
successfully demonstrated in several crop species (Table 3). As
gene editing techniques become more precise, the modulation
of photoreceptor activity by engineering designer photoreceptors
provides novel opportunities for improving productivity of crop
plants. While different engineered photoreceptor systems may
require different designs for optimal function (Schmidt and
Cho, 2015), such photoreceptor systems can be utilized to
determine how the light input affects agronomically beneficial
phenotypes. Synthetic Biology Approaches to Crop
Improvement p
For many centuries, humans have been constantly modifying
plants that are beneficial to them. With advancements in crop
improvement practices, modification of plant characteristics that
were beneficial especially in terms of yield, were favorably
targeted. For many decades, traditional breeding practices along
with mutation breeding programs have been instrumental in
modifying agricultural traits in crop plants. However, a growing
global population coupled with altered weather patterns, present
multifaceted challenges to future agricultural production both for
food and non-food applications. Synthetic biology has emerged
as a viable technology for rapid, precise, and robust engineering
of organisms for useful societal purposes (Shih et al., 2016). Synthetic biology attempts to create user-designed biological
systems including plants which can display various characteristics
such as responses to nutrition status, infections or to changes
in environment. One defining emphasis of synthetic biology
is the designed control of gene expression. Through various
approaches, gene expression can be controlled at the DNA, RNA,
or protein level, depending on the strategy or application. The
increasing availability of resources to efficiently inactivate or
replace genes in complex organisms such as plants, has led to a
revolution in genome editing in the plant science community. Gene editing tools allow targeting of specific DNA sequences
within the plant genome thereby enabling researchers to engineer
genes and genomes with higher precision than would have been
possible earlier. The various tools and technologies utilized in
plant synthetic biology have been discussed in previous reviews
(Bortesi and Fischer, 2015; Schaeffer and Nakata, 2015; Puchta,
2016; Weeks et al., 2016). While most of the focus of synthetic
biology has been on microbes, plant synthetic biology has made July 2017 | Volume 8 | Article 1181 Frontiers in Plant Science | www.frontiersin.org REFERENCES R., and Christie, J. M. (2002). Phototropins 1 and 2: versatile plant
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signals and ecological consequences. Plant Cell Environ. [Epub ahead of print]. doi: 10.1111/pce.12914 Ballaré, C. L., Scopel, A. L., Sánchez, R. A., and Radosevich, S. R. (1992). Photomorphogenic processes in the agricultural environment. Photochem. Photobiol. 56, 777–788. doi: 10.1111/j.1751-1097.1992.tb02234.x Cecchetti, V., Altamura, M. M., Falasca, G., Costantino, P., and Cardarelli, M. (2008). Auxin regulates Arabidopsis anther dehiscence, pollen maturation, and
filament elongation. Plant Cell 20, 1760–1774. doi: 10.1105/tpc.107.057570 Barrero, J. M., Downie, A. B., Xu, Q., and Gubler, F. (2014). A role for barley
CRYPTOCHROME1 in light regulation of grain dormancy and germination. Plant Cell 26, 1094–1104. doi: 10.1105/tpc.113.121830 Cecchetti, V., Brunetti, P., Napoli, N., Fattorini, L., Altamura, M. M.,
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et al. (2013). Trait stacking via targeted genome editing. Plant Biotechnol. J. 11,
1126–1134. doi: 10.1111/pbi.12107 Bodanapu, R., Gupta, S. K., Basha, P. O., Sakthivel, K., Sadhana, Sreelakshmi, Y.,
and Sharma, R. (2016). Nitric oxide overproduction in tomato shr mutant shifts
metabolic profiles and suppresses fruit growth and ripening. Front. Plant Sci. 7:1714. doi: 10.3389/fpls.2016.01714 et al. (2013). Trait stacking via targeted genome editing. Plant Biotechnol. J. 11,
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in the absence of blue light in Arabidopsis. Plant Physiol. 133, 1547–1556. doi: 10.1104/pp.103.029546 Appenroth, K. J., Lenk, G., Goldau, L., and Sharma, R. (2006). Tomato seed
germination: regulation of different response modes by phytochrome B2 and
phytochrome A. Plant Cell Environ. 29, 701–709. doi: 10.1111/j.1365-3040. 2005.01455.x Boxall, S. F., Foster, J. M., Bohnert, H. J., Cushman, J. C., Nimmo, H. G.,
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pp.104.054577 Araki, M., and Ishii, T. (2015). Towards social acceptance of plant breeding by
genome editing. Trends Plant Sci. 20, 145–149. doi: 10.1016/j.tplants.2015. 01.010 Briggs, W. FUNDING by different photoreceptors either alone or in concert with
other photoreceptors and signaling pathways favorably places
these genes as most suitable candidates for molecular breeding
approaches for enhancing the agronomic value of domesticated
lines. EK is grateful to the Science and Engineering Research Board
(Department of Science and Technology), New Delhi, India for
supporting research in his laboratory vide grants no. SB/EMEQ-
152/2014 and SR/FT/LS-82/2011. EK is grateful to the Science and Engineering Research Board
(Department of Science and Technology), New Delhi, India for
supporting research in his laboratory vide grants no. SB/EMEQ-
152/2014 and SR/FT/LS-82/2011. ACKNOWLEDGMENT EK designed and directed the study, OM and EK carried out the
study, EK wrote the manuscript. All authors read and approved
the manuscript. The authors thank Rimeia C. Lyngdoh, Department of Botany, St. Edmund’s College for assisting with the artwork. CONCLUSION Genomic studies have shown that light induces extensive
reprogramming
of
gene
expression
patterns
in
plants
(Li L. et al., 2012; Petrillo et al., 2014; Perrella and Kaiserli,
2016). The emergence of more precise and robust gene
modification technologies provides researchers with exciting
options to engineer photoreceptors and/or their signaling
components for modulating the response of plants to light
inputs. Such targeted gene editing technologies would allow for
subsequent engineering of light responses for development of
useful agronomic traits in both food and non-food crops. As seen
in Table 1, alterations in gene function arising due to mutations
or altered expression levels of photoreceptors can produce
agronomically desirable traits in crops. While research on crops
is gaining momentum, the rapid pace of research in Arabidopsis
and other established model species is continually contributing
large amounts of information on photoreceptor signaling
which is yet to be translated to research in crops. However, the
information gained from such studies can assist researchers to
engineer photoreceptors via genome editing technologies to alter
expression or even sensitivity thresholds of native photoreceptors
for targeting aspects of plant development that can confer
superior agronomic value to the engineered crops. While genome
editing in crop plants may have perceived safety concerns (Cardi,
2016) which would influence the future integration of these
crops into society (Araki and Ishii, 2015), the myriad of
agronomically desirable traits that are developmentally regulated TABLE 3 | Examples of agronomically beneficial traits in some crop plants through application of genome editing technologies. Synthetic tools
Crop
Trait affected
Reference
Meganuclease
Cotton
Herbicide tolerance
D’Halluin et al., 2013
Maize
Production of male sterile plants
Djukanovic et al., 2013
TALENs
Potato
Improvement of cold storage and accumulation
of reducing sugars in tubers
Clasen et al., 2016
Soybean
Improved oil quality
Haun et al., 2014
Rice
Disease resistance
Li T. et al., 2012
Wheat
Heritable resistance to powdery mildew
Wang et al., 2014
CRISPR/CAS9
Tomato
Early flowering and early ripening
Soyk et al., 2017
Tomato
Broad-spectrum disease resistance
de Toledo Thomazella et al., 2016
Zinc finger nucleases (ZFN)
Zea mays
Tolerance to multiple herbicides
Shukla et al., 2009
Zea mays
Resistance to multiple herbicides
Ainley et al., 2013 TABLE 3 | Examples of agronomically beneficial traits in some crop plants through application of genome editing technologies. Synthetic tools
Crop
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688–696. doi: 10.1093/mp/ssr005 Copyright © 2017 Mawphlang and Kharshiing. 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) or licensor 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. Xue, Z. G., Zhang, X. M., Lei, C. F., Chen, X. J., and Fu, Y. F. (2012). Molecular
cloning and functional analysis of one ZEITLUPE homolog GmZTL3 in
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effects on plant biomass, resource allocation, and metabolic state. Proc. Natl. Acad. Sci. U.S.A. 113, 7667–7672. doi: 10.1073/pnas.1601309113 July 2017 | Volume 8 | Article 1181 Frontiers in Plant Science | www.frontiersin.org 14
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Modulation of APLNR Signaling Is Required during the Development and Maintenance of the Hematopoietic System
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Modulation of Aplnr signaling is required during the development
and maintenance of the hematopoietic system Edinburgh Research Explorer Citation for published version:
Jackson, M, Fidanza, A, Taylor, H, Rybtsov, S, Axton, R, Kydonaki, M, Meek, S, Burdon, T, Medvinsky, A &
Forrester, LM 2021, 'Modulation of Aplnr signaling is required during the development and maintenance of
the hematopoietic system', Stem Cell Reports. https://doi.org/10.1016/j.stemcr.2021.02.003 Citation for published version:
Jackson, M, Fidanza, A, Taylor, H, Rybtsov, S, Axton, R, Kydonaki, M, Meek, S, Burdon, T, Medvinsky, A &
Forrester, LM 2021, 'Modulation of Aplnr signaling is required during the development and maintenance of
the hematopoietic system', Stem Cell Reports. https://doi.org/10.1016/j.stemcr.2021.02.003 Document Version:
Publisher's PDF, also known as Version of record INTRODUCTION and Herbomel, 2010; Taoudi et al., 2005, 2008). Research
on the molecular mechanisms associated with the develop-
ment of HSPCs in the embryo has instructed the design of
culture protocols to model hematopoiesis in vitro from
pluripotent stem cells (PSCs) (Ivanovs et al., 2017). However,
it has proven challenging to generate bone fide HSCs that
are functionally capable of long-term reconstitution. The
small number of reports that claim to have succeeded, albeit
with very low efficiency, have done so by employing trans-
genic strategies and/or providing an in vivo environment
for their maturation (Ditadi et al., 2017; Sugimura et al.,
2017; Suzuki et al., 2013). It is unclear whether the failure
to detect transplantable HSCs from differentiating iPSCs re-
flects deficiencies in their generation or whether they are
produced but fail to be maintained. Our recent finding
that HS-like cells are generated transiently during human
iPSC differentiation indicates that their maintenance is a sig-
nificant problem (Fidanza et al., 2020). Further insight into
the cellular and molecular mechanisms associated with both
the production and maintenance of HSCs in vivo and in vitro
will aid in designing improved culture conditions for the
efficient in vitro production of functional HSCs. Definitive hematopoietic stem and progenitor cells (HSPCs)
generate all cells of the blood and immune system, with the
most potent of these, the hematopoietic stem cell (HSC), be-
ing capable of repopulating the entire blood system upon
transplantation. HSPCs arise through a complex process,
precisely coordinated at a number of anatomical sites
throughout embryonic development. In the mouse embryo
the first wave of hematopoietic development originates in
the yolk sac around embryonic day 7.25 (E7.25) and gives
rise to primitive embryonic erythrocytes, megakaryocytes,
and macrophages (Palis, 2014). The second wave also origi-
nates from the yolk sac from E8.25 and gives rise to erythro-
myeloid progenitors that are defined by their ability to also
generate granulocytes and natural killer cells (McGrath et al.,
2015; Dege et al., 2020). The third wave originates in the
ventral region of the developing dorsal aorta within the
aorta-gonad mesonephros (AGM) at E10.5–E11.5, where
HSCs, which can repopulate the entire hematopoietic sys-
tem upon transplantation, emerge (Medvinsky and Dzier-
zak, 1998; Medvinsky et al., 2008). Take down policy Take down policy
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investigate your claim. Download date: 24. Oct. 2024 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Stem Cell Reports j Vol. 16 j 1–14 j April 13, 2021 j ª 2021 The Author(s).
1
This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). SUMMARY Apelin receptor (APLNR/AGTRLl1/APJ) marks a transient cell population during the differentiation of hematopoietic stem and progenitor
cells (HSPCs) from pluripotent stem cells, but its function during the production and maintenance of hematopoietic stem cells is not
clear. We generated an Aplnr-tdTomato reporter mouse embryonic stem cell (mESC) line and showed that HSPCs are generated exclusively
from mesodermal cells that express Aplnr-tdTomato. HSPC production from mESCs was impaired when Aplnr was deleted, implying that
this pathway is required for their production. To address the role of APLNR signaling in HSPC maintenance, we added APELIN ligands to
ex vivo AGM cultures. Activation of the APLNR pathway in this system impaired the generation of long-term reconstituting HSPCs and
appeared to drive myeloid differentiation. Our data suggest that the APLNR signaling is required for the generation of cells that give rise to
HSCs, but that its subsequent downregulation is required for their maintenance. Modulation of APLNR Signaling Is Required during the Development and
Maintenance of the Hematopoietic System Melany Jackson,1,4,5 Antonella Fidanza,1,5 A. Helen Taylor,1 Stanislav Rybtsov,1,2 Richard Axton,1
Maria Kydonaki,1 Stephen Meek,3 Tom Burdon,3 Alexander Medvinsky,1,2 and Lesley M. Forrester1,*
1MRC Centre for Regenerative Medicine, University of Edinburgh, 5 Little France Drive, Edinburgh EH16 4UU, UK
2Institute for Stem Cell Research, Centre for Regenerative Medicine, 5 Little France Drive, Edinburgh EH16 4UU, UK
3Roslin Institute, University of Edinburgh, Easter Bush, Midlothian EH25 9RG, UK
4Present address: Roslin Technologies Limited, Roslin Innovation Centre, University of Edinburgh, Easter Bush, Midlothian EH25 9RG, UK
5These authors contributed equally Roslin Technologies Limited, Roslin Innovation Centre, University of Edinburgh, Easter Bush, Midlothian EH25 9RG, UK
ntributed equally *Correspondence: l.forrester@ed.ac.uk
https://doi.org/10.1016/j.stemcr.2021.02.003 *Correspondence: l.forrester@ed.ac.uk
https://doi.org/10.1016/j.stemcr.2021.02.003 INTRODUCTION The expression profile of the
genes encoding APELIN and its ligands (APELIN and APELA)
during early mouse embryonic development indicates that
this signaling pathway is also active in the mesoderm and
its derivatives (D’Aniello et al., 2009; Devic et al., 1999). In
differentiating human PSCs APLNR is expressed in Mixl1-ex-
pressing mesodermal progenitors, and the addition of APE-
LIN increased the production of blast colonies, which are
considered to be derived from a common precursor to endo-
thelial and hematopoietic cells (Yu et al., 2012; Vodyanik
et al., 2010). Our previous research has also implicated the
APLNR
pathway
during
hematopoietic
development
in vitro. We showed that the expression of genes encoding
APLNR and one of its ligands, APELIN, correlated with the
increased production of HSPCs when the transcription fac-
tor, HOXB4 was activated in differentiating mouse and hu-
man PSCs (Jackson et al., 2012, 2016). Although all of these
studies implicate a role for APLNR signaling during hemato-
poietic development, the specific function of this pathway
has not been addressed directly. To this end, we generated
an Aplnr-tdTomato reporter mouse ESC (mESC) line and
have shown that the Aplnr-tdTomato reporter marks a pop-
ulation of differentiating mesoderm cells that has the poten-
tial to form hematopoietic and endothelial lineages. We
then generated an Aplnr-null mESC line and demonstrated
that HSPCs production was significantly impaired, implying
that this signaling pathway is indeed required for their gen-
eration. To assess the role of APLNR signaling in HSC matu-
ration and maintenance, we added APELIN ligands to AGM
explant cultures and observed a marked decrease in the
number of long-term reconstituting HSCs and an increase
in the differentiation of myeloid cells. p
g
The timing of expression of the Aplnr-tdTomato reporter
during mESC differentiation was compared with the cell sur-
face expression of E-cadherin (ECAD), an epithelial marker
that is expressed at a high level in undifferentiated PSCs
but downregulated upon differentiation into mesoderm lin-
eages (Malaguti et al., 2013). Because the APLNR is first ex-
pressed in the developing mesoderm of the mouse embryo,
we predict a mutually exclusive expression pattern with
ECAD. As expected, we observed ECAD expression in undif-
ferentiated ESCs (day 0) and expression was gradually
reducedasdifferentiationprogressed(Figure1C).Incontrast,
the Aplnr-tdTomato reporter was not expressed in undiffer-
entiated cells, and expression increased during differentia-
tion. INTRODUCTION HSCs arise from hemo-
genic
endothelium
through
the
progressive
loss
of
endothelial markers, such as VE-cadherin and gain of he-
matopoietic markers, such as CD41 and KIT (Dzierzak and
Medvinsky, 2008; Ivanovs et al., 2011; Medvinsky and
Dzierzak, 1996; Rybtsov et al., 2011; Taoudi and Medvinsky,
2007). HSCs have been visualized budding from intra-aortic
hematopoietic clusters before they are released into the cir-
culation (Bertrand et al., 2010; Boisset et al., 2010; Kissa The Apelin receptor gene (Aplnr/Agtrl1/Apj) encodes a
member of the G protein-coupled receptor family and has
been implicated in cardiac, endothelial, and hematopoietic
development in a number of model systems (D’Aniello
et al., 2009; Inui et al., 2006; Quertermous, 2007; Scott
et al., 2007). Pertinent to this study is the involvement of
Aplnr Aplnr in endothelial cell maturation during develop-
ment and the fact that it appears to be expressed at a higher Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 level in endothelial cells of the AGM region, implying that it
could be related to their hemogenic potential both in mouse
(Kidoya et al., 2015; Kidoya et al., 2008, 2010) and human
embryos (Crosse et al., 2020). In the adult bone marrow,
endothelial cells that express APELIN, one of the APLNR li-
gands, participate in vascular remodeling after irradiation
and drive post-transplant recovery through feedback from
HSPCs (Chen et al., 2019). The expression profile of the
genes encoding APELIN and its ligands (APELIN and APELA)
during early mouse embryonic development indicates that
this signaling pathway is also active in the mesoderm and
its derivatives (D’Aniello et al., 2009; Devic et al., 1999). In
differentiating human PSCs APLNR is expressed in Mixl1-ex-
pressing mesodermal progenitors, and the addition of APE-
LIN increased the production of blast colonies, which are
considered to be derived from a common precursor to endo-
thelial and hematopoietic cells (Yu et al., 2012; Vodyanik
et al., 2010). Our previous research has also implicated the
APLNR
pathway
during
hematopoietic
development
in vitro. INTRODUCTION Aplnr-tdTomato-expressing cells were first detected at
day 3 of differentiation in both ECAD+ and ECAD cells,
but by day 5 virtually all the Aplnr-tdTomato-expressing cells
were ECAD (Figure 1C). Thus, differentiating ESCs transi-
tion from ECAD+APLNR to ECAD+APLNR+ phenotype,
which then downregulate ECAD to become ECADAPLNR+. The highest proportion (20%) of the intermediate, double-
positive cells was present around day 3. INTRODUCTION We showed that the expression of genes encoding
APLNR and one of its ligands, APELIN, correlated with the
increased production of HSPCs when the transcription fac-
tor, HOXB4 was activated in differentiating mouse and hu-
man PSCs (Jackson et al., 2012, 2016). Although all of these
studies implicate a role for APLNR signaling during hemato-
poietic development, the specific function of this pathway
has not been addressed directly. To this end, we generated
an Aplnr-tdTomato reporter mouse ESC (mESC) line and
have shown that the Aplnr-tdTomato reporter marks a pop-
ulation of differentiating mesoderm cells that has the poten-
tial to form hematopoietic and endothelial lineages. We
then generated an Aplnr-null mESC line and demonstrated
that HSPCs production was significantly impaired, implying
that this signaling pathway is indeed required for their gen-
eration. To assess the role of APLNR signaling in HSC matu-
ration and maintenance, we added APELIN ligands to AGM
explant cultures and observed a marked decrease in the
number of long-term reconstituting HSCs and an increase
in the differentiation of myeloid cells. that the Aplnr-tdTomato reporter faithfully mimicked Aplnr
transcript expression by demonstrating the expression of
Aplnr transcripts
in fluorescence-activated cell sorting
(FACS)-sorted tdTomato-positive, but not tdTomato-nega-
tive cells (Figure 1B). However, we noted that the expression
of the Aplnr-tdTomato reporter did not correlate with the
expression of a protein detected by a commercially available
a-APLNR antibody (Figure S2). Real-time PCR analyses of
FACS-sorted cells detected Aplnr transcripts in cells sorted
based on expression of the Aplnr-tdTomato reporter but not
a-APLNR antibody staining, suggesting that the a-APLNR
antibodywasbindingnon-specificallytothecellsurface(Fig-
uresS2AandS2B).Thiswassupportedbydemonstratingthat
the a-APLNR antibody detected a protein in 293T cells that
do not express Aplnr transcripts (Figure S2C). We were finally
convincedthatthiscommercialantibodywasnot specific for
APLNR when we demonstrated that it detected a protein in
differentiating Aplnr-null ESCs (see below) (Figure S2D). These findings emphasized the requirement of the Aplr-
tdTomato reporter mESC lines in defining the potential of
APLNR-expressing cells. level in endothelial cells of the AGM region, implying that it
could be related to their hemogenic potential both in mouse
(Kidoya et al., 2015; Kidoya et al., 2008, 2010) and human
embryos (Crosse et al., 2020). In the adult bone marrow,
endothelial cells that express APELIN, one of the APLNR li-
gands, participate in vascular remodeling after irradiation
and drive post-transplant recovery through feedback from
HSPCs (Chen et al., 2019). 2
Stem Cell Reports j Vol. 16 j 1–14 j April 13, 2021 RESULTS (B) Quantitative RT-PCR of Aplnr expression in undifferentiated Aplnr-tdTomato reporter ESCs (day 0 [D0]), unsorted differentiated day 6
(D6) cells and day 6 cells sorted into Aplnr-tdTomato-positive (+) and -negative () populations (n = 3). Error bars represent standard
deviation of data from three independent experiments. (C) Representative flow cytometry plots of Aplnr-tdTomato and E-cadherin expression during differentiation from undifferentiated ESCs
(D0) to day 5 of differentiation. (D) Flow cytometry of Aplnr-tdTomato ESCs at day 3 of differentiation stained with antibodies to FLK1 and PDGFRa and then analyzed after
gating on either APLNR negative or APLNR high. (E) Representative flow cytometry plots of Aplnr-tdTomato together with CD41, VE-cadherin, or FLK1 during differentiation from days 1 to
6 of differentiation. (F) Proportion of Aplnr-tdTomato-positive cells detected by flow cytometry in undifferentiated (D0) cells and during a 14 day time course
of differentiation. Error bars represent standard deviation of data from three independent experiments. Figure 1. Aplnr-tdTomato Reporter ESC Line Mimics the Activity of the Aplnr Locus during ESC Differentiation and Tracks a
Transient Mesoderm Cell Population
(A) CRISPR C
di i
G id RNA
d
i
d
h
i
i
f h
i
di
l
f
h A l (B) Quantitative RT-PCR of Aplnr expression in undifferentiated Aplnr-tdTomato reporter ESCs (day 0 [D0]), unsorted differentiated day 6
(D6) cells and day 6 cells sorted into Aplnr-tdTomato-positive (+) and -negative () populations (n = 3). Error bars represent standard
deviation of data from three independent experiments. p
p
(C) Representative flow cytometry plots of Aplnr-tdTomato and E-cadherin expression during differentiation from undifferentiated ESCs
(D0) to day 5 of differentiation. (
)
y
(D) Flow cytometry of Aplnr-tdTomato ESCs at day 3 of differentiation stained with antibodies to FLK1 and PDGFRa and then analyzed after
gating on either APLNR negative or APLNR high. g
g
g
g
(E) Representative flow cytometry plots of Aplnr-tdTomato together with CD41, VE-cadherin, or FLK1 during differentiation from days 1 to
6 of differentiation. different levels of Aplnr-tdTomato were isolated by flow cy-
tometry (Figure S3). The differentiation potential of FACS-
sorted cells was assessed using CFU-C assays (Figure 2A). He-
matopoietic activity was found almost exclusively within in
the Aplnr-tdTomato-expressing cell population with virtu-
ally no CFU-Cs generated from the sorted Aplnr-tdTo-
mato-negative cell population. RESULTS To confirm that the Aplnr-tdTomato reporter is expressed
in the emerging multipotent mesoderm, we show that
most of the cells expressing a high level of Aplnr-tdTomato
at day 3 co-expressed high levels of FLK1 and that around
half of these also express PDGFRa (Figure 1D). As differen-
tiation progressed, Aplnr-tdTomato was observed in cells
expressing the endothelial cell markers (VE-cadherin and
FLK1), with the majority of VE-CAD+ and FLK1+ cells
expressing the reporter at day 4 (Figure 1E). Hematopoietic
cells expressing CD41 were first detected in this differenti-
ation protocol at day 6 and the Aplnr-tdTomato reporter Aplnr-tdTomato Reporter Marks Mesodermal Cells in
Differentiating ESCs To definethephenotypeofcells expressingtheAPLNRrecep-
tor during hematopoietic differentiation of ESCs we gener-
ated an Aplnr-tdTomato reporter mESC line using CRISPR-
Cas9-mediated genome editing (Figure 1A). mESCs were
transfected with the Aplnr targeting vector, Cas9 plasmid,
and specific gRNAs. Thirty-five G418-resistant colonies
were selected and 18 of these were screened by genomic
PCR and Southern blotting (Figure S1A). We confirmed 2
Stem Cell Reports j Vol. 16 j 1–14 j April 13, 2021 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 A
B
C
D
E
F
Figure 1 Aplnr-tdTomato Reporter ESC Line Mimics the Activity of the Aplnr Locus during ESC Differentiation and Tracks a A
B C A C B B E E D D
F D F F Figure 1. Aplnr-tdTomato Reporter ESC Line Mimics the Activity of the Aplnr Locus during ESC Differentiation and Tracks a
Transient Mesoderm Cell Population
(A) CRISPR-Cas9 gene-editing strategy. Guide RNAs were designed to cut the genomic region of chromosome 2 immediately after the Aplnr
coding sequence. Schematic of targeting vector that was used to insert the tdTomato reporter gene at this site, followed by a T2A sequence
and NeoR cassette (not shown). RESULTS There was a significantly
higher overall number of CFU-Cs generated from cells ex-
pressing a high level of Aplnr-tdTomato compared with cells
expressing low levels or that were negative for Aplnr- was detected in a proportion of these cells (Figure 1E). Over-
all, the highest proportion (around 70%) of Aplnr-tdTo-
mato cells was observed at day 4 and this gradually
declined as differentiation proceeded (Figure 1F). Hematopoietic Activity Is within the Cell Populations
that Express High Levels of the Aplnr-td-Tomato
Reporter Aplnr-tdTomato mESCs were differentiated into embryoid
bodies (EBs) for 5 days, dissociated, and cells expressing Stem Cell Reports j Vol. 16 j 1–14 j April 13, 2021
3 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 A
B
C
D
E
Figure 2. Aplnr-tdTomato Marks Mesoderm Fated to Become Hemogenic Endothelium
(A) Number of CFU-Cs generated from 105 unsorted differentiating ESCs (day 6) and cell populations sorted biased a high (Hi), low (Lo), or
negligible (Neg) level of tdTomato expression (n = 3; *p < 0.05). Statistically significant difference in number of CFU-Mix (**p = 0.003) and
CFU-GM (*p < 0.03) colonies from Aplnr-tdTomato high and low cells. No difference was observed in the number of uni-lineage BFU-E and
CFU-M (see Figure S3 for FACS sorting strategy). (B) Representative flow cytometry plots of differentiating Aplnr-tdTomato ESCs (day 6) co-stained with antibodies against KIT, TIE2, VE-
CAD, FLK1, and CD41. Backgating of cells expressing high, low, or negligible (Neg) levels of Aplnr-tdTomato demonstrates that cells
expressing TIE2, FLK1, VE-CAD (VC), KIT, and CD41 are primarily found in the Aplnr-tdTomato-high cell population. (C) Quantification of flow cytometry data in (B) showing the percentage of cell type within each of the subpopulations defined by the level
of Aplnr-tdTomato expression (n = 3; *p < 0.05). (D) Immunohistochemistry using an aCD31 antibody of differentiating ESCs after FACS and culturing on OP9 stromal cells in the presence
of VEGF, demonstrating the endothelial potential differentiating cells expressing high and low levels of Aplnr-tdTomato. Two replicate
experiments are shown. Scale bar represents 100 mm (340 magnification). RESULTS (E) Percentage of embryoid bodies (EBs) with associated beating cardiomyocytes in EBs generated from unsorted day 6 differentiating ESCs
ll
t thi
t
th t
t d b
d
th
i
f hi h (Hi) l
(L )
li ibl
(N
) l
l
f A l
tdT
t A B A A B C C D E E D Figure 2. Aplnr-tdTomato Marks Mesoderm Fated to Become Hemogenic Endothelium (A) Number of CFU-Cs generated from 105 unsorted differentiating ESCs (day 6) and cell populations sorted biased a high (Hi), low (Lo), or
negligible (Neg) level of tdTomato expression (n = 3; *p < 0.05). Statistically significant difference in number of CFU-Mix (**p = 0.003) and
CFU-GM (*p < 0.03) colonies from Aplnr-tdTomato high and low cells. No difference was observed in the number of uni-lineage BFU-E and
CFU-M (see Figure S3 for FACS sorting strategy). (B) Representative flow cytometry plots of differentiating Aplnr-tdTomato ESCs (day 6) co-stained with antibodies against KIT, TIE2, VE-
CAD, FLK1, and CD41. Backgating of cells expressing high, low, or negligible (Neg) levels of Aplnr-tdTomato demonstrates that cells
expressing TIE2, FLK1, VE-CAD (VC), KIT, and CD41 are primarily found in the Aplnr-tdTomato-high cell population. (C) Quantification of flow cytometry data in (B) showing the percentage of cell type within each of the subpopulations defined by the level
of Aplnr-tdTomato expression (n = 3; *p < 0.05). p
p
(
; p
)
(D) Immunohistochemistry using an aCD31 antibody of differentiating ESCs after FACS and culturing on OP9 stromal cells in the presence
of VEGF, demonstrating the endothelial potential differentiating cells expressing high and low levels of Aplnr-tdTomato. Two replicate
experiments are shown. Scale bar represents 100 mm (340 magnification). d bodies (EBs) with associated beating cardiomyocytes in EBs generated from unsorted day 6 differentiating ESC
t were sorted based on the expression of high (Hi), low (Lo), or negligible (Neg) levels of Aplnr-tdTomat (E) Percentage of embryoid bodies (EBs) with associated beating cardiomyocytes in EBs generated from unsorted day 6 differentiating ESCs
or cells at this stage that were sorted based on the expression of high (Hi), low (Lo), or negligible (Neg) levels of Aplnr-tdTomato
expression. pressing TIE2, FLK1, VE-CAD (VC), KIT, and CD41 are pri-
marily found in the Aplnr-tdTomato-high cell population
(Figure 2B). 4
Stem Cell Reports j Vol. 16 j 1–14 j April 13, 2021 Aplnr Is Required for Hematopoietic Cell Production
from ESCs Aplnr Is Required for Hematopoietic Cell Production
from ESCs To confirm that APLNR signaling is required during the dif-
ferentiation of hematopoietic cells from PSCs, we gener-
ated Aplnr-null mESCs using a CRISPR-Cas9 strategy. Aplnr
is a single-exon transcript with a coding region of 1,131
base pairs (bp), so our strategy involved excising the com-
plete coding region using guide RNAs directed to the 50
and 30 ends (Figure S4A). pSPCas9-2A-mCherry-U6-gRNA
plasmids containing pre-selected gRNAs (see the Experi-
mental Procedures) were transfected into E14 mESCs. Cells
that had been successfully transfected were sorted based on
mCherry expression 24–48 h after transfection and then
plated at low density. Individual mESC clones were isolated
and genomic DNA was screened by PCR using primers that
spanned the deleted region. The PCR assay was designed to
amplify a 589 bp product from the deleted, knockout (KO)
allele and a 1,700 bp amplicon from the wild-type (WT)
allele. The KO allele was identified in 7 out of 30
mCherry-positive clones (Figure S4B). This assay did not
distinguish between heterozygous and homozygous clones
because the smaller 589 bp amplicon associated with the
KO allele would likely be amplified preferentially over the
larger WT allele. To differentiate between functionally het-
erozygous and homozygous mESC clones, we sequenced
the amplicons and found that, in the majority of clones
that had one deleted Aplnr allele, the second Aplnr allele
had an insertion or a deletion that resulted in a frameshift
mutation (data not shown). Quantitative real-time PCR Activation of the APLNR Pathway Has No Significant
Effect on the Production of Hematopoietic Progenitors
in Differentiating Mouse and Human PSCs g
As HSPC production is impaired when Aplnr is deleted, we
hypothesized that their production might be increased
when the APLNR pathway is activated by known APLNR li-
gands, such as APELIN. However, when APELIN was added
to the serum-free cytokine-based hematopoietic differenti-
ation of mESCs, we observed no effect on the number or
phenotype of CFU-Cs (Figure 4A). This was somewhat un-
expected given that previous studies had reported promo-
tion of the production of blast colonies when Apelin was
added to differentiating human ESCs (Yu et al., 2012). RESULTS A subset of these cells also expressed the he-
matopoietic markers CD41 and KIT, implying that APLNR
is expressed at the transitional state from an endothelial
to hematopoietic phenotype (Figures 2B and 2C). tdTomato. The number of multilineage (CFU-Mix) colonies
and CFU-GM colonies was significantly higher from cells
expressing a high level of Aplnr-tdTomato compared with
the cells expressing a low level of Aplnr-tdTomato, whereas
there was no significant difference in the production of sin-
gle lineage colonies (Figure 2A). Aplnr-tdTomato-expressing cells were plated onto irradi-
ated OP9 cells, cultured in the presence of VEGF for Backgating of cells expressing high, low, or negligible
(Neg) levels of Aplnr-tdTomato demonstrated that cells ex- 4
Stem Cell Reports j Vol. 16 j 1–14 j April 13, 2021 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 10 days, and then immuno-stained for the endothelial
marker, CD31, to assess their potential to form endothelial
cells (Figure 2D). Cells expressing high and low levels of
Aplnr-tdTomato generated endothelial structures consist-
ing of CD31+ cells but no such structures were produced
by Aplnr-tdTomato-negative cells. To assess whether the
Aplnr-tdTomato reporter was marking all mesoderm pro-
genitors or a subpopulation committed to hematopoietic
and endothelial lineages, we assessed the potential of
sorted cells to differentiated into another mesodermal cell
type. EBs were dissociated at day 6, sorted based on the
expression of Aplnr-tdTomato, and then assessed for their
potential to generate cells of the cardiac lineage. Although
sorting reduced the overall production of beating cardio-
myocytes compared with unsorted cells, there was no cor-
relation between the level of Aplnr-tdTomato expression
and the potential to generate cardiac cells suggesting that
cardiomyocytes could be generated from mesoderm that
did not express Aplnr-tdTomato (Figure 2E). Taken together,
these data support our hypothesis that the Aplnr-tdTomato
reporter marks mesoderm and that Aplnr expression is spe-
cifically required for the efficient endothelial and hemato-
poietic differentiation. RESULTS was used to select clones in which the targeting events re-
sulted in ablation of Aplnr transcripts and could therefore
be considered as functionally null at the Aplnr locus
(Figure S4C). Aplnr-null mESCs could be maintained as undifferenti-
ated ESCs in the presence of leukemia inhibitory factor
(LIF) in a comparable manner with controls (data not
shown). However, when induced to differentiate and as-
sessed in hematopoietic colony assays, significantly lower
numbers of hematopoietic CFU-C colonies (CFU-M, CFU-
GM, and CFU-Mix) were formed from two independently
derived Aplnr-null ESCs compared with control WT ESCs
at day 6 of differentiation (Figure 3A). Flow cytometry ana-
lyses confirmed that the Aplnr-null ESCs produced a lower
proportion of CD41+VE-cadherin+ hematopoietic progeni-
tor cells (HPCs) (Figures 3B and 3C). When subjected to a macrophage-specific differentiation
protocol, the proportion of mature F4/80+CD11B+CD16+
macrophages generated from Aplnr-null ESCs was signifi-
cantly lower than controls (Figure 3D). To confirm that
the reduced hematopoietic differentiation was due to the
absence of Aplnr and not simply a consequence of ESC
clonal variation, we introduced an APLNR-expressing
plasmid into the Aplnr-null ESC clones and demonstrated
that the production of F4/80+CD11b+ macrophages was
increased in the presence of the exogenous Aplnr (Fig-
ure 3D). These data indicate that the APLNR pathway is
required for the development of HPCs and for the differen-
tiation of the myeloid lineage. Aplnr Is Required for Hematopoietic Cell Production
from ESCs To
confirm that the effects we had observed were not species
specific we replicated our findings using both human
ESCs and induced pluripotent stem cells (iPSCs), again
demonstrating that the addition of APELIN peptides had
no effect on CFU-C formation (Figure 4B). This apparent
discrepancy might be partly explained by the fact that
two of the proposed ligands (APELIN and APELA) for
APLNR are expressed in differentiating ESCs (Figure S5). This could suggest that the APLNR signaling pathway is
already activated and that any further addition of ligand Stem Cell Reports j Vol. 16 j 1–14 j April 13, 2021
5 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 A
B
C
D
Figure 3. Targeted Deletion of Aplnr Results in Impaired Hematopoietic Differentiation
(A) Number of hematopoietic CFU-C colonies generated from 105 differentiated (day 6) control ESCs and two independently derived Aplnr-
null (Null1 and Null2) ESC clones. CFU-M (macrophage), CFU-GM (granulocye/macrophage), CFU-GEMM (multilineage, including gran-
ulocyte, erythroid, macrophage, and megakaryocytes), 20 EB-ery (secondary embryoid bodies with associated erythroid cells) (*p < 0.05). Error bars represent standard deviation of data from four independent experiments. (B) Representative flow cytometry analyses of day 6 differentiated control ESCs and two independently derived Aplnr-null ESC clones (Null1
and Null2) using antibodies to VE-CAD and CD41. (C) Quantification of flow cytometry analyses (B) showing the percentage of VE-CAD+CD41+ cells at day 6 of differentiation from control
and two Aplnr-null ESC clones (*p < 0.05). Error bars represent standard deviation of data from three independent experiments. (D) Representative flow cytometry of cells generated following the macrophage differentiation protocol of control (wild type), two Aplnr-
null ESC lines (Null1 and Null2), and the Null1 and Null2 ESCs that were transfected with an APLNR-expressing plasmid (+APLNR). A
B
C
D
Figure 3. Targeted Deletion of Aplnr Results in Impaired Hematopoietic Differentiation
5 B
C A C A B C D D D Figure 3. Targeted Deletion of Aplnr Results in Impaired Hematopoietic Differentiation
5 Figure 3. Aplnr Is Required for Hematopoietic Cell Production
from ESCs Targeted Deletion of Aplnr Results in Impaired Hematopoietic Differentiation
(A) Number of hematopoietic CFU-C colonies generated from 105 differentiated (day 6) control ESCs and two independently derived Aplnr-
null (Null1 and Null2) ESC clones. CFU-M (macrophage), CFU-GM (granulocye/macrophage), CFU-GEMM (multilineage, including gran-
ulocyte, erythroid, macrophage, and megakaryocytes), 20 EB-ery (secondary embryoid bodies with associated erythroid cells) (*p < 0.05). Error bars represent standard deviation of data from four independent experiments. (B) Representative flow cytometry analyses of day 6 differentiated control ESCs and two independently derived Aplnr-null ESC clones (Null1
and Null2) using antibodies to VE-CAD and CD41. (C) Quantification of flow cytometry analyses (B) showing the percentage of VE-CAD+CD41+ cells at day 6 of differentiation from control
and two Aplnr-null ESC clones (*p < 0.05). Error bars represent standard deviation of data from three independent experiments. (D) Representative flow cytometry of cells generated following the macrophage differentiation protocol of control (wild type), two Aplnr-
null ESC lines (Null1 and Null2), and the Null1 and Null2 ESCs that were transfected with an APLNR-expressing plasmid (+APLNR). RNA sequencing of mouse AGM tissue (GEO: GSE143637)
(Vink et al., 2020), human AGM tissue (GEO: GSE151877;
sample GSM4592621) (Crosse et al., 2020) and differenti-
ating human iPSCs (Database: EMBL EBI Arrayexpress;
E-MTAB-9295 (Fidanza et al., 2020). Aplnr/APLNR is ex-
pressedatarelativelyhighlevelinmostofthecellsassociated
with endothelial cell clusters in both mouse and human
AGM and in differentiating human iPSCs (Figures 5B–5D). RNA encoding the ligand APELIN was expressed in more
restricted subpopulations of endothelial cells in all datasets,
whereas RNA encoding APELA was barely detectable (Figures
5B–5D). Interestingly, within HSPC clusters, RNA encoding
APLNR and APELIN (but not APELA) was detected in mouse
but not human AGM tissue. APLNR transcripts were detected
in some iPSC-derived HSPCs, supporting the idea that
APLNR could be expressed in cells at the EHT transition. RNA sequencing of mouse AGM tissue (GEO: GSE143637)
(Vink et al., 2020), human AGM tissue (GEO: GSE151877;
sample GSM4592621) (Crosse et al., 2020) and differenti-
ating human iPSCs (Database: EMBL EBI Arrayexpress;
E-MTAB-9295 (Fidanza et al., 2020). Aplnr/APLNR is ex-
pressedatarelativelyhighlevelinmostofthecellsassociated
with endothelial cell clusters in both mouse and human
AGM and in differentiating human iPSCs (Figures 5B–5D). RNA encoding the ligand APELIN was expressed in more
restricted subpopulations of endothelial cells in all datasets,
whereas RNA encoding APELA was barely detectable (Figures
5B–5D). 6
Stem Cell Reports j Vol. 16 j 1–14 j April 13, 2021 Aplnr Is Required for Hematopoietic Cell Production
from ESCs Interestingly, within HSPC clusters, RNA encoding
APLNR and APELIN (but not APELA) was detected in mouse
but not human AGM tissue. APLNR transcripts were detected
in some iPSC-derived HSPCs, supporting the idea that
APLNR could be expressed in cells at the EHT transition. fails to exert an observable functional effect. Interestingly,
when APELIN ligands were included in the CFU-C assay, an
increase in macrophage colonies was observed, implying
that activation of the pathway might drive the differentia-
tion of HPCs into myeloid lineages (Figure S6). Genes expressing APLNR and Its Ligands Are
Expressed at the Site of HSC Emergence In Vivo Expressed at the Site of HSC Emergence In Vivo
To assess the role of the APLNR pathway in HSPC mainte-
nance and differentiation, we turned to the mouse AGM
explant system that is known to support both the matura-
tion and maintenance of definitive HSPCs (Taoudi et al.,
2008). We first demonstrated that the genes encoding
APLNR and its ligands, APELIN and APELA, were expressed
in the region of the developing embryo at E9.5 and E11.5
when definitive HSCs first emerge (Figure 5A). Low, but
detectable levels of expression were also observed in the
yolk sac and fetal liver. These data support the hypothesis
that the APLNR signaling pathway is active during the emer-
gence of HSCs in vivo. To further define which cell types
within the AGM express the genes encoding APLNR and its
ligands we analyzed published datasets from single-cell Activation of the APLNR Pathway Reduces the
Production of Transplantable HSCs in Aggregate
Cultures To assess whether activation of the APLNR pathway could
influence the production, maintenance, or differentiation 6
Stem Cell Reports j Vol. 16 j 1–14 j April 13, 2021 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 A
B
Figure 4. Aplnr Is Required for Hematopoietic Cell Production
from ESCs (B) Number of CFU-Cs generated in differentiating human ESCs (H1) (n = 8) and human iPSCs (SFCi55) (
APELIN ligands added (no A) and after the addition of APELIN 13 (A13) or APELIN 36 (A36). Error bars rep
from three independent experiments (A and B). contrast, when a high concentration (300 nM) of A13,
A36, or A21 was added to the aggregate culture, the num-
ber of successfully transplanted animals was reduced to
3/6, 1/10, and 2/6, respectively (Figure 5G). The effect
of peptide addition was dose dependent, with the addi-
tion of a lower concentration (100 nM) of all peptides
having a less profound detrimental effect on the ability
of
cultured
cells
to
reconstitute
the
hematopoietic
system of irradiated recipient mice (Figure 5G). To define
the timing of this detrimental effect, we isolated pre-HSC
type I (VC+CD41loCD43+CD45) and pre-HSC type II
cells (VC+CD41loCD43+CD45+) from day 11.5 AGM tis-
sue and assessed the effect of A36 on their subsequent
maturation into functional HSCs within aggregate cul-
tures (Figure 5H). In control cultures, pre-HSC type I
could be matured ex vivo into reconstituting HSCs, but
in the presence of APELIN 36 resultant cells did not
reconstitute irradiated mice. A comparable, but less pro-
found effect of A36 was observed on pre-HSC type II
when again reconstitution was significantly reduced. These data demonstrate that activation of the APLNR
pathway by the addition of ligands is detrimental to
the generation and maintenance of functional HSCs in
ex vivo cultures. HSCs, we added APLNR ligands, APELIN 13 (A13), APELIN
36 (A36), or APELA 21 (A21), which are known to support
ex vivo maturation and expansion of definitive HSCs, to
AGM reaggregation cultures (Figure 6A) (Rybtsov et al.,
2014; Taoudi et al., 2008). The caudal region of E9.5 em-
bryos that includes AGM tissue was dissected and placed
in the aggregation culture in the presence of cytokines,
with or without Apelin peptides, for 7 days. Resultant
cells were assessed for CFU-C formation, flow cytometry,
and their ability to reconstitute lethally irradiated recipi-
ents in vivo. The addition of either A13 or A36 peptides
to the aggregate cultures resulted in a slight, but not
significant, increase in the total number of hematopoietic
progenitors as assessed by CFU-C production (Figure 6B). Aplnr Is Required for Hematopoietic Cell Production
from ESCs Addition of APELIN Ligands to Differentiating Mouse and Human PSCs Does Not Enhance Hematopoietic Colony Pro-
duction
(A) Number of CFU-Cs generated in differentiating mESCs with no APELIN ligands added (control) and after the addition of APELIN 13 (A13)
or APELIN 36 (A36) at 30 and 100 nM (n = 3). (B) Number of CFU-Cs generated in differentiating human ESCs (H1) (n = 8) and human iPSCs (SFCi55) (n = 3) in control cultures with no
APELIN ligands added (no A) and after the addition of APELIN 13 (A13) or APELIN 36 (A36). Error bars represent standard deviation of data
from three independent experiments (A and B). A B Figure 4. Addition of APELIN Ligands to Differentiating Mouse and Human PSCs Does Not Enhance Hematopoietic Colony Pro-
duction
(A) Number of CFU-Cs generated in differentiating mESCs with no APELIN ligands added (control) and after the addition of APELIN 13 (A13)
or APELIN 36 (A36) at 30 and 100 nM (n = 3). (B) Number of CFU-Cs generated in differentiating human ESCs (H1) (n = 8) and human iPSCs (SFCi55) (n = 3) in control cultures with no
APELIN ligands added (no A) and after the addition of APELIN 13 (A13) or APELIN 36 (A36). Error bars represent standard deviation of data
from three independent experiments (A and B) ELIN Ligands to Differentiating Mouse and Human PSCs Does Not Enhance Hematopoietic Colony Pro- Figure 4. Addition of APELIN Ligands to Differentiating Mouse and Human PSCs Does Not Enhance Hematopoietic Colony Pro-
duction
(A) Number of CFU-Cs generated in differentiating mESCs with no APELIN ligands added (control) and after the addition of APELIN 13 (A13)
or APELIN 36 (A36) at 30 and 100 nM (n = 3). (B) Number of CFU-Cs generated in differentiating human ESCs (H1) (n = 8) and human iPSCs (SFCi55) (n = 3) in control cultures with no
APELIN ligands added (no A) and after the addition of APELIN 13 (A13) or APELIN 36 (A36). Error bars represent standard deviation of data
from three independent experiments (A and B). duction
(A) Number of CFU-Cs generated in differentiating mESCs with no APELIN ligands added (control) and afte
or APELIN 36 (A36) at 30 and 100 nM (n = 3). Aplnr Is Required for Hematopoietic Cell Production
from ESCs Expression of Aplnr, Apelin, and Apela in Hematopoietic Tissue g
p
p
,
p
,
p
p
(A) Quantitative RT-PCR analyses of RNA isolated from the AGM region, yolk sac (YS), and fetal liver (FL) dissected from embryos at the
indicated stage of development using primers to detect transcripts encoding APLNR and its ligands, APELIN and APELA (n = 2). (B–D) UMAP plots of single-cell sequencing data derived from mouse (B) and human (C) AGM tissue and differentiating human iPSCs (D)
demonstrating Aplnr/APLNR, Apelin/APELIN, and Apela/APELA expression in endothelial cell clusters. Endothelial cell and HSPC clusters
are highlighted with solid and dotted outlines, respectively. signaling
pathway
favors
differentiation
over
self-
renewal. have the potential to differentiate into hematopoietic
and endothelial lineages and that deletion of the Aplnr
gene impairs the in vitro production of HSPCs from
mESCs. Our findings are consistent with previous studies
that have reported a role for this signaling pathway in
mesoderm progenitors in both mouse and human differ-
entiating ESCs (Yu et al., 2012; Vodyanik et al., 2010;
D’Aniello et al., 2013). Aplnr Is Required for Hematopoietic Cell Production
from ESCs Flow cytometry analyses of cells derived from the CFU-C
colonies demonstrated an increase in the proportion of
mature myeloid cells expressing high levels of CD11b, a
proportion of which also expressed Gr1 (Figures 6C and
6D). The increase in the production of mature myeloid
cells in the presence of APLNR ligands coincided with a
decrease in the production of immature (LIN/SCA+/
KIT+) HPCs (Figure 6E). To assess the effects of APLNR ligands on the produc-
tion of functional reconstituting HSCs in ex vivo cultures,
day 9.5 AGM cells (CD45.2) were cultured for 7 days in
the presence of various concentrations of A13, A36, or
A21, and then resultant cells were transplanted into irra-
diated CD45.1/2 recipients. Almost all (8/9) recipients
that received control cell aggregates cultured without
Apelin peptides demonstrated successful HSC reconstitu-
tion at 14 weeks after transplantation (>10% CD45+). In Taken together, the results of our study indicate
that the APLNR pathway is required for the production
of hematopoietic cells but that the activation of the
APLNR pathway at a later stage negatively affects HSC
function. The increased production of myeloid cells in
the presence of APLNR ligands both in explant cultures
and in differentiating human ESCs suggests that this Stem Cell Reports j Vol. 16 j 1–14 j April 13, 2021
7 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 A A A
B
C
D
Figure 5. Expression of Aplnr, Apelin, and Apela in Hematopoietic Tissue
(A) Quantitative RT-PCR analyses of RNA isolated from the AGM region, yolk sac (YS), and fetal liver (FL) dissected from embryos at the
indicated stage of development using primers to detect transcripts encoding APLNR and its ligands, APELIN and APELA (n = 2). (B–D) UMAP plots of single-cell sequencing data derived from mouse (B) and human (C) AGM tissue and differentiating human iPSCs (D)
demonstrating Aplnr/APLNR, Apelin/APELIN, and Apela/APELA expression in endothelial cell clusters. Endothelial cell and HSPC clusters
are highlighted with solid and dotted outlines, respectively. A B
C
D C B D D D B B C Figure 5. 8
Stem Cell Reports j Vol. 16 j 1–14 j April 13, 2021 DISCUSSION We previously identified the genes encoding APLNR and
its ligand APELIN as the most highly upregulated genes
when HOXB4 was activated in differentiating mESCs
(Jackson et al., 2012). As this increase in expression
correlated with an enhanced hematopoietic differentia-
tion, we hypothesized that the APLNR signaling pathway
could be associated with the production and/or mainte-
nance of HSPCs. Here, we show that the Aplnr-tdTomato
reporter marks differentiating mesodermal cells that We show that the cells expressing the highest level of the
Aplnr-tdTomato reporter also express the highest level of
endothelial markers. Our analyses of single-cell sequence
data from mouse and human AGM tissue and differenti-
ating iPSCs further confirmed Aplnr/APLNR expression in
endothelial cells. We noted that a proportion of Aplnr-tdTo-
mato-positive cells also expressed hematopoietic markers 8
Stem Cell Reports j Vol. 16 j 1–14 j April 13, 2021 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 A
B
C
D
E
F
G
Figure 6. Addition of Aplnr Ligands to AGM Reaggregate Explant Cultures Results in a Reduction in Transplantable HSCs
(A) Schematic of experimental strategy for E9.5 dissection (as example) where the caudal region of the embryo was dissected, tissue
dissociated, set up in reaggregate cultures in the presence of Apelin peptides for 7 days and then assayed by for colony formation (CFU-C),
flow cytometry, and transplantation into lethally irradiated mice. (B) CFU-C analyses of reaggregate cultures in the absence (0) or presence (100 or 300 nM) of APELIN 13, APELIN 36, or APELA 21. Error bars
represent standard deviation of data from three independent experiments A A B B B C
D D D C E
F
G F E F G G E Figure 6. DISCUSSION Addition of Aplnr Ligands to AGM Reaggregate Explant Cultures Results in a Reduction in Transplantable HSCs
(A) Schematic of experimental strategy for E9.5 dissection (as example) where the caudal region of the embryo was dissected, tissue
dissociated, set up in reaggregate cultures in the presence of Apelin peptides for 7 days and then assayed by for colony formation (CFU-C),
flow cytometry, and transplantation into lethally irradiated mice. (B) CFU-C analyses of reaggregate cultures in the absence (0) or presence (100 or 300 nM) of APELIN 13, APELIN 36, or APELA 21. Error bars
represent standard deviation of data from three independent experiments. (C) Representative flow cytometry plots of live cells obtained after 7 days of E9.5 aggregate culture in presence of APELIN 13, APELIN 36, or
APELA 21 using antibodies against the myeloid markers, CD11B and GR1). (D) Quantification of flow cytometry in (C). Figure 6. Addition of Aplnr Ligands to AGM Reaggregate Explant Cultures Results in a Reduction in Transplantable HSCs Figure 6. Addition of Aplnr Ligands to AGM Reaggregate Explant Cultures Results in a Reduction in Transplantable HSCs
(A) Schematic of experimental strategy for E9.5 dissection (as example) where the caudal region of the embryo was dissected, tissue
dissociated, set up in reaggregate cultures in the presence of Apelin peptides for 7 days and then assayed by for colony formation (CFU-C),
flow cytometry, and transplantation into lethally irradiated mice. (B) CFU-C analyses of reaggregate cultures in the absence (0) or presence (100 or 300 nM) of APELIN 13, APELIN 36, or APELA 21. Error bars
represent standard deviation of data from three independent experiments. (C) Representative flow cytometry plots of live cells obtained after 7 days of E9.5 aggregate culture in presence of APELIN 13, APELIN 36, or
APELA 21 using antibodies against the myeloid markers, CD11B and GR1). (D) Quantification of flow cytometry in (C). (legend continued on next page)
Stem Cell Reports j Vol. DISCUSSION 16 j 1–14 j April 13, 2021
9 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 The differential requirements for APLNR signaling at pre-
cise stages of HSC emergence and maintenance is compara-
ble with that reported for other signaling pathways, such as
the NOTCH signaling pathway, where stage-specific effects
are observed in the production of adult HSCs in vivo (Souil-
hol et al., 2016) and in HSPC production in vitro from ESCs
(Huang et al., 2013). implying that it is expressed at the EHT transition stage. This is in keeping with single-cell sequencing analyses of
human AGM implying that APLNR was expressed in hemo-
genic endothelium (Crosse et al., 2020). Two further
studies have reported the downregulation of Aplnr as endo-
thelial cells acquire hematopoietic markers during EHT
(Bruveris et al., 2020; Oatley et al., 2020). The slight differ-
ence in the timing of Aplnr downregulation in cells that
have acquired hematopoietic markers that we report might
reflect the slightly longer half-life of tdTomato compared
with Aplnr transcripts. Critical to the interpretation and the relevance of our
findings to hematopoietic development and maintenance
in vivo is the anatomical and temporal expression of APLNR
ligands. Pertinent to this point is the finding, using Apln-
CreER Rosa26-mTmG reporter mice, that APELIN is ex-
pressed in a subpopulation of endothelial cells in adult
bone. Conditional knockout of this endothelial cell popu-
lation revealed their critical role in hematopoietic regener-
ation following myeloablation (Chen et al., 2019). It is not
clear which of the ligands are important in the activation of
APLNR in different cell types and it is not known which of
the many downstream intracellular pathways are respon-
sible for exerting the ultimate biological effects. A condi-
tional knockout approach for the APLNR receptor and
the production of mice carrying the Aplnr-tdTomato re-
porter will be instrumental in gaining a fuller understand-
ing the complexity of this pathway during hematopoietic
development and maintenance in vivo. (E) Proportion of LINSCA+KIT+ HPCs after 7 days of E9.5 aggregate culture in the presence of APELIN 13, APELIN 36, or APELA 21 peptides.
(F) Proportion of CD45.2 donor cells present in the peripheral blood of lethally irradiated recipients 14 weeks after transplantation of cells
derived from E9 ex vivo reaggregate cultures in the absence (0) or presence of 100 or 300 nM APELIN 13, APELIN 36, or APELA 21. Each data
point represents one recipient animal.
(G) Proportion of CD45.2 donor cells present in the peripheral blood of lethally irradiated recipients 14 weeks after transplantation of
aggregate cultures that consisted of sorted pre-HSC type I and type II cells derived from E11 in coaggregate cultures in the absence (0) or
presence of 100 or 300 nM APELIN 13 or APELIN 36. DISCUSSION We observed no change in the numbers or phenotype of
CFU-C formation after the addition of APELIN ligands to
mouse or human ESCs and iPSCs, whereas a previous study
reported that Apelin promoted hematopoietic differentia-
tion of human ESCs (Yu et al., 2012). We believe that this
apparent discrepancy actually highlights the importance
APLNR signaling at the transitional state between endothe-
lial and hematopoietic fate because the positive effect of
APELIN on hematopoietic differentiation of human ESCs
was reflected in an increase in the number of bipotential
blast colonies (Yu et al., 2012). We have shown that tran-
scripts encoding APELIN ligands are present within differ-
entiating mouse and human ESC/iPSC cultures, and it is
possible that this would mask the effects of exogenous
ligand addition. In AGM explant reaggregation cultures we show that
addition of APLNR ligands results in a reduction in HSCs
capable of long-term reconstitution and a concomitant in-
crease in the production of more mature myeloid cells. This
finding suggests that activation of the APLNR pathway is
detrimental to the maintenance of HSCs and provides the
first indication that the precise modulation of APLNR
signaling is critical in steady-state hematopoiesis. The in-
crease in the production of myeloid cells by APELIN ligands
in ex vivo cultures is consistent with our observation that
the in vitro production of macrophages from ESCs is signif-
icantly impaired in the absence of APLNR and that the
addition of APELIN to the CFU-C assay resulted in an in-
crease in macrophage colony formation. In future it would
be interesting to assess whether the addition of APLNR li-
gands affects cell cycle, the speed of which has been shown
to be important for the emergence of functional definitive
HSCs within the hematopoietic clusters the AGM region
(Batsivari et al., 2017). EXPERIMENTAL PROCEDURES EXPERIMENTAL PROCEDURES mESC Maintenance and Differentiation
The mESC line E14IV was maintained in Glasgow Minimum Essen-
tial Medium (Gibco) supplemented with 10% fetal calf serum (FCS)
(Lonza), 2 mM sodium pyruvate (Gibco), 4 mM L-glutamine
(Gibco), 1% non-essential amino acids (Gibco), and 0.1 mM b-mer-
captoethanol (Sigma) and 100 U/mL of LIF, as described previously
(Jackson et al., 2012). Hematopoietic Differentiation of mESCs Two days before differentiation, mESCs were plated in N2B27 me-
dium supplemented with 100 U/mL LIF and 10 ng/mL BMP4 to
allow cells to adjust to serum-free conditions. To initiate differen-
tiation, at day 0 cells were disaggregated with Accutase (Gibco)
then resuspended in N2B27 containing 2.5 ng/mL Activin A,
10 ng/mL basic-helix-loop-helix (bFGF), and 5 ng/mL BMP4 and
plated in ultra-low attachment plates (STEMCELL Technologies). Two days later, EBs were plated on gelatinized tissue culture plates
in N2B27 containing 10 ng/mL bFGF, 5 ng/mL BMP4, and 15 ng/ (G) Proportion of CD45.2 donor cells present in the peripheral blood of lethally irradiated recipients 14 weeks after transplantation of
aggregate cultures that consisted of sorted pre-HSC type I and type II cells derived from E11 in coaggregate cultures in the absence (0) or
presence of 100 or 300 nM APELIN 13 or APELIN 36. 10
Stem Cell Reports j Vol. 16 j 1–14 j April 13, 2021 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 mLVEGF for 6 days, with a medium change on day 4. At day 6 the
cells were harvested using Accutase (Gibco), counted, and single-
cell suspensions were stained with antibodies for flow cytometry
and/or plated in CFU-C assays that were scored 10 days later. In experiments to assess the effects of activating the APLNR
pathway, APELIN peptides were added from day 0, specifically,
APELIN36(LVQPRGSRNGPGPWQGGRRKFRRQRPRLSHKGPMPF),
its cleaved bioactive pyroglutamyl form (Pyr1), APELIN 13
(QRPRLSHKGPMPF), and APELA 21 (LYRHACPRRRCIPLHSRVPFP)
(Phoenix Pharmaceuticals). Macrophage differentiation was car-
ried out as described previously (Haideri et al., 2017). were cloned into TOPO blunt after a synthesized U6 promoter
(IDT) before sub-cloning into the guide vector, pGL3-U6-sgRNA
EGFP (Liu et al., 2018). Juo9 (subclone of E14) murine ESCs (2 3 106) were transfected in
suspension with 3 mg AplnrT2ATdTomato HDR donor vector, 1 mg
gRNA-A2 plasmid, 1 mgRNA-B2 plasmid, and 1 mg Cas9 Nicka-
se(D10A)-GFP plasmid (Addgene no. Generation of Aplnr-tdTomato Reporter ESC Lines AplnrT2ATdTomato HDR donor vector was based on the backbone
pBSK-2A-iCre-frtneofrt (a gift from Heiko Lickert), which was di-
gested with Not1 and EcoR1 to accept two overlapping PCR frag-
ments and a 1 kb 30 arm by Gibson assembly (NEB). Aplnr (NM 011784.3) is a single-exon gene and so the coding re-
gion of approximately 1 kb acted as the 50 homology arm. A PCR
fragment consisting of the Aplnr coding region and the T2A-encod-
ing
sequence
was
generated
by
amplification
of
BAC
BMQ407G118 using primers overlapping the backbone at the 50
end and introducing the T2A sequence at the 30 end. The T2ATdTo-
mato sequence was generated by PCR of pTdTomato (Clontech). The integrity of the vector was tested by sub-cloning the entire
expression cassette into CAG-IRES-Puro vector and the tdTomato
signal confirmed in transient transfected ESCs by flow cytometry. Aplnr (NM 011784.3) is a single-exon gene and so the coding re-
gion of approximately 1 kb acted as the 50 homology arm. A PCR
fragment consisting of the Aplnr coding region and the T2A-encod-
ing
sequence
was
generated
by
amplification
of
BAC
BMQ407G118 using primers overlapping the backbone at the 50
end and introducing the T2A sequence at the 30 end. The T2ATdTo-
mato sequence was generated by PCR of pTdTomato (Clontech). The integrity of the vector was tested by sub-cloning the entire
expression cassette into CAG-IRES-Puro vector and the tdTomato
signal confirmed in transient transfected ESCs by flow cytometry. Guide RNAs (gRNA) directed to the 30 end of the Aplnr sequence
were predicted by the Zhang lab algorithm (https://zlab.bio). gRNAs directed to the sequence 30 to the Aplnr stop codon were
identified and tested functionally using the SplitAx assay (Axton
et al., 2017). In brief, a SplitAx vector consisting of the sequence
encoding the N-terminal of GFP, the Aplnr sequence that covered
the region that the gRNAs were directed to, and the sequence en-
coding the C-terminal of GFP that was out of frame with the N-ter-
minal sequence. After transfection of this SplitAx vector and
gRNAs into HEK293 cells, gRNAs were selected if they successfully
cut the SplitAx vector and resulted in reconstitution of an in-frame
GFP. Transfection of gRNA A2 (TGGGTCAGACCCGCTGCACC)
binding to CCTGGTGCAGCGGGTCTGACCCA and gRNA B2
(GGAGAAAGTACAGCCATGCT)
binding
to
AGCATGGCTG-
TACTTTCTCC resulted in a positive GFP signal in the SplitAx assay
and were used for the subsequent gene targeting. Guides A2 and B2 Hematopoietic Differentiation of mESCs 48140) or Hu Cas9-GFP
(Addgene no. 44720) using Xfect stem transfection reagent (Clon-
tech) in 100 mL Xfect buffer and 2 mL Xfect polymer for 4 h. mESC
medium was added to a volume of 2 mL and plated out overnight
in gelatinized 6-well plates. Following overnight incubation,
40,000 GFP+ cells were FACS sorted and plated in a gelatinized
10 cm plate. G418 selection (400 mg/mL) was added the next day
and, after 7 days, 28 G418-resistant colonies from the Cas9 D10A
transfections and 80 colonies from the WT Cas9 transfections
were generated. Thirty-fve colonies were picked and screened by
PCR for correctly targeted 30 and 50 ends, which were then
confirmed by Southern blot. Animals Staged embryos were obtained by mating C57BL/6 (CD45.2/2),
and the morning of discovery of the vaginal plug was designated
as day 0.5. For culture and transplantation, embryonic day 9.5
(E9.5) (25–29 sp) and E11.0–E11.5 (>40 sp) samples were used. All experiments with animals were performed under a Project Li-
cense granted by the Home Office (UK), University of Edinburgh
Ethical Review Committee, and conducted in accordance with
local guidelines. signal confirmed in transient transfected ESCs by flow cytometry. Guide RNAs (gRNA) directed to the 30 end of the Aplnr sequence
were predicted by the Zhang lab algorithm (https://zlab.bio). gRNAs directed to the sequence 30 to the Aplnr stop codon were
identified and tested functionally using the SplitAx assay (Axton
et al., 2017). In brief, a SplitAx vector consisting of the sequence
encoding the N-terminal of GFP, the Aplnr sequence that covered
the region that the gRNAs were directed to, and the sequence en-
coding the C-terminal of GFP that was out of frame with the N-ter-
minal sequence. After transfection of this SplitAx vector and
gRNAs into HEK293 cells, gRNAs were selected if they successfully
cut the SplitAx vector and resulted in reconstitution of an in-frame
GFP. Transfection of gRNA A2 (TGGGTCAGACCCGCTGCACC)
binding to CCTGGTGCAGCGGGTCTGACCCA and gRNA B2
(GGAGAAAGTACAGCCATGCT)
binding
to
AGCATGGCTG-
TACTTTCTCC resulted in a positive GFP signal in the SplitAx assay
and were used for the subsequent gene targeting. Guides A2 and B2 Human ESC and iPSC Differentiation Human ESC and iPSC Differentiation Human ESCs and human iPSCs were maintained on CELLstart (In-
vitrogen)-coated 6-well tissue culture plates (Costar) in StemPro
medium comprising DMEM/F12 with GlutaMAX (Invitrogen),
1.8%
BSA
(Invitrogen),
StemPro
supplement
(Invitrogen),
0.1 mM b-mercaptoethanol (Invitrogen), and 20 ng/mL human
bFGF (Invitrogen), as described previously (Jackson et al., 2016;
Yang et al., 2017). Cells were passaged mechanically when they
reached about 80% confluency using the EZPassage tool (Invitro-
gen). In experiments to assess the effects of activating the APLNR
pathway, APELIN peptides were added from day 0. The use of hu-
man ESCs in haematopoietic differentiation experiments was
approved by UK Stem Cell Bank. Generation of Aplnr-Null ESC Lines p
gRNA sequences were identified (http://www.sanger.ac.uk/htgt/
wge/find_crisprs). Four gRNAs with PAM sites after the ATG that
had a low number of predicted off target binding sites and two
guides with the PAM site after the TAA stop codon were selected. Linker nucleotides were added to the ends of the gRNA sequences
and both strands synthesized (IDT). gRNAs were annealed and
then ligated into the Bbs1 site of linearized pSPCAs9(Guide)-2A-
mCherry vector. Combinations of 50 and 30 gRNAs were tested by
transient transfection of mESCs and screened for excision of the
coding region by PCR. Combinations with the highest level of
excision in these transient transfections were used to generate
clonal Aplnr-null ESC. ESCs (1 3 106 3 1014) were transfected
with the two appropriate pSPCAs9(Guide)-2A-mCherry vectors us-
ing Xfect (Clontech). Forty-eight hours after transfection cells were
sorted for high levels of mCherry expression and plated onto
10 cm gelatinized dishes. Ten days later individual colonies were
picked and screened using primers that spanned the coding region. Generation of Aplnr-tdTomato Reporter ESC Lines Statistics Data on histograms presented as average of at least three indepen-
dent experiments ± SD and difference evaluated using t test or
Prism software. CFU-C and Endothelial Assays A methylcellulose-based hematopoietic progenitor assay was
routinely used to enumerate hematopoietic progenitors from
both mouse (MethoCult GF M3434, STEMCELL Technologies)
and human (MethoCult H4434, STEMCELL Technologies) differ-
entiating PSC. Cells were collected from the differentiating PSC
culture and prepared in single-cell suspensions. Methylcellulose
medium (1.5 mL) was added into a 35 mm low attachment
dish. For each cell treatment, two dishes were set up in parallel
at densities of 1 3 105 and 5 3 104 for mouse cells and at 1 3
104 and 5 3 103 for human cells, then incubated at 37C, and
then scored between 7–11 and 12–14 days for mouse and human
cells,
respectively. Colonies
were
classified
based
on
the
morphology using light microscopy. For endothelial assays, cell
was placed on an OP9 cell layer in the presence of 50 ng/mL
VEGF as described (Rybtsov et al., 2014). After 11 days, cultures
were stained with anti-CD31 antibodies to assess endothelial
colonies. Single-Cell RNA Sequencing Analysis The expression profiles of genes encoding APLNR and two if its
ligands were analyzed in previously published single-cell RNA
sequencing datasets. Specifically, the Aplnr expression profile in
FACS-sorted
CD31+cKIThiGATA2med
cells
isolated
from
the
AGM region of E11 embryos was generated using the online
browser
(https://gottgens-lab.stemcells.cam.ac.uk/DZIERZAK/)
(GEO: GSE143637) (Vink et al., 2020). The APLNR expression pro-
file in sorted CD34+ cells from the dissected AGM ventral region
from CS16 human embryos was analyzed from a GEO down-
loaded dataset (GEO: GSE1518767; sample GSM4592621) (Crosse
et al., 2020). Data were analyzed using the R package Seurat 3.2.2,
following
the
standard
pipeline
(https://www.cell.com/cell/
fulltext/S0092-8674(19)30559-8). In brief, data were normalized
using SCTransform, followed by PCA, UMAP, clustering, and
TSNE analysis using the first 20 principal components. Expres-
sion profiles in iPSC-derived hemato-endothelial cells were
obtained from our previously published dataset (EMBL EBI
Arrayexpress: E-MTAB-9295) and the plot was generated using
our
browser
available
at
lab.antonellafidanza.com
(Fidanza
et al., 2020). Data and Code Availability Accession numbers for the published RNA sequencing datasets
that were analyzed in this study include GEO: GSE143637 (Vink
et al., 2020), GEO: GSE1518767; sample GSM4592621 (Crosse
et al., 2020), and EMBL EBI Arrayexpress: E-MTAB-9295 (Fidanza
et al., 2020). FACS and Analysis Cell suspensions were stained with following antibodies: Ter119-
v500 clone (Clone TER-119); anti-CD41-BV421 (brilliant violet
421) or Alexa Fluor 488 (clone MW30reg); anti-CD45 FITC (clone
30-F11); biotinylated anti-VE-cadherin (clone 11.D4.1) followed
by incubation with streptavidin-APC (all purchased from BD
Pharmingen or BioLegend). Anti-mouse VE-cadherin (VC) anti-
body was biotinylated in-house using the FluoReporter Mini-
Biotin-XX Protein Labeling Kit (Invitrogen). Cell populations
were sorted using a FACSAria II sorter (BD) followed by purity
checks. Type I pre-HSCs (Ter119VC+CD41+CD45-) and type II
pre-HSCs
(Ter119VC+CD41+CD45+)
were
sorted
from
E11
AGMs as described previously (Rybtsov et al., 2011). Dead cells
were excluded using 7AAD staining and fluorescence minus one
control staining was used to define gating strategies. Data acqui-
sition and analyses were performed using Fortessa (BD) and
FlowJo software. HSC numbers were assessed using extreme limiting dilution
analysis (ELDA) analysis (Hu and Smyth, 2009). Multilineage
donor-derived hematopoietic contribution in recipient blood
and organs was determined by staining with anti-CD45.1-V450,
anti-CD45.2-V500, and lineage-specific anti-Mac1-fluorescein iso-
thiocyanate (FITC), Gr1-PE CD3e-APC, B220-PE-Cy7 monoclonal
antibodies (BD Pharmingen). Ex Vivo Maturation of HSC Precursors Ex Vivo Maturation of HSC Precursors E9.5 and E11.5 embryos were dissected as described (Rybtsov et al.,
2014). Tissues were incubated with collagenase/dispase solution
(0.12 mg/mL) (Roche) at 37C as described (Taoudi et al., 2008),
washed, and resuspended in PBS (Sigma) containing 3% FCS and
then dissociated by pipetting. After dissociation (and sorting) 1
e.e. of the specific cell populations (e.g., type I or type II pre-
HSCs) were coaggregated with 105 OP9 cells. Five to ten coaggre-
gates (i.e., 5–10 e.e.) per experimental variant were cultured in Is-
cove’s modified Dulbecco’s medium (Invitrogen), with 20% of
pre-selected, heat-inactivated FCS, L-glutamine, and penicillin/
streptomycin supplemented with murine recombinant cytokines
(SCF, IL3, and Flt3) each at 100 ng/mL (PeproTech) and various
concentrations of APLNR ligand peptides, including APELIN
36
(LVQPRGSRNGPGPWQGGRRKFRRQRPRLSHKGPMPF),
its
cleaved
bioactive
pyroglutamyl
form
(Pyr1)
APELIN
13
(QRPRLSHKGPMPF), and APELA 21 (LYRHACPRRRCIPLHSRVPFP)
(Phoenix
Pharmaceuticals). Coaggregates
were
cultured
on
floating 0.8 mm AAWP 25 mm nitrocellulose membranes (Milli-
pore) for 6 days then dissociated using collagenase/dispase as
described (Rybtsov et al., 2014). Single-Cell RNA Sequencing Analysis Long-Term Repopulation Assay and Blood Chimerism
Analysis CD45.2/2 cells were injected into irradiated 2- to 3-month-old Bl/
6J CD45.1/2 heterozygous recipients along with 100,000 CD45.1/
1 nucleated bone marrow carrier cells per recipient. Recipients
were g-irradiated using two doses (600 + 550 rad) separated by 3
h. For day 9.5 culture, one embryo equivalent (e.e.) of the 7 day
cultured cells was injected. E11 AGM-sorted cells were injected af-
ter 5 days of OP9-coaggregate culture at a dose of 1 e.e./recipient. Stem Cell Reports j Vol. 16 j 1–14 j April 13, 2021
11 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Donor-derived chimerism was evaluated in peripheral blood at 6
and 14 weeks post transplantation. Erythrocytes were lysed using
Pharm Lyse (BD Biosciences), and non-specific binding was
blocked with an anti-CD16/32 (Fc-block) followed by staining
with anti-CD45.1-APC (clone A20) and anti-CD45.2-PE (clone
104) monoclonal antibodies (eBioscience). Cell populations were
identified
as
CD45.1-PE+
(donor),
CD45.1-PE+CD45.2-APC+
(recipient), CD45.1-APC+ (carrier) using FACSCalibur or Fortessa
(BD Biosciences). FACS and Analysis ACKNOWLEDGMENTS This work was funded by Bloodwise (to M.J.), the Wellcome Trust
(to A.F. and A.H.T.), and the Medical Research Council (to S.R.). We thank Fiona Rossi and Claire Cryer for flow cytometry. The
graphical abstract was created using Biorender.com. Devic, E., Rizzoti, K., Bodin, S., Knibiehler, B., and Audigier, Y. (1999). Amino acid sequence and embryonic expression of msr/ Devic, E., Rizzoti, K., Bodin, S., Knibiehler, B., and Audigier, Y. (1999). Amino acid sequence and embryonic expression of msr/
apj, the mouse homolog of Xenopus X-msr and human APJ. Mech. Dev. 84, 199–203. apj, the mouse homolog of Xenopus X-msr and human APJ. Mech. Dev. 84, 199–203. Received: June 10, 2020 Ditadi, A., Sturgeon, C.M., and Keller, G. (2017). A view of human
haematopoietic development from the Petri dish. Nat. Rev. Mol. Cell Biol. 18, 56–67. Revised: February 4, 2021 Revised: February 4, 2021 Accepted: February 5, 2021 Accepted: February 5, 2021 Published: March 4, 2021 Published: March 4, 2021 Dzierzak, E., and Medvinsky, A. (2008). The discovery of a source of
adult hematopoietic cells in the embryo. Development 135, 2343–
2346. AUTHOR CONTRIBUTIONS M.J., A.H.T., R.A., A.F., S.R., M.K., and S.M. performed the experi-
ments. M.J., A.F., and L.M.F. planned the experiments and wrote
the manuscript. A.M. and T.B. provided intellectual input to the
execution of the experiments and interpretation of the results. Dege, C., Fegan, K.H., Creamer, J.P., Berrien-Elliott, M.M., Luff,
S.A., Kim, D., Wagner, J.A., Kingsley, P.D., McGrath, K.E., Fehniger,
T.A., et al. (2020). Potently cytotoxic natural killer cells initially
emerge from erythro-myeloid progenitors during mammalian
development. Dev. Cell 53, 229–239.e7. SUPPLEMENTAL INFORMATION Supplemental Information can be found online at https://doi.org/
10.1016/j.stemcr.2021.02.003. 12
Stem Cell Reports j Vol. 16 j 1–14 j April 13, 2021 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 Please cite this article in press as: Jackson et al., Modulation of APLNR Signaling Is Required during the Development and Maintenance of
the Hematopoietic System, Stem Cell Reports (2021), https://doi.org/10.1016/j.stemcr.2021.02.003 G protein-coupled receptor APJ and its ligand apelin act down-
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7
OCEAN
STATE
REPORT
COPERNICUS
7th edition of the Copernicus
Ocean State Report | 2023
7th edition 7th edition About the Copernicus Ocean State Report As part of the Copernicus Marine Service, the annual Copernicus Ocean State Report (OSR) launched in 2015
is the key tool of its ocean reporting framework. The OSR reports on the state, variability, and ongoing chang-
es in the marine environment of the global ocean and the European regional seas over the past decades up
to close to real time. Using observation-based (remote sensing, in situ) and ocean reanalysis data, the OSR
provides a comprehensive 4-dimensional (latitude, longitude, depth, and time) analysis of the Blue, Green,
and White Ocean. The OSR is intended to act as a reference, providing a unique ocean monitoring dashboard
for the scientific community and for policy makers and others with decision making responsibilities. Editorial The Copernicus Ocean State Report (OSR) gathers an ensemble of peer-review publications
that analyse the state, variability, and trend of the physics and biogeochemistry of the oce-
an and sea ice (respectively the blue, green, and white ocean). Contributions to the OSR are
short, cover the global ocean and European regional seas, and target a wide audience made
up of the scientific community, policy makers, industries, and the general public. They are
based on an in-depth analysis of Copernicus Marine products (and others) constituting mo-
del reanalysis and satellite and in situ data available over several decades back in time
up to 1 year before the publication of the OSR. Copernicus Marine products are regularly
updated with the best available information and produced according to a coordinated and
high-quality control protocol. All products and their documentation are openly available
from https://marine.copernicus.eu/. This guarantees an assessment based on consistent
and well-documented datasets. The Copernicus OSR is produced annually, and its prepara-
tion is coordinated by the OSR team at Mercator Ocean International. This 7th issue of the Copernicus OSR gathers 14 peer review papers covering the European
regional seas (9) and the global ocean (5) with contributions on the blue (10) and green (4). The main findings of OSR7 are summarized in Figures 1 and 2 and here below according
to the topic they addressed: 1) identification and impact of extreme/unusual events (5), 2)
identification of long-term trends (5), 3) new methodology/indicators for ocean monito-
ring (2), and 4) analysis of ocean variability (2). A detailed description can be found in von
Schuckmann et al. (2023). About State of the Planet State of the Planet (SP) is a journal dedicated to the publication of scientific syn-
thesis reports and assessments on all subjects of the Earth and environmental
sciences. In a rapidly changing world, expert-based assessments of academic
findings curated for a wider audience to support decision making, science com-
munication, education, and funder mandates are becoming more and more
widespread. Such reports are extensive science community efforts offering
timely, state-of-the-art insight into a specific field of the Earth sciences. State of
the Planet is open to any reporting and assessment initiative by (inter-) govern-
mental agencies, environmental services, learned societies or associations of
researchers that aim to publish on a regular basis. publications@copernicus.org
http://publications.copernicus.org publications@copernicus.org
http://publications.copernicus.org This document was produced with funding by the European Union. Views and opinions expressed are however
those of the author(s) only and the European Commission cannot be held responsible for any use which may
be made of the information contained therein. Cover photo by Ivan Bandura on Unsplash von Schuckmann, K., Moreira, L., Le Traon, P.-Y., Grégoire, M., Marcos, M., Staneva, J., Brasseur, P., Garric, G., Lionello,
P., Karstensen, J., and Neukermans, G. (Eds.): 7th edition of the Copernicus Ocean State Report (OSR7), Copernicus
Publications, State Planet, 1-osr7, https://doi.org/10.5194/sp-1-osr7, 2023. von Schuckmann, K., Moreira, L., Le Traon, P.-Y., Grégoire, M., Marcos, M., Staneva, J., Brasseur, P., Garric, G., Lionello,
P., Karstensen, J., and Neukermans, G. (Eds.): 7th edition of the Copernicus Ocean State Report (OSR7), Copernicus
Publications, State Planet, 1-osr7, https://doi.org/10.5194/sp-1-osr7, 2023. Ocean variability Baker et al. (2023) investigate the variability of the South Atlantic meridional overturing
circulation and the meridional heat transport, focusing on the period from 2013 to 2017. The study shows that the South Atlantic transport variability is still uncertain and recom-
mends improved monitoring and modelling. Oikonomou et al. (2023) explore wave energy
resources at the basin scale, along with the dominant wave regime. Results suggest that
although the basin is characterized by low energy potential and large energy flux variability,
it could serve as a deployment zone for low-power devices due to low peak period variability
and high site accessibility levels. Monitoring Lorente et al. (2023) propose a new indicator for the monitoring of coastal upwelling intensi-
ty tested in two pilot areas (i.e. the north-western Iberian Peninsula and the Bay of Biscay) in
view of its application at larger scales (the coastal global ocean). Loisel et al. (2023) propose a
new algorithm for the monitoring of suspended materials’ composition (organic and inorga-
nic) from space. The algorithm is tested in the English Channel and the southern North Sea,
with the perspective of being extended to the global coastal ocean. Long-term trend De Pascual-Collar et al. (2023) detect a long-term warming trend in waters below 150m in the
Iberia–Biscay–Ireland region over 1993–2021. Aydogdu et al. (2023) show that the salinity in
the upper 300m of the Mediterranean Sea has increased in the last 3 decades, with a basin
average trend in the range from 0.0020 to 0.0110 psu per year depending on the product
considered, with higher values in the eastern basin. Raudsepp et al. (2023) presented an
overall decrease in ocean freshwater content in the Baltic Sea over the last 2 decades, with
distinct regional patterns. Di Biagio et al. (2023) identify a potential regime shift that happe-
ned over 1999–2021 in the regional circulation of the southern Adriatic Sea, with potential
implications for the ventilation of the Ionian–Adriatic. Xi et al. (2023) find that the mean
status, trends, and phenology of phytoplankton functional types in the Atlantic Ocean do
not change significantly over 2002–2021, except for prokaryotes, which slightly decline. The
study highlights an abrupt increase in diatoms during the years 2018 and 2019 in the North
Atlantic. Extreme/Unusual events Peal et al. (2023) show that marine heatwaves have become more frequent and more ex-
tended globally, whereas marine cold spells became less frequent over 1982 to 2021, ex-
cept in the Southern Ocean, where the reverse is observed. Mayer et al. (2023) show a
record-low biennial reduction in oceanic heat exchange across the Greenland–Scotland Rid-
ge around the year 2018. This reduction amounted to 4%–9% of the usual heat exchange
with respect to the reference period 1993–2020. Mourre et al. (2023) show that an intense
and long-lasting storm in the Balearic Islands resulted in important modifications of the
physical conditions of the region with intense upwelling, a reversal of the regional current
system, and extreme cold surface temperatures. Renshaw et al. (2023) highlight unusual
coccolithophore blooms in summer 2021 in Scottish waters and explain their occurrence
due to unusual weather conditions. Gramcianinov et al. (2023) highlight that extreme wave
events have impacted the eastern coast of South America and offshore regions and have
created coastal hazards in the São Paulo area. https://sp.copernicus.org/articles/1-osr7 eISSN 2752-0706 Published by Copernicus Publications. Karina von Schuckmann, Lorena Moreira, and Pierre-Yves Le Traon
Mercator Ocean International, Toulouse, France Published: 27 September 2023 cus Ocean State Report (OSR7) Changes in the state of the ocean affect the well-being
of the planet, its ecosystems, and human societies (IPCC,
2019). The ocean is home to a vast array of plant and ani-
mal species, many of which are still undiscovered (Census
of Marine Life, 2010), and it is hence critical in support-
ing global biodiversity and sustaining complex ecosystems
(Pörtner et al., 2021; IPCC, 2022). The ocean supports vari-
ous industries, such as fishing, shipping, tourism, and renew-
able and non-renewable resources, and provides job oppor-
tunities, income, and economic growth (OECD, 2016; Euro-
pean Commission, 2022). The ocean plays a vital role in reg-
ulating Earth’s climate. It acts as a massive heat sink, absorb-
ing and storing vast amounts of surplus heat accumulated in
the Earth system from human activities (von Schuckmann et
al., 2023). It absorbs significant quantities of anthropogenic
carbon through physical and biological processes, helping
to mitigate climate change by reducing the greenhouse gas
concentration in the atmosphere (Friedlingstein et al., 2022;
Crisp et al., 2022). The ocean is intricately affected by cli-
mate change. Rising sea levels, warming, deoxygenation and
acidification of the ocean, changing currents, and loss of sea
ice and biodiversity all pose significant risks to coastal com-
munities, infrastructure, economies, and vulnerable ecosys-
tems (IPCC, 2021, 2022). In addition, overexploitation and
ocean pollution, including plastic waste and chemical con-
taminants, can harm both marine life and human health, pos-
ing risks through the food chain and direct exposure (e.g.,
Landrigan et al., 2020; Lamb et al., 2018). The degradation
of the ocean and increased pressure on its functioning and
services can lead to economic losses, unemployment, and
reduced opportunities for sustainable development (OECD,
2016). Protecting and preserving the ocean is essential for
ensuring a sustainable future, maintaining biodiversity, reg-
ulating climate, supporting economies, and safeguarding hu-
man health and well-being (IPCC, 2019; Pörtner et al., 2021). Monitoring and reporting on any change in the state of the
ocean can help to achieve this goal, while at the same time it
allows developing timely strategies for adaptation measures
as well as to raise awareness, inform decision-making, en-
courage action to protect and conserve the ocean, and hence
transition towards sustainable ocean stewardship (e.g., von
Schuckmann et al., 2020; Blunden and Boyer, 2022; IOC-
UNESCO, 2022). The editors Marilaure Grégoire, Pierre Brasseur, Gilles Garric, Johannes Karstensen, Piero Lionello,
Marta Marcos, Griet Neukermans, and Joanna Staneva. Chapter 1.1 – 7th edition of the Copernicus Ocean State Report (OSR7) Chapter 1.1 – 7th edition of the Copernicus Ocean State Planet, 1-osr7, 1, 2023
https://doi.org/10.5194/sp-1-osr7-1-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License. ter 1.1 – 7th edition of the Copernicus Ocean State Report (O Introduction to the 7th edition of the Copernicus
Ocean State Report (OSR7) n of the Copernicus Ocean State Report (OSR7) Karina von Schuckmann, Lorena Moreira, and Pierre-Yves Le Traon
Mercator Ocean International, Toulouse, France
Correspondence: Karina von Schuckmann (karina.von.schuckmann@mercator-ocean.fr) Karina von Schuckmann, Lorena Moreira, and Pierre-Yves Le Traon
Mercator Ocean International, Toulouse, France Most recently, on 19 June 2023, the Treaty
of the High Seas was adopted by consensus and standing ova-
tion during the United Nations meeting in New York. This
treaty, also known as BBNJ (Biodiversity Beyond National
Jurisdiction), is key to protecting the ocean, promoting eq-
uity and fairness, tackling environmental degradation, fight-
ing climate change, and preventing biodiversity loss in the
high seas (An historic achievement: Treaty of the High Seas
is adopted, 2023). Monitoring and reporting on any change in the state of the
ocean can help to achieve this goal, while at the same time it
allows developing timely strategies for adaptation measures
as well as to raise awareness, inform decision-making, en-
courage action to protect and conserve the ocean, and hence
transition towards sustainable ocean stewardship (e.g., von
Schuckmann et al., 2020; Blunden and Boyer, 2022; IOC-
UNESCO, 2022). Most recently, on 19 June 2023, the Treaty
of the High Seas was adopted by consensus and standing ova-
tion during the United Nations meeting in New York. This
treaty, also known as BBNJ (Biodiversity Beyond National
Jurisdiction), is key to protecting the ocean, promoting eq-
uity and fairness, tackling environmental degradation, fight-
ing climate change, and preventing biodiversity loss in the
high seas (An historic achievement: Treaty of the High Seas
is adopted, 2023). Regular reporting on the state, variability, and change of
the ocean provides state-of-the-art science-driven findings to
various stakeholders, including policymakers, scientists, in-
dustries, and the general public. Ocean reporting involves
several components as part of a so-called added value chain
(von Schuckmann et al., 2020). Firstly, data collection from
different methods including satellite observations (e.g., sea
level, sea surface temperature (SST), sea surface salinity
(SSS), ocean color, waves) and in situ measurements – au-
tonomous, moored, and taken during research expeditions –
are paramount for building data products from the global to
regional scale (IOC, 2019). Reprocessed data are also used
to feed ocean reanalyses that combine them with numeri-
cal models through data assimilation schemes (Decade Col-
laborative Centre for Ocean Prediction, DCC-OP, 2023). All
these different products build the baseline of the Copernicus
Marine Service and include information about ocean physics
(blue ocean; e.g., temperature, salinity, currents, waves), bio-
geochemistry and biodiversity (green ocean; e.g., chlorophyll CHAPTER1.1 CHAPTER1.1 K. von Schuckmann et al.: Introduction to the 7th edition of the Copernicus Ocean State Report 2 (see de Pascual-Collar et al. Karina von Schuckmann, Lorena Moreira, and Pierre-Yves Le Traon
Mercator Ocean International, Toulouse, France in OSR7 Chap. 2), while devel-
oping a multi-product approach based on data from obser-
vations and ocean reanalysis systems for the Iberia–Biscay–
Ireland region. Over the period 1993–2021, the results reveal
that the upper near-surface layer of the ocean (0–150 m) is
dominated by natural variations at the interannual to decadal
scale and that the long-term ocean warming trend is emerg-
ing in the intermediate to deep-ocean layers (> 150 m) in
this region. This trend amounts to about 50 % of the global
ocean warming trend and is strongly affected by interannual-
to decadal-scale variations. Moreover, the study could ele-
vate the major players of these changes that are linked to the
Sub-Arctic Intermediate Water and Mediterranean Outflow
Water variations, leveraging the role of major characteristics
of the ocean in redistributing heat and hence triggering re-
gional variations of ocean warming remotely, i.e., from the
Mediterranean Sea and the North Atlantic Ocean. a, ocean pH), and sea ice parameters (white ocean; e.g., sea
ice concentration, extent, or thickness), which are all rele-
vant to understanding and reporting on the ocean state (Le
Traon et al., 2019). Combined with scientific expertise, they
provide the fundamental ingredients for the development of
ocean monitoring indicators that are fit for purpose for ocean
reporting. At this higher level of the added value chain, the
tools then help identify trends, patterns, and changes in the
ocean environment triggered by climate change and other
human-made pressures, climate variability, and ocean pro-
cesses. This 7th edition of the Copernicus Ocean State Report
covers a wide range of topics tackling variations, trends, and
new tools for socioeconomic applications for Europe and on
a global scale. The studies are built on the suite of Copernicus
Marine products and are complemented with other products
from the global community. In OSR7, a new scientific method has been developed for
monitoring coastal upwelling, a process which is a major
communicator between offshore waters and coastal ecosys-
tems (see Lorente et al. in OSR7 Chap. 2). Any change in
coastal upwelling can have implications for, for example, wa-
ter quality, fisheries, and aquaculture production in coastal
areas (Sydeman et al., 2014). 1
The ocean in Europe During summer 2021, two unusual coccolithophore blooms
were observed in Scottish waters, one in the Clyde Sea and
the other by the east coast of the Shetland Islands. These
blooms have attracted lot of public attention because they
turned the sea a turquoise color (BBC News, 2023). The
OSR7 is taking a close look at these events back-boned by
the use of reanalysis and satellite data to examine the en-
vironment that led to these blooms. Unusual weather condi-
tions were a contributory factor in both cases, leading to high
concentrations of nutrients in summer as cold temperatures
restricted the regular spring bloom of diatoms in this area. These factors provide ideal conditions for coccolithophores
to flourish as temperatures and sunlight increase (see Ren-
shaw et al. in OSR7 Chap. 4). Widespread routine monitor-
ing of nutrient levels and phytoplankton components could
greatly help in understanding future blooms. The OSR7 has also analyzed the interference of extreme
events with ocean processes, like the coastal upwelling of
the Balearic Islands (see Mourre et al. in OSR7 Chap. 4),
and has demonstrated the implications of long-lasting storms
of record strength on the ocean and coasts. In November
2021, an intense and long-lasting storm named “Blas” hit
the area of the Balearic Islands, which resulted in intense
upwelling along the northwestern coasts of the islands of
Mallorca and Ibiza, as well as a reversal of the regional
current system. These record implications have in turn re-
sulted in extreme cold coastal surface temperatures up to 6 ◦C
colder than usual. This study demonstrates the benefits of op-
erational oceanography for the characterization of extreme
events through the provision of time series of high-resolution
modeling results in coastal areas. The OSR7 explored dissolved oxygen variations in the
Mediterranean Sea, more precisely in the southern Adriatic
Sea, over the period 1999–2021, which is an essential un-
dertaking to further enhance our understanding of marine
ecosystem functioning and for assessing the marine environ-
mental status (see Di Biagio et al. in OSR7 Chap. 3). The re-
sults, derived from a regional ocean reanalysis system, high-
light the critical role of heat fluxes, ocean currents, and bio-
logical production in driving dissolved oxygen variations in
this area. A potential regime shift in the regional circulation
was identified. Karina von Schuckmann, Lorena Moreira, and Pierre-Yves Le Traon
Mercator Ocean International, Toulouse, France The method incorporates infor-
mation on ocean currents, wind, sea level pressure, and sea
surface temperature, and it has been developed based on var-
ious data products ranging from direct coastal observations
provided by a high-frequency radar (HFR), buoy measure-
ments, and ocean reanalysis. Two pilot areas have been cho-
sen, i.e., the northwestern Iberian Peninsula and the Bay of
Biscay. This new indicator, the so-called coastal upwelling
index, has been scientifically tested in OSR7, and its proof
of concept revealed that this new method can be used for di-
rect upwelling monitoring over any coastal area of the global
ocean. 1
The ocean in Europe It can have substantial implications for the
ventilation of the Ionian–Adriatic Ocean region and hence
for marine organisms, and it needs to be further analyzed in
future studies. Change in ocean salinity can have important implications
for ocean density and ocean currents, the water cycle, and
ocean biodiversity. The OSR7 has tackled an important indi-
cator based on ocean salinity in the Mediterranean Sea during
the last decades using Copernicus Marine reanalysis and ob- Ocean warming is one of the major indicators of monitor-
ing the state and evolution of climate change (von Schuck-
mann et al., 2016). The OSR7 is tackling this indicator aim-
ing to regionalize capacities for reporting on ocean warming https://doi.org/10.5194/sp-1-osr7-1-2023 State Planet, 1-osr7, 1, 2023 CHAPTER1.1 n Schuckmann et al.: Introduction to the 7th edition of the Copernicus Ocean State Report K. von Schuckmann et al.: Introduction to the 7th edition of the Copernicus Ocean State Report 3 Figure 1. Overview of major outcomes for the European regional seas in the 7th edition of the Copernicus Ocean State Report. Figure 1. Overview of major outcomes for the European regional seas in the 7th edition of the Copernicus Ocean State Report. Figure 1. Overview of major outcomes for the European regional seas in the 7th edition of the Copernicu fraction of suspended material needed to monitor particle
dynamics and biogeochemical cycles in coastal waters (see
Loisel et al. in OSR7 Chap. 3). This new algorithm is based
on a neural network approach and has been applied as a test
bed to satellite observations from ocean color radiometry in
the English Channel and the southern North Sea. The scien-
tific evaluations as done in OSR7 have shown that this algo-
rithm can be directly applied to all ocean color radiometry
measurements, which enables routine monitoring of particu-
late composition over the global coastal ocean. servation products (see Aydogdu et al. in OSR7 Chap. 2). The
results show that, overall, salinity has increased in the upper
(< 300 m) Mediterranean Sea at particularly strong rates in
the eastern basin. A similar analysis has been performed for
the Baltic Sea area (see Raudsepp et al. in OSR7 Chap. 2). Particularly, freshwater content has been calculated from the
Copernicus Marine regional reanalysis, which allows mon-
itoring the specific hydro-physical conditions of each sub-
basin of the Baltic Sea. 1
The ocean in Europe Results show that the total freshwater
content in the Baltic Sea shows a steady decrease on aver-
age over the past 2 decades. However, at the regional scale,
changes in freshwater content are not spatially uniform and
are affected in the Baltic Sea by different processes, such as
changes in ocean circulation, precipitation, river runoff, and
sea ice formation. For example, the Gulf of Bothnia shows
a freshwater content increase, and the freshwater content in
the Baltic proper decreased over the past 2 decades. https://doi.org/10.5194/sp-1-osr7-1-2023 2
The ocean around the globe Climate change is causing extreme climate events to become
more frequent and more severe (Seneviratne et al., 2021). Marine heatwaves and marine cold spells are prolonged; dis-
crete periods of anomalously high or low ocean temperatures
have wide-ranging impacts from dramatic shifts in biodiver-
sity to changes in fishery yields. In OSR7, global sea surface
temperature measurements have been used to study the in-
tensity and frequency of marine heatwaves and marine cold Monitoring coastal waters is of uppermost importance to
provide insight into changes in these complex and highly
variable environments. In OSR7, a new algorithm has been
developed to estimate the organic and inorganic particulate https://doi.org/10.5194/sp-1-osr7-1-2023 State Planet, 1-osr7, 1, 2023 CHAPTER1.1 CHAPTER1.1 K. von Schuckmann et al.: Introduction to the 7th edition of the Copernicus Ocean State Report 4 Figure 2. Overview of major outcomes for the global ocean in the 7th edition of the Copernicus Ocean State Report. Figure 2. Overview of major outcomes for the global ocean in the 7th edition of the Copernicus Ocean State Report. spells over several decades from 1982 to 2021 across differ-
ent categories from moderate (category 1) to extreme (cate-
gory 4). The findings show that in large areas of the ocean it
can be said with 99 % confidence that marine heatwaves have
become more frequent globally, whereas marine cold spells
have become less frequent (see Peal et al. in OSR7 Chap. 2). An exception is the Southern Ocean where marine heatwaves
are becoming slightly less frequent and marine cold spells are
becoming more frequent. The most extreme events in cat-
egories 3 and 4 follow this trend, but at a lower rate. This
evolution for marine heatwaves is accompanied by an even
faster trend with respect to their spatial extension, whereas
the spatial extent of marine cold spells remained nearly con-
stant. and near-real-time data have been used to investigate extreme
wave indicators impacting offshore regions and the coasts in
this area and have provided a comprehensive overview of the
regional wave climate across timescales and space scales. In
addition, national monitoring and warning system data in the
São Paulo state area have been combined with Copernicus
Marine data, and these results reveal that the increasing num-
ber of coastal hazards in this area are strongly linked to the
increasing number of extreme wave events from the coast to
adjacent offshore regions. References Decade
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Gregor, L., Hauck, J., Le Quéré, C., Luijkx, I. T., Olsen, A., Pe-
ters, G. P., Peters, W., Pongratz, J., Schwingshackl, C., Sitch, S.,
Canadell, J. G., Ciais, P., Jackson, R. B., Alin, S. R., Alkama, R.,
Arneth, A., Arora, V. K., Bates, N. R., Becker, M., Bellouin, N.,
Bittig, H. C., Bopp, L., Chevallier, F., Chini, L. P., Cronin, M.,
Evans, W., Falk, S., Feely, R. A., Gasser, T., Gehlen, M., Gkritza-
lis, T., Gloege, L., Grassi, G., Gruber, N., Gürses, Ö., Harris, I.,
Hefner, M., Houghton, R. A., Hurtt, G. C., Iida, Y., Ilyina, T.,
Jain, A. K., Jersild, A., Kadono, K., Kato, E., Kennedy, D., Klein
Goldewijk, K., Knauer, J., Korsbakken, J. I., Landschützer, P.,
Lefèvre, N., Lindsay, K., Liu, J., Liu, Z., Marland, G., Mayot,
N., McGrath, M. J., Metzl, N., Monacci, N. M., Munro, D. R.,
Nakaoka, S.-I., Niwa, Y., O’Brien, K., Ono, T., Palmer, P. I., Pan,
N., Pierrot, D., Pocock, K., Poulter, B., Resplandy, L., Robert-
son, E., Rödenbeck, C., Rodriguez, C., Rosan, T. M., Schwinger,
J., Séférian, R., Shutler, J. D., Skjelvan, I., Steinhoff, T., Sun, Q.,
Sutton, A. J., Sweeney, C., Takao, S., Tanhua, T., Tans, P. P., Tian,
X., Tian, H., Tilbrook, B., Tsujino, H., Tubiello, F., van der Werf,
G. R., Walker, A. P., Wanninkhof, R., Whitehead, C., Willstrand
Wranne, A., Wright, R., Yuan, W., Yue, C., Yue, X., Zaehle, S.,
Zeng, J., and Zheng, B.: Global Carbon Budget 2022, Earth Syst. Sci. Data, 14, 4811–4900, https://doi.org/10.5194/essd-14-4811-
2022, 2022. Ocean phytoplankton prevails in the upper part of the
ocean, where sunlight penetrates the water, and constitutes
the base of the marine food web fueling fisheries and regulat-
ing key biogeochemical processes (Xi et al., 2021). There are
different classes of phytoplankton – so-called phytoplankton
functional types – which include haptophytes, prokaryotes,
dinoflagellate, and diatoms. OSR7 investigated the mean sta-
tus, trends, phenology, and most recent anomalies in the At-
lantic Ocean (see Xi et al. in OSR7 Chap. 2). Their phenol-
ogy ranges with different climate zones, reaching seasonal
maximum blooms (Fig. 1). References this region are available. The findings have manifested a sur-
prising discrepancy in seasonal to multi-annual circulation
change between the observations and model results. This pre-
vents a reliable estimate of how the meridional overturning
circulation and heat transport are changing at the latitude
that connects the Atlantic Ocean to the Southern Ocean. The
mean and variation of real-world South Atlantic transports
and the amplitude of their fluctuations are uncertain. This in
turn provides fundamental guidance for future strategies as
well as investments in urgently needed sustained monitoring
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for global climate. An
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Given its crucial importance, circulation variations linked
to the meridional overturning circulation have also been
analyzed in the North Atlantic in OSR7 (see Mayer et
al. in OSR7 Chap. 4). Particularly, focus had been set on
the oceanic exchange across the Greenland–Scotland Ridge,
which not only links to the meridional overturning circu-
lation, but is also shaping Arctic climate. The results of
this study have uncovered a record-low biennial reduction in
oceanic heat exchange across the Greenland–Scotland Ridge
around the year 2018. This reduction, amounting to 4 %–9 %
of the usual heat exchange with respect to the reference pe-
riod 1993–2020, occurred because of a reduction in the in-
flow of water from the Atlantic into the Arctic area through
the Faroe–Shetland branch, which was exacerbated by the
unusually cold temperatures of Atlantic Water arriving at
the Greenland–Scotland Ridge. These low temperatures have
been triggered by a stronger North Atlantic subpolar gyre
varying naturally at interannual to decadal timescales. Census of Marine Life: First Census of Marine Life 2010: High-
lights of a Decade of Discovery, edited by: Ausubel, J. H., Crist,
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4507-3102-7, 2010. Crisp, D., Dolman, H., Tanhua, T., McKinley, G. A., Hauck,
J., Bastos, A., Sitch, S., Eggleston, S., and Aich, V.: How
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phytoplankton functional types remained stable over the pe-
riod 2002–2021, except for prokaryotes, which slightly de-
clined over this period. The study also uncovered, for exam-
ple, an abrupt increase in diatoms during the years 2018 and
2019 in the northern part of the basin. Arneth, A., Arora, V. K., Bates, N. R., Becker, M., Bellouin, N., Bittig, H. C., Bopp, L., Chevallier, F., Chini, L. P., Cronin, M., Evans, W., Falk, S., Feely, R. A., Gasser, T., Gehlen, M., Gkritza- , T., Gloege, L., Grassi, G., Gruber, N., Gürses, Ö., Harris, I., Hefner, M., Houghton, R. A., Hurtt, G. C., Iida, Y., Ilyina, T., Jain, A. K., Jersild, A., Kadono, K., Kato, E., Kennedy, D., Klein
Goldewijk, K., Knauer, J., Korsbakken, J. I., Landschützer, P., Lefèvre, N., Lindsay, K., Liu, J., Liu, Z., Marland, G., Mayot, N., McGrath, M. J., Metzl, N., Monacci, N. M., Munro, D. R., N., McGrath, M. J., Metzl, N., Monacci, N. M., Munro, D. R.,
Nakaoka, S.-I., Niwa, Y., O’Brien, K., Ono, T., Palmer, P. I., Pan, Nakaoka, S.-I., Niwa, Y., O’Brien, K., Ono, T., Palmer, P. I., Pan, N., Pierrot, D., Pocock, K., Poulter, B., Resplandy, L., Robert-
son, E., Rödenbeck, C., Rodriguez, C., Rosan, T. M., Schwinger,
J., Séférian, R., Shutler, J. D., Skjelvan, I., Steinhoff, T., Sun, Q., N., Pierrot, D., Pocock, K., Poulter, B., Resplandy, L., Robert-
son, E., Rödenbeck, C., Rodriguez, C., Rosan, T. M., Schwinger, son, E., Rödenbeck, C., Rodriguez, C., Rosan, T. M., Schwinger,
J., Séférian, R., Shutler, J. D., Skjelvan, I., Steinhoff, T., Sun, Q., J., Séférian, R., Shutler, J. D., Skjelvan, I., Steinhoff, T., Sun, Q., Sutton, A. J., Sweeney, C., Takao, S., Tanhua, T., Tans, P. P., Tian, X., Tian, H., Tilbrook, B., Tsujino, H., Tubiello, F., van der Werf, G. R., Walker, A. P., Wanninkhof, R., Whitehead, C., Willstrand Wranne, A., Wright, R., Yuan, W., Yue, C., Yue, X., Zaehle, S.,
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2022, 2022. Disclaimer. Please note that this article has undergone editorial
review only. IOC: The Global Ocean Observing System 2030 Strategy, IOC,
Paris, IOC Brochure 2019-5, IOC/BRO/2019/5 rev.2, GOOS Re-
port No. 239, 2019. IOC-UNESCO: State of the Ocean Report, pilot edition, Paris, IOC-
UNESCO, IOC Technical Series, 172, 2022. Disclaimer. Please note that this article has undergone editorial
review only. 2
The ocean around the globe The Southern Ocean region is a major player triggering
changes in the global ocean circulation (Lee et al., 2023),
and the OSR7 has addressed inter-basin transports in this re-
gion (see Baker et al. in OSR7 Chap. 2). To allow for reliable
monitoring of changes in the regional circulation in this sen-
sitive area for global climate, the accuracy and feasibility of
the available ocean products must be analyzed. The analy-
sis in this issue of the ocean state report has investigated the
variability of the South Atlantic meridional overturning cir-
culation and the meridional heat transport focusing on the
period from 2013 to 2017, i.e., when direct observations in Extreme events can induce major hazards along coastlines. The OSR7 has investigated extreme events and coastal haz-
ards in the southwestern South Atlantic over the past quar-
ter of a decade, which hosts the most economically impor-
tant harbors in South America, high oil and gas production
demands, and rich biodiversity (see Gramcianinov et al. in
OSR7 Chap. 3). Particularly, Copernicus Marine reanalysis State Planet, 1-osr7, 1, 2023 https://doi.org/10.5194/sp-1-osr7-1-2023 CHAPTER1.1 CHAPTER1.1 K. von Schuckmann et al.: Introduction to the 7th edition of the Copernicus Ocean State Report 5 K. von Schuckmann et al.: Introduction to the 7th edition of the Copernicus Ocean State Report References IPCC: IPCC Special Report on the Ocean and Cryosphere in
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© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License. Chapter 1.2 – 7th edition of the Copernicus Ocean ter 1.2 – 7th edition of the Copernicus Ocean State Report (O Evaluation of operational ocean forecasting systems
from the perspective of the users and the experts Ciliberti1, Enrique Alvarez Fanjul2, Jay Pearlman3, Kirsten Wilmer-Becker4,
Pierre Bahurel2, Fabrice Ardhuin5, Alain Arnaud2, Mike Bell4, Segolene Berthou4, Laurent Bertino6,
Arthur Capet7, Eric Chassignet8, Stefano Ciavatta2, Mauro Cirano9, Emanuela Clementi10,
Gianpiero Cossarini11, Gianpaolo Coro12, Stuart Corney13, Fraser Davidson14, Marie Drevillon2,
Yann Drillet2, Renaud Dussurget2, Ghada El Serafy15, Katja Fennel16, Marcos Garcia Sotillo1,
Patrick Heimbach17,18, Fabrice Hernandez19, Patrick Hogan20, Ibrahim Hoteit21, Sudheer Joseph22,
Simon Josey23, Pierre-Yves Le Traon2, Simone Libralato11, Marco Mancini24, Pascal Matte25,
Angelique Melet2, Yasumasa Miyazawa26, Andrew M. Moore27, Antonio Novellino28, Andrew Porter29,
Heather Regan6, Laia Romero30, Andreas Schiller31,32, John Siddorn33, Joanna Staneva34,
Cecile Thomas-Courcoux2, Marina Tonani2, Jose Maria Garcia-Valdecasas1, Jennifer Veitch35,
Karina von Schuckmann2 Liying Wan36 John Wilkin37 and Romane Zufic2 ernicus Ocean State Report (OSR7) ean State Report (OSR7) 1Nologin Oceanic Weather Systems, Madrid, Spain Mercator Ocean International, Toulouse, France Institute of Electrical and Electronics Engineers, Paris, France 5Laboratoire d’Océanographie Physique et Spatiale (LOPS), IFREMER, Brest, France 6Nansen Environmental and Remote Sensing Center, Bergen, Norway 7Operational Directorate Natural Environment (OD Nature), Royal Belgian Institute of Natural Sciences (RBINS), Brussels, Belgium partment of Earth, Ocean and Atmospheric Science, Center for Ocean–Atmospheric Prediction Ocean and Atmospheric Science, Center for Ocean–Atmospheric Prediction Studies, Florida State University, Tallahassee, FL, USA rtment of Meteorology, Institute of Geosciences, Universidade Federal do Rio de Janeiro, Evaluation of operational ocean forecasting systems
from the perspective of the users and the experts on of the Copernicus Ocean State Report (OSR7) Stefania A. Ciliberti1, Enrique Alvarez Fanjul2, Jay Pearlman3, Kirsten Wilmer-Becker4,
Pierre Bahurel2, Fabrice Ardhuin5, Alain Arnaud2, Mike Bell4, Segolene Berthou4, Laurent Bertino6,
Arthur Capet7, Eric Chassignet8, Stefano Ciavatta2, Mauro Cirano9, Emanuela Clementi10,
Gianpiero Cossarini11, Gianpaolo Coro12, Stuart Corney13, Fraser Davidson14, Marie Drevillon2,
Yann Drillet2, Renaud Dussurget2, Ghada El Serafy15, Katja Fennel16, Marcos Garcia Sotillo1,
Patrick Heimbach17,18, Fabrice Hernandez19, Patrick Hogan20, Ibrahim Hoteit21, Sudheer Joseph22,
Simon Josey23, Pierre-Yves Le Traon2, Simone Libralato11, Marco Mancini24, Pascal Matte25,
Angelique Melet2, Yasumasa Miyazawa26, Andrew M. Moore27, Antonio Novellino28, Andrew Porter29,
Heather Regan6, Laia Romero30, Andreas Schiller31,32, John Siddorn33, Joanna Staneva34,
Cecile Thomas-Courcoux2, Marina Tonani2, Jose Maria Garcia-Valdecasas1, Jennifer Veitch35,
Karina von Schuckmann2, Liying Wan36, John Wilkin37, and Romane Zufic2
1Nologin Oceanic Weather Systems, Madrid, Spain
2Mercator Ocean International, Toulouse, France
3Institute of Electrical and Electronics Engineers, Paris, France
4Met Office, Exeter, United Kingdom
5Laboratoire d’Océanographie Physique et Spatiale (LOPS), IFREMER, Brest, France
6Nansen Environmental and Remote Sensing Center, Bergen, Norway
7Operational Directorate Natural Environment (OD Nature), Royal Belgian Institute
of Natural Sciences (RBINS), Brussels, Belgium
8Department of Earth, Ocean and Atmospheric Science, Center for Ocean–Atmospheric Prediction Studies,
Florida State University, Tallahassee, FL, USA
9Department of Meteorology, Institute of Geosciences, Universidade Federal do Rio de Janeiro,
Rio de Janeiro, Brazil
10Ocean Modeling and Data Assimilation Division, Fondazione Centro Euro-Mediterraneo
sui Cambiamenti Climatici (CMCC), Bologna, Italy
11National Institute of Oceanography and Applied Geophysics – OGS, Trieste, Italy
12Istituto di Scienza e Tecnologie dell’Informazione “Alessandro Faedo”,
Centro Nazionale delle Ricerche (CNR), Pisa, Italy
13Institute for Marine and Antarctic Studies, Oceans and Cryosphere,
University of Tasmania, Hobart, TAS, Australia
14Oceanography Department, Fisheries and Oceans Canada,
North Atlantic Fisheries Center, St. John’s, NL, Canada
15Unit of Marine and Coastal Systems, Deltares, Delft, Netherlands
16Department of Oceanography, Faculty of Science, Dalhousie University, Halifax, NS, Canada
17Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin,
Austin, TX, USA
18Jackson School of Geosciences, The University of Texas at Austin, Austin, TX, USA
19Institut de Recherche Pour le Développement (IRD), Marseille, France
20NOAA, National Centers for Environment Information, Stennis Space Center,
Hancock County, Missisipi, USA
21Physical Sciences and Engineering Division, King Abdullah University of Science and Technology
(KAUST), Thuwal, Saudi Arabia Stefania A. 1
Introduction (https://oceanpredict.org/un-decade-of-ocean-science/
foresea/,
last
access:
21
August
2023),
DITTO
(https://ditto-oceandecade.org/,
last
access:
21
August
2023),
CoastPredict
(https://www.coastpredict.org/,
last
access:
21
August
2023),
Global
Environ-
ment
Monitoring
System
for
the
Ocean
and
Coasts
(GEMS
Ocean
(https://www.unep.org/explore-topics/
oceans-seas/what-we-do/ocean-and-coastal-observations,
last access: 21 August 2023)), Ocean Best Practices
(https://www.oceanbestpractices.org/, last access: 21 August
2023), and others. The Intergovernmental Oceanographic Commission (IOC)
has an Ocean Decade Implementation Plan (UNESCO-
IOC, 2021) that states seven outcomes required for the
ocean we want, with the fourth outcome being “A pre-
dicted ocean where society understands and can respond
to changing ocean conditions.” To facilitate the achieve-
ment of this goal, the IOC has endorsed Mercator Ocean
International to implement the Decade Collaborative Center
(DCC) for OceanPrediction (https://www.mercator-ocean. eu/oceanprediction/, last access: 21 August 2023), which is a
cross-cutting structure that will work to develop global-scale
collaboration between Decade Actions related to ocean pre-
diction. To develop this architecture, the OceanPrediction DCC
has implemented the Ocean Forecasting Co-Design Team
(OFCT), which is composed of 43 international experts on all
of the different aspects of the ocean forecasting value chain. The first task of this group is to analyze the present status of
ocean forecasting at a global level, in order to properly iden-
tify the existing gaps before moving into the design phase. To have a predicted ocean, the OceanPrediction DCC
understands that is critical to co-design ocean forecasting
architecture that will permit different services to deliver as
one and that could take advantage of the concept of digital
twinning (European Union, 2022). This architecture will
be designed to overcome the present-day limitations of our
systems in terms of interoperability and tools sharing. This
will translate into a new scenario for ocean forecasting,
where more robust systems will be easier to implement
thanks to a common set of agreed tools, standards, and
best practices. This new architecture will serve as inspi-
ration for the development targets of the different decadal
actions related to ocean forecasting, such as ForeSea One of the first steps in this process has been to explore
the degree of satisfaction of both users and experts with re-
spect to the existing ocean forecasting systems. This has been
done by launching a series of surveys among the members of
the OFCT and another one among the users of the forecast-
ing services. This paper describes the findings derived from
the analysis of these surveys. Published: 27 September 2023 Published: 27 September 2023 S. A. Ciliberti et al.: Evaluation of operational ocean forecasting systems S. A. Ciliberti et al.: Evaluation of operational ocean forecasting s
22Indian National Centre for Ocean Information Services (INCOIS), Pragathi Nagar,
Nizampet, Hyderabad, Telangana 500090, India
23Marine Systems Modelling, National Oceanography Center, Southampton, UK
24Advanced Scientific Computing Division, Fondazione Centro Euro-Mediterraneo sui Cambiamenti Climatici
(CMCC), Lecce, Italy
25Meteorological Research Division, Environment and Climate Change Canada, Québec, QC, Canada
26Application Laboratory, Japan Agency for Marine–Earth Science and Technology,
Yokohama, Kanagawa, Japan
27Physical & Biological Sciences Division, Ocean Sciences Department Institute of Marine Sciences,
Institute of Marine Sciences, University of California Santa Cruz, Santa Cruz, California, USA
28ETT – People and Technology, Genoa, Italy
29Science and Technology Facilities Council, Daresbury Laboratory, Hartree Centre, Daresbury, UK
30Lobelia Earth, Barcelona, Spain
31CSIRO Environment, Castray Esplanade, Hobart, Tasmania, Australia
32Institute for Marine and Antarctic Studies, University of Tasmania, Hobart, Australia
33Data, Science and Technology, National Oceanography Centre, Southampton, UK
34Institute for Coastal Systems, Helmholtz Centre Hereon Geesthacht, Geesthacht, Germany
35Egagasini Node, South African Environmental Observation Network (SAEON), Cape Town, South Africa
36National Marine Environmental Forecasting Center Beijing, China
37Department of Marine and Coastal Sciences, Rutgers, The State University of New Jersey,
New Brunswick, NJ, USA
Correspondence: Enrique Alvarez Fanjul (ealvarez@mercator-ocean.fr)
P bli h d 27 S
t
b
2023 22Indian National Centre for Ocean Information Services (INCOIS), Pragathi Nagar,
Nizampet Hyderabad Telangana 500090 India 23Marine Systems Modelling, National Oceanography Center, Southa 23Marine Systems Modelling, National Oceanography Center, Southampton, UK Rio de Janeiro, Brazil odeling and Data Assimilation Division, Fondazione Centro Euro-Mediterraneo g p y
pp
p y
y
12Istituto di Scienza e Tecnologie dell’Informazione “Alessandro Faedo”, Centro Nazionale delle Ricerche (CNR), Pisa, Italy 13Institute for Marine and Antarctic Studies, Oceans and Cryosphere, University of Tasmania, Hobart, TAS, Australia 14Oceanography Department, Fisheries and Oceans Canada, North Atlantic Fisheries Center, St. John’s, NL, Canada 15Unit of Marine and Coastal Systems, Deltares, Delft, Netherlands 16Department of Oceanography, Faculty of Science, Dalhousie University, Halifax, NS, Canada
7 7Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin,
Austin, TX, USA ,
,
18Jackson School of Geosciences, The University of Texas at Austin, Austin, TX, USA 19Institut de Recherche Pour le Développement (IRD), Marseille, France Pour le Développement (IRD), Marseille, France 20NOAA, National Centers for Environment Information, Stennis Space Center, Hancock County, Missisipi, USA sical Sciences and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia Published by Copernicus Publications. CHAPTER1.2 CHAPTER1.2 2 State Planet, 1-osr7, 2, 2023 (CMCC), Lecce, Italy 25Meteorological Research Division, Environment and Climate Change Canada, Québec, QC, Canada
26Application Laboratory, Japan Agency for Marine–Earth Science and Technology, 25Meteorological Research Division, Environment and Climate Change Canada, Québec, QC, Canada
26Application Laboratory, Japan Agency for Marine–Earth Science and Technology,
Yokohama Kanagawa Japan Yokohama, Kanagawa, Japan g
p
27Physical & Biological Sciences Division, Ocean Sciences Department Institute of Marine Sciences,
Institute of Marine Sciences, University of California Santa Cruz, Santa Cruz, California, USA
28ETT
P
l
d T
h
l
G
It l 27Physical & Biological Sciences Division, Ocean Sciences Department Institute of Marine Sciences,
Institute of Marine Sciences, University of California Santa Cruz, Santa Cruz, California, USA
28 29Science and Technology Facilities Council, Daresbury Laboratory, Hartree Centre, Daresbury, UK
30Lobelia Earth, Barcelona, Spain 29Science and Technology Facilities Council, Daresbury Laboratory, Hartree Centre, Daresbury, UK
30Lobelia Earth, Barcelona, Spain 31CSIRO Environment, Castray Esplanade, Hobart, Tasmania, Australia
32Institute for Marine and Antarctic Studies, University of Tasmania, Hobart, Australia
33Data, Science and Technology, National Oceanography Centre, Southampton, UK
34Institute for Coastal Systems, Helmholtz Centre Hereon Geesthacht, Geesthacht, Germany
35Egagasini Node, South African Environmental Observation Network (SAEON), Cape Town, South Africa
36National Marine Environmental Forecasting Center Beijing, China
37Department of Marine and Coastal Sciences, Rutgers, The State University of New Jersey,
New Brunswick, NJ, USA Correspondence: Enrique Alvarez Fanjul (ealvarez@mercator-ocean.fr) Correspondence: Enrique Alvarez Fanjul (ealvarez@mercator-ocean.fr) 3.1
Experts survey: analysis of the results All of the 43 OFCT experts have been invited to complete
the diagnosis poll. An analysis of the provided rating values
per EOV is given in Fig. 1. All of the 43 OFCT experts have been invited to complete
the diagnosis poll. An analysis of the provided rating values
per EOV is given in Fig. 1. The diagnosis poll focuses on addressing the evaluation
of a nowcast and a short-/middle-term forecast (up to 10 d)
to solve a proposed list of EOVs such as currents, sea level,
or groups of EOVs that are generically related to ice, waves,
biochemistry, and biological variables. The question to be an-
swered was as follows: “Qualify, based on your knowledge
and experience, from 1 (not satisfied) to 10 (extremely sat-
isfied), our ability to provide a solution at each spatial scale
(global, regional and coastal).” The evaluation is driven by
four main OOFS properties, namely existence, quality, ac-
cessibility, and timeliness, that are defined as follows: exis-
tence refers to the availability of sufficient OOFS at the re-
quired scale; quality certifies that delivered product/service
consistently functions well and provides useful results; ac-
cessibility, as defined by Information Technology Infrastruc-
ture Library (ITIL, 2023), is considered to be the process of
granting the right to use a service; and timeliness refers to the
expected time needed to access a product/service. Timeliness
can be measured as the time between when information is ex-
pected and when it is readily available for use. For analyses, based on the scale of 1–10, the ratings were
grouped into very satisfied (8–10), satisfied (6 to 8), moder-
ately satisfied (4 to 6), unsatisfied (2–4), and very unsatisfied
(0–2). The analysis reveals that experts are satisfied about the
performances of blue and white ocean variables at global and
regional scales (rates from 6.5 to 8, except for quality, with
respect to currents and ice, which has a mean rating of 5.3). For the same variable, at coastal scale the degree of satisfac-
tion is only moderate, with mean rates spanning from about
4.5 to 5.7. Wave forecasting is particularly well located on
the rating scale, as mean rates above 7.0 are given for all
OOFS properties, with maximum value of 7.9 for timeliness
at global scale. When considering the coastal scale, the rates
are above 6.0. Considering green ocean variables, the values in Fig. S. A. Ciliberti et al.: Evaluation of operational ocean forecasting systems 3 specific list of EOVs (e.g., currents, sea level, temperature,
salinity, waves, ice variables, and biochemical and biological
variables) analyzed according to specific OOFS properties
(e.g., quality, reliability, timeliness, accessibility, and usabil-
ity). 2
Methodology This work is based on the analysis of a series of surveys. Polls have been designed to champion specific categories –
namely, experts and end-users – in order to provide a score
for each type of application (e.g., from ports, coastal en-
gineering and disaster risk reduction to ecosystem health)
and for each type of Essential Ocean Variable (EOV) used
(The Expert Team on Operational Ocean Forecasting Sys-
tem, 2022; e.g., a reference list of the key EOVs per ocean
universe in blue, green, and white has been provided), focus-
ing on some specific Operational Ocean Forecasting Systems
(OOFS) which have properties that are related to their avail-
ability and quality (including the timeliness, reliability, and
accessibility). Note that the questions on the polls for users and experts
are not the same. For example, we consider that the differen-
tiation between OOFS spatial scales does not make sense to
the users. The methodology employed, based on polls, does
not pretend to be mathematically precise, but it is providing
significant results on the perception on the status of OOFS,
both from the perspective of users and developers, making it
therefore a valuable reference for the identification of gaps
that will be carried out by the OFCT during a second step. A first set of two surveys (named diagnosis and appli-
cations) has been designed for the experts participating in
the OFCT, with the main purpose being obtaining a highly
skilled subjective view on the availability and quality of to-
day’s OOFS at different spatial scales, ranging from global
to coastal. 1
Introduction Section 2 introduces the sur-
veys, while Sect. 3 presents the results. Section 4 establishes
a discussion and identifies some conclusions as part of the
outlook for future exploitation. https://doi.org/10.5194/sp-1-osr7-2-2023 CHAPTER1.2 https://doi.org/10.5194/sp-1-osr7-2-2023 3.2
End-user survey: analysis of the results A total of 164 responses were received from end-users work-
ing on all continents and have been evaluated; 70 % of them
belong to public institutions, while 25.6 % are from private
companies. These percentages are close to the ones corre-
sponding to end-users downloading data from the Coperni-
cus Marine Data Store (Le Traon et al., 2019). Figure 3 gives
a comprehensive overview of end-user feedback by showing
the absolute number of detected uses of EOVs in the differ-
ent applications. Currents and sea level variables are the most
demanded variables for applications related to coastal man-
agement and disaster risk reduction (entries higher than 10
for each considered application), and temperature has ma-
jor impact on applications that refer to fisheries, aquaculture,
ecological and biological uses (entries at around 10 for each
application and up to 15 for the fisheries one), together with
biochemical and biological variables (entries lower than 10). Almost all of the proposed applications gain direct benefits
from the waves products. Lower entries are found for ice
variables, mainly supporting navigation applications, and for
salinity. Maybe the most unexpected and surprising result of this exer-
cise is the large difference existing in the perception between
users and experts. While users are always quite satisfied with
the systems, experts are generally more critical, especially
regarding those services related to the green ocean. These
different perceptions are probably due to several factors. Ex-
perts are considering the quality by validating with observa-
tions, a process that can be more severe than the users’ per-
ception, which is based on application experience. On top of
that, and probably more importantly, an approximate indica-
tion of the value of an EOV could be more than sufficient to
allow the satisfactory practical use of a system. For example,
a port pilot could be satisfied by knowing if wave heights
will or will not be over a given threshold, but they are not af-
fected if the waves have one value or another over that thresh-
old because operations will be canceled independent of how
much the variable is exceeding the threshold. S. A. Ciliberti et al.: Evaluation of operational ocean forecasting systems S. A. Ciliberti et al.: Evaluation of operational ocean forecasting systems 4 Figure 1. The experts’ average rates (in blue) and standard deviations (in black) per OOFS property (E is for existence, Q is for quality,
Ac is for accessibility, and T is for timeliness), considering a proposed list of EOVs (e.g., currents, sea level, ice, waves, biochemistry, and
biology) at a given scale (e.g., global, regional, and coastal). The color scale corresponds to mean values. Figure 1. The experts’ average rates (in blue) and standard deviations (in black) per OOFS property (E is for existence, Q is for quality,
Ac is for accessibility, and T is for timeliness), considering a proposed list of EOVs (e.g., currents, sea level, ice, waves, biochemistry, and
biology) at a given scale (e.g., global, regional, and coastal). The color scale corresponds to mean values. Figure 1. The experts’ average rates (in blue) and standard deviations (in black) per OOFS property (E is for existence, Q is for quality,
Ac is for accessibility, and T is for timeliness), considering a proposed list of EOVs (e.g., currents, sea level, ice, waves, biochemistry, and
biology) at a given scale (e.g., global, regional, and coastal). The color scale corresponds to mean values. ing an average score between 7.5 and 8. Waves variables are
also well positioned, with an average score above 7.5. Look-
ing at all quality values, mean scores span from 6.5 to 7,
with standard deviations lower than 2.0. This analysis con-
firms that more than 90 % of the end-users are satisfied with
today’s OOFS products. tion and proximity to the coast. There is quite a consensus
as green ocean variables are considered to be very important
for applications like fisheries, aquaculture, and water quality
(Fig. 2b–c). It is in fact quite striking that at a coastal scale
almost all EOVs or families of EOVs are used for almost
the vast majority of applications, demonstrating the relevance
and the need for high-resolution ocean forecasting services. State Planet, 1-osr7, 2, 2023 3.1
Experts survey: analysis of the results 1 are
clearly lower (from slightly satisfied to not satisfied at all),
indicating a poor level of appreciation for biogeochemical
solutions and a very poor one for systems dealing with bio-
logical forecasts (quality values around 2.6). The analyzed results reveal also that standard deviation
from the mean is particularly higher if the EOVs are eval-
uated per each OOFS type at the coastal scale (values higher
than 2.0), reflecting that the experts provided a wide range of
ratings with respect to the OOFS capabilities. The only ex-
ception is given by waves, whose quality has been positively
evaluated (mean rates about 7.0 with a standard deviation of
1.1). The applications poll complements the diagnosis one by
gathering the experts’ indications on which EOV is useful
for serving a specific proposed list of applications that spans
from coastal management, ports, energy, navigation, and ma-
rine and ecosystem health to disaster risk reduction and aqua-
culture. A third poll has been designed for end-users of ocean fore-
casting services. The objective is to explore the satisfaction
level perception with respect to what today’s OOFS offer. The survey has been disseminated through several channels,
including the OceanPrediction DCC community, Ocean Pre-
dict (https://oceanpredict.org/, last access: 25 August 2023),
Global Ocean Observing System (GOOS), and others. As
with the diagnosis poll, the end-users’ survey focuses on a The applications poll results are summarized in Fig. 2,
which shows the aggregation of the answers given by ex-
perts from a global to coastal scale, mapping the need for
specific EOVs to serve a target application. From a qualita-
tive point of view, the panels show that a wide range of EOVs
are requested and that the demand increases with the resolu- https://doi.org/10.5194/sp-1-osr7-2-2023 State Planet, 1-osr7, 2, 2023 State Planet, 1-osr7, 2, 2023 State Planet, 1-osr7, 2, 2023 CHAPTER1.2 CHAPTER1.2 S. A. Ciliberti et al.: Evaluation of operational ocean forecasting systems 5 Figure 2. Schematic overview of survey outcomes related to the needs of different EOVs (x axis) for each application area (y axis) at (a)
global, (b) regional, and (c) coastal scales. Figure 2. Schematic overview of survey outcomes related to the needs of different EOVs (x axis) for each application area (y axis) at (a)
global, (b) regional, and (c) coastal scales. Figure 3. Histogram of the survey outcomes related to end-users’ answers, considering different EOVs (colors) being employed at each
application area (x axis). Figure 3. Histogram of the survey outcomes related to end-users’ answers, considering different EOVs (colors) being employed at each
application area (x axis). rvey outcomes related to end-users’ answers, considering different EOVs (colors) being employed at each ative maturity of the operational chains and the need to im-
prove in all the aspects related to the prediction engines, in-
cluding the acquisition of new data to be assimilated. due to several factors that can be present on some occasions,
such as the lack of an appropriate resolution, poor atmo-
spheric forcing at that scale, the lack of river data, and the
complexity and importance of the nonlinear effect and inter-
actions between EOVs near the coast. Take, for example, a
sea level that has a striking low mean quality value of only
5.7 at the coast. The degradation could be due to lack of cou-
pling with waves near the coast or to poor bathymetry. The
importance of this skill’s degradation is reinforced with the
analysis of the results from the applications survey, which
demonstrates that it is precisely near the coast where ocean
forecasting EOVs are more widely used. Nevertheless, there are some aspects that would require
further investigation. It is striking that, when not satisfied,
the experts tend to evaluate all aspects of the system in a
negative way at the same time. There is no evident reason
why biogeochemical or biological models behave so poorly
in technical aspects such as timeliness. Maybe the difficulty
in obtaining good, accurate solutions is biasing the criteria
of the experts when evaluating these on more purely techni-
cal aspects. This fact will be further investigated in the fu-
ture. Another potentially biased result is the qualification on
the existence of systems. 3.2
End-user survey: analysis of the results On top of that,
the experts know where to look to find the problems in the
systems, and they do so by scrutinizing all variables, oceano-
graphic situations, and geographical regions of the domain of
the system, while the end-users commonly have a perspec-
tive limited into one particular aspect of the service. When
the range of processes and results under scrutiny is larger, it
is to be expected that more mishaps can be found. As done with the expert survey, a map providing an eval-
uation of OOFS properties with respect to a subset of EOV
is shown in Fig. 4, which displays the mean values and the
associated standard deviation. It shows a general and positive
level of perception of the overall OOFS capacity for provid-
ing products – as demonstrated by mean rates that are gener-
ally above 7 for timeliness, accessibility, and usability. Fig-
ure 4 reveals that, in contrast with the experts’ opinion, bio-
geochemical and biological variables are well appreciated,
with score values ranging from 6 to 8. It is interesting to note
that the temperature score is around 6.5, despite currents hav- To the trained eye, the evaluation of the experts is not sur-
prising. It clearly shows that wave and sea level forecasting
systems are quite mature and that more effort must be made
with respect to the green ocean, probably at all points of the
value chain, from observations to downstream services. Also,
the progressive degradation of the system’s performance as
we come closer to the coast is obvious. This is most likely https://doi.org/10.5194/sp-1-osr7-2-2023 CHAPTER1.2 S. A. Ciliberti et al.: Evaluation of operational ocean forecasting systems https://doi.org/10.5194/sp-1-osr7-2-2023 References Figure 4. Mean values (in blue) and standard deviations (in black)
of the end-users’ evaluation of the Operational Ocean Forecasting
Services (OOFS; e.g., quality, reliability, timeliness, accessibility,
and usability), when considering a proposed list of EOVs (e.g.,
biogeochemical and biological variables, currents, ice, salinity, sea
level, temperature, and waves). The color scale corresponds to the
mean values. See the text for more details on the scoring. European Union: European Commission, Directorate – General for
Research and Innovation, The digital twin ocean: an interactive
replica of the ocean for better decision-making, Publications Of-
fice of the European Union, 2022, https://data.europa.eu/doi/10. 2777/343496 (last access: 21 August 2023), 2022. ITIL (The Information Technology Infrastructure Library): The
Information Technology Infrastructure Library (ITIL), https://
www.itlibrary.org/, last access 7 July 2023. Le Traon, P. Y., Reppucci, A., Alvarez-Fanjul, E., Aouf, L.,
Behrens, A., Belmonte, M., Bentamy, A., Bertino, L., Brando,
V. E., Brandt Kreiner, M., Benkiran, M., Carval, T., Ciliberti, S. A., Claustre, H., Clementi, E., Coppini, G., Cossarini, G., De Al-
fonso Alonso-Muñoyerro, M., Delamarche, A., Dibarboure, G.,
Dinessen, F., Drevillon, M., Drillet, Y., Faugere, Y., Fernandez,
V., Fleming, A., Garcia-Hermosa, M. I., Garcia Sotillo, M., Gar-
ric, G., Gasparin, F., Giordan, C., Gehlen, M. Gregoire, M. L.,
Guinehut, S., Hamon, M., Harris, C., Hernandez, F., Hinkler,
J. B., Hoyer, J., Karvonens, J., Kay, S., King, R., Lavergne, T.,
Lemiuex-Dudon, B., Lima, L., Mao, C., Martin, M. J., Masina,
S., Melet, A., Nardelli, B. B., Nolan, G., Pascual, A., Pistoia, J.,
Palazov, A., Piolle, J. F., Pujol, M. I., Pequignet, A. C., Peneva,
E., Perez Gomez, B., Peiti de la Velleon, L., Pinardi, N., Pisano,
A., Pouliquen, S., Reid, R., Remy, E., Santoleri, R., Siddorn,
J., She, J., Staneva, J., Stoffelen, A., Tonani, M., Vandenbul-
cke, L., von Schuckmann, K., Volpe, G., Wettre, C., and Zachar-
ioudaki, A.: From Observation to Information and Users: The
Copernicus Marine Service Perspective, Front. Mar. Sci., 6, 234,
https://doi.org/10.3389/fmars.2019.00234, 2019. areas where they are developing or using systems, including
at least the system(s) that they deal with. This situation can
be different in another regions, unbeknownst to the partici-
pants. OceanPrediction DCC is developing a global map of
existing OOFS that will illuminate this question. Disclaimer. Please note that this article has undergone editorial
review only. Publisher’s note: Copernicus Publications remains neutral with
regard to jurisdictional claims in published maps and institutional
affiliations. S. A. Ciliberti et al.: Evaluation of operational ocean forecasting systems Both users and experts are replying
based on their experience and, obviously, the geographical It is also not surprising that in most cases, the lowest value
for the experts is associated with quality and not with exis-
tence, timeliness, or accessibility. This demonstrates the rel- https://doi.org/10.5194/sp-1-osr7-2-2023 State Planet, 1-osr7, 2, 2023 CHAPTER1.2 CHAPTER1.2 S. A. Ciliberti et al.: Evaluation of operational ocean forecasting systems S. A. Ciliberti et al.: Evaluation of operational ocean forecasting systems S. A. Ciliberti et al.: Evaluation of operational ocean forecasting systems 6 Figure 4. Mean values (in blue) and standard deviations (in black)
of the end-users’ evaluation of the Operational Ocean Forecasting
Services (OOFS; e.g., quality, reliability, timeliness, accessibility,
and usability), when considering a proposed list of EOVs (e.g.,
biogeochemical and biological variables, currents, ice, salinity, sea
level, temperature, and waves). The color scale corresponds to the
mean values. See the text for more details on the scoring. visualization of the main results. The original draft of this work was
prepared by EAF and SAC; then JP and KWB reviewed it. All co-
authors kindly participated in the surveys. Competing interests. At least one of the (co-)authors is a mem-
ber of the editorial board of State of the Planet. The peer-review
process was guided by an independent editor, and the authors also
have no other competing interests to declare. Disclaimer. Please note that this article has undergone editorial
review only. Comparing global trends in marine cold spells and
marine heatwaves using reprocessed satellite data ition of the Copernicus Ocean State Report (OSR7) Robert Peal, Mark Worsfold, and Simon Good
Met Office, FitzRoy Road, Exeter, Devon, EX1 3PB, UK
Correspondence: Mark Worsfold (mark.worsfold@metoffice.gov.uk)
Received: 28 July 2022 – Discussion started: 10 October 2022
Revised: 25 January 2023 – Accepted: 27 January 2023 – Published: 27 September 2023 Received: 28 July 2022 – Discussion started: 10 October 2022
Revised: 25 January 2023 – Accepted: 27 January 2023 – Published: 27 September 2023 rnicus Ocean State Report (OSR7) Abstract. Climate change is causing extreme climate events to become more frequent and more severe. Marine
heatwaves (MHWs) and marine cold spells (MCSs) are prolonged, discrete periods of anomalously high or low
ocean temperatures with wide-ranging impacts from dramatic shifts in biodiversity to changes in fishery yields. Previous research has found that MHWs are increasing in frequency and intensity, but MCSs remain less well
understood. an State Report (OSR7) We used sea surface temperature (SST) data to compare the global observed MCS and MHW intensities
and trends in their frequency over the period 1982–2021. These events were also assigned a category from I
(moderate) to IV (extreme). Our findings show that in large areas of the ocean it can be said with 99 % confidence
that MCSs have become less frequent and MHWs have become more frequent. In those regions, the occurrence
of MCSs has typically reduced by one event every 5 years, while there is one extra MHW every 5 to 10 years. However, parts of the Southern Ocean go against these trends with MHWs becoming slightly less frequent and
MCSs becoming more frequent. The trend of increasing numbers of MHWs and decreasing numbers of MCSs is mostly due to increases (and
decreases) in category I and II events. Category III and IV MHWs are less common than the milder events,
and a trend analysis demonstrated that across most of the ocean they are occurring at a slightly increased rate. However, the spatial extent of the ocean affected by these events is increasing at a faster rate. The occurrences of
category III and IV MCSs are infrequent, and a trend analysis also found that their rates of occurrence, as well
as the spatial extent of the ocean affected, remain near constant. Comparing global trends in marine cold spells and
marine heatwaves using reprocessed satellite data Many of our results are in agreement with previous studies; what is significant about this study is the fact
that it uses a different, higher-resolution input SST dataset. The similarity of the results between the different
research efforts strengthens the argument that these events are not just a feature of their input dataset. References In summary, during the last 3 decades, the evolution and
improvement of ocean forecasting services has been dra-
matic, and this exercise has proven that the existing systems
are useful and accurate in the opinion of the users. Neverthe-
less, the experts have clearly stated that further improvements
are required, mainly when approaching the coast and for the
systems dealing with the green ocean. The Ocean Decade
Implementation Plan is giving us a framework to further de-
velop the systems, and this is the objective of OceanPredic-
tion DCC and its associated decadal actions, such as ForeSea,
Ocean Best Practices, DITTO, CoastPredict, GEMS Ocean,
and others. To measure the success of these initiatives, it
could be interesting to repeat this exercise by the end of the
decade. Lemiuex-Dudon, B., Lima, L., Mao, C., Martin, M. J., Masina, , Melet, A., Nardelli, B. B., Nolan, G., Pascual, A., Pistoia, J., lazov, A., Piolle, J. F., Pujol, M. I., Pequignet, A. C., Peneva, J., She, J., Staneva, J., Stoffelen, A., Tonani, M., Vandenbul-
cke, L., von Schuckmann, K., Volpe, G., Wettre, C., and Zachar-
ioudaki, A.: From Observation to Information and Users: The
Copernicus Marine Service Perspective, Front. Mar. Sci., 6, 234,
https://doi.org/10.3389/fmars.2019.00234, 2019. The
Expert
Team
on
Operational
Ocean
Forecasting
Sys-
tems: Implementing Operational Ocean Monitoring and Fore-
casting Systems. Editors: Enrique Alvarez Fanjul, Stefa-
nia
Ciliberti,
Pierre
Bahurel,
IOC-UNESCO,
GOOS-275,
https://doi.org/10.48670/ETOOFS, 2022. Code and data availability. The authors will make the software
code and data available upon request to the corresponding author. UNESCO-IOC: The United Nations Decade of Ocean Science
for Sustainable Development (2021–2030) Implementation plan
– Summary, Paris, UNESCO (IOC Ocean Decade Series,
19), https://unesdoc.unesco.org/ark:/48223/pf0000376780 (last
access: 21 August 2023), 2021. Author contributions. SAC and EAF developed the methodol-
ogy and led the investigation. EAF supervised the work, which was
conceptualized with PB. SAC curated the data and worked on the https://doi.org/10.5194/sp-1-osr7-2-2023 State Planet, 1-osr7, 2, 2023 State Planet, 1-osr7, 2, 2023 https://doi.org/10.5194/sp-1-osr7-2-2023 CHAPTER1.2 Chapter 2.1 – 7th edition of the Copernicus Ocean State Report (OSR7) State Planet, 1-osr7, 3, 2023
https://doi.org/10.5194/sp-1-osr7-3-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License. Chapter 2.1 – 7th edition of the Copernicus Ocean ter 2.1 – 7th edition of the Copernicus Ocean State Report (O Published by Copernicus Publications. R. Peal et al.: Comparing global trends in marine cold spells and marine heatwaves 2 Table 1. Data used for report. Table 1. Data used for report. Product ref. no. Product ID and type
Data access
Documentation
1
SST_GLO_SST_L4_REP_OBSERVATIONS_
010_011; satellite observations
EU Copernicus
Marine Service
Product (2022)
Quality Information
Document (QUID):
Worsfold et al. (2022a)
Product User Manual
(PUM): Worsfold et al. (2022b) SST, which can be defined as the temperature from which
the growth and decay of the diurnal heating develops each
day (GHRSST, 2022). search into MCSs has focussed on certain regions including
investigating drivers of shallow-water events in some coastal
regions (Schlegel et al., 2017) and effects of MCSs on fish-
eries in the North Sea (Wakelin et al., 2021). OSTIA uses the NEMOVAR variational data assimilation
scheme (Mogensen et al., 2009) to combine satellite and in
situ data with a background field that is based on the previ-
ous day’s analysis (Good et al., 2020). In areas of the ocean
where there are no observations, if the sea ice concentra-
tion is greater than 50 %, the SSTs will eventually relax to
−1.8 ◦C and elsewhere to a 1985–2007 climatology. The field of MHW and MCS research moves rapidly, but
two research papers in particular are very relevant to this
investigation. Both papers used the Optimum Interpolation
Sea Surface Temperature (OISST) climate dataset produced
by the National Oceanic and Atmospheric Administration
(NOAA) and the same detection method (Sect. 2) over the
period 1982–2020. As a result of RAM memory overflow issues encountered
by the R programming language (unfortunately a fundamen-
tal limitation of this language) when processing the full-
resolution data, the OSTIA dataset was linearly regridded to
0.25◦resolution for the purpose of this investigation. Schlegel et al. (2021) provided a comprehensive review of
previous studies into MCSs and the possible causes of MCSs,
which were found to be often driven by anomalous winds, al-
though other drivers were also identified. The trends in MCSs
were also investigated for different MCS categories. Wang et
al. (2022) calculated and compared the trends in MHWs and
MCSs but did not delve into event categories. 2.2
Definition and detection of marine heatwaves and
marine cold spells This investigation has some parallels with the first two,
but it is the first to use the higher-resolution Operational Sea
Surface Temperature and Ice Analysis (OSTIA) climate SST
dataset (Table 1) produced for the Copernicus Marine En-
vironment Monitoring Service (CMEMS), and it can there-
fore provide an independent assessment of the occurrence of
MHWs and MCSs. Fundamentally an MHW is detected whenever the SSTs ex-
ceed a threshold value, but this threshold has a variety of
interpretations depending on the investigation requirements. One of the simpler definitions is to use a chosen percentile
(usually 99th) as a threshold SST value calculated from a
chosen climatology period (Darmaraki et al., 2019; Frölicher
et al., 2018; Laufkötter et al., 2020). For this study we are us-
ing the Hobday definition of a heatwave (Hobday et al., 2016,
2018; Schlegel et al., 2021; Wang et al., 2022), which has
gained wide acceptance in the MHW–MCS research com-
munity. To detect an MCS, consider that each pixel of the
dataset has the following mathematical elements: 2
Methods 2.1
Input SST dataset used 2.1
Input SST dataset used 1
Introduction ing events (NOAA, 2015). They also have a range of socio-
economic impacts (Smith et al., 2021) such as altering fishery
yields (Mills et al., 2013; Smale et al., 2019; Cheung et al.,
2021). Marine cold spells (MCSs), which are defined equiv-
alently to MHWs as a “discrete, prolonged anomalously cold
water event at a particular location” (Schlegel et al., 2021),
remain less well understood, but a growing body of research
suggests that low-SST (sea surface temperature) events can
also have significant impacts on ecology including coral reef
destruction (Lirman et al., 2011) and have links to extreme
climate events on land (Duchez et al., 2016). Previous re- There is now overwhelming evidence that climate change
will increase the frequency and intensity of extreme climate
events such as marine heatwaves (MHWs) (IPCC, 2021;
Frölicher et al., 2018; Oliver, 2019), which are defined as
“prolonged discrete anomalously warm water events” (Hob-
day et al., 2016) and have attracted a growing amount of
interest in recent years. These events often have dramatic
and sometimes devastating impacts on local ecology includ-
ing shifting local biodiversity (Wernberg et al., 2013, 2016;
Frölicher and Laufkötter, 2018) and triggering coral bleach- Published by Copernicus Publications. CHAPTER2.1 CHAPTER2.1 2.1
Input SST dataset used Most previous MHW–MCS investigations have used the
0.25◦resolution NOAA OISST climate SST (version 2.1)
dataset (for example Schlegel et al., 2021, and Wang et al.,
2022), which represents the SST at 0.5 m depth (Huang et al.,
2020). This is often called a SST depth product, which will
increase during the day due to solar heating and cool at night
(termed a diurnal cycle). A. a time series of SST values (thin black line in Fig. 1a
and b) A. a time series of SST values (thin black line in Fig. 1a
and b) B. the daily climatology using the period January 1982–
December 2011 as the baseline (smooth, thicker black
line in Fig. 1a and b) This investigation used the 0.05◦resolution CMEMS OS-
TIA climate dataset for the period 1982–2021 (Table 1). OSTIA is formed from nighttime SSTs, and daytime SSTs
whenever windy conditions mean that it can be assumed that
the diurnal cycle is not affecting the daytime temperature
(Good et al., 2020). Therefore, it represents the foundation C. the 10th percentile of the climatology data B, taken
from an 11 d rolling window centred on each day (solid
green line in Fig. 1a and b), which is the threshold used
to determine if there is an MCS https://doi.org/10.5194/sp-1-osr7-3-2023 State Planet, 1-osr7, 3, 2023 State Planet, 1-osr7, 3, 2023 R. Peal et al.: Comparing global trends in marine cold spells and marine heatwaves 1a shows that the anomalous SST in the region may
be classified as a category IV MCS with a duration of around
100 d peaking in early November. – Duration is the number of consecutive days where the
SST exceeded the 90th percentile value for MHWs or
was below the 10th percentile value for MCSs. Extreme low-SST events have also been linked to signifi-
cant global weather events, which is illustrated by the second
case study (Fig. 1b). Duchez et al. (2016) showed that the
2015 European summer continental heatwave, 1 of the top 10
hottest in the last 65 years, as well as several other severe Eu-
ropean summer heatwaves, were preceded by anomalously
cold SSTs in the North Atlantic, but establishing causality (if
any) is the subject of further research. – Maximum intensity is the maximum difference between
the SST and the climatology value during the event
(MHWs have positive intensity, and MCSs have nega-
tive intensity). – Category describes the severity of an event by assigning
a category to the maximum intensity value relative to
the local climatology. The inset in Fig. 1b shows that a category III MCS pre-
vailed over much of the region in 2015, with some areas clas-
sified as a category IV. Further time series analysis of a pixel
within a category IV region shows an MCS with a duration
of around 69 d peaking in late March. All these MHW and MCS characteristics are calculated for
each individual grid cell separately; the neighbouring cells
are not considered. In these examples, the Hobday category framework has
been used to describe the severity of marine SST anomalies
that have been linked with significant environmental and eco-
logical events. Use of this framework may help researchers to
better communicate the severity of both low- and high-SST
anomalies with public and local officials, allowing the area
to prepare for the effects of marine temperature extremes. The MHWs and MCSs and their characteristics were cal-
culated from the SST dataset using the heatwaveR package
(Schlegel and Smit, 2018; Hobday et al., 2016). An important
consideration is that areas with persistently high SSTs do not
necessarily suffer as many heatwaves. While this may seem
counter-intuitive at first, consider that MHWs are defined rel-
ative to the climatology. R. Peal et al.: Comparing global trends in marine cold spells and marine heatwaves can help describe the severity of MCSs, two case studies of
known cold-water events were selected and investigated. D. the difference between the 10th percentile C and the cli-
matology B. D. the difference between the 10th percentile C and the cli-
matology B. The first case study illustrates the effect of MCSs on ma-
rine ecosystems (Fig. 1a). An investigation by Abram et
al. (2003) linked the coral reef death off Sumatra in October
1997 to the combination of Indonesian wildfires exacerbated
by El Niño and anomalously low SST caused by the Indian
Ocean Dipole (IOD) which caused increased upwelling of
cold, nutrient-rich water in the region. Such upwelling events
are associated with increased biological activity, which can
lead to large algal blooms (often called “red tides”) (Genin
et al., 1995). These events can limit oxygen supplies to coral
reefs but usually pose only a minor threat as the biological
activity is usually iron limited (Johnson et al., 2001). How-
ever, in October 1997 the ash cloud from the Indonesian for-
est fires dumped large quantities of iron on the ocean, causing
one of the largest red tides the region had ever seen, leading
to mass asphyxiation of the coral (Abram et al., 2003). A pixel is considered to have an MCS wherever the SST
value A is below the 10th percentile threshold value C for at
least 5 d. If there is a gap of less than 2 d between an MCS,
they are considered to be one event. Furthermore, the difference value D then allows this MCS
to then be categorized. A heatwave is considered category I
(moderate) when the SST value A is less than the sum of the
climatology value B and the difference value D (i.e. where
A< = B + D) (below solid green line in Fig. 1a and b). A
category II (strong) MCS would be where A< = B+2D and
so on for severe and extreme events (dashed green lines in
Fig. 1a and b). MHWs are defined equivalently as a period of at least 5 d
where the SST value is above the 90th percentile of the SST
data from an 11 d rolling window centred on each day. Using the Hobday definition, events can be described by
the following characteristics: This event was examined using the Hobday framework,
and Fig. R. Peal et al.: Comparing global trends in marine cold spells and marine heatwaves Therefore, an area with historically
high average SST values will present less opportunity for re-
cent SSTs to exceed that high climatology threshold. This
characteristic is valuable since researchers are often most in-
terested in areas with significant deviations from historical
temperatures. CHAPTER2.1 CHAPTER2.1 R. Peal et al.: Comparing global trends in marine cold spells and marine heatwaves 3 https://doi.org/10.5194/sp-1-osr7-3-2023 3.2
A global perspective of MHW and MCS distribution
and strength The average maximum intensity of events and the average
number of yearly events for both MHWs and MCSs were
calculated over the global domain for the period 1982–2021
to produce a map of the distribution of such events (Fig. 2). Figure 2a and b show that the mean maximum intensity of
both types of events at most locations in the global ocean
was 1 to 2 ◦C and between 2 and 4 ◦C in the Niño 3 region of
the eastern Pacific (defined as 5◦N–5◦S, 90–150◦W) (Tren-
berth, 1997). Moreover, other regions with higher-intensity 3
Results and discussions 3.1
Using the Hobday MCS framework to describe
anomalous low-SST events 3.1
Using the Hobday MCS framework to describe
anomalous low-SST events To highlight the consequences of cold spells and how the
Hobday category framework (Hobday et al., 2016, 2018) https://doi.org/10.5194/sp-1-osr7-3-2023 State Planet, 1-osr7, 3, 2023 State Planet, 1-osr7, 3, 2023 CHAPTER2.1 CHAPTER2.1 R. Peal et al.: Comparing global trends in marine cold spells and marine heatwaves R. Peal et al.: Comparing global trends in marine cold spells and marine heatwaves 4 Figure 1. Significant MCSs. (a) Sumatra 1997. Main figure: SST values and MCS threshold during late 1997 at lat 0.875, long 98.625. Inset: highest MCS category detected across the region during 1997 (the red cross denotes the location where the time series data were
extracted). (b) North Atlantic 2015. Main figure: SST values and MCS threshold during early 2015 at lat 41.125, long −50.375. Inset: highest
MCS category detected across the region during 2015 (the red cross denotes the location where the time series data were extracted). Figure 1. Significant MCSs. (a) Sumatra 1997. Main figure: SST values and MCS threshold during late 1997 at lat 0.875, long 98.625. Inset: highest MCS category detected across the region during 1997 (the red cross denotes the location where the time series data were
extracted). (b) North Atlantic 2015. Main figure: SST values and MCS threshold during early 2015 at lat 41.125, long −50.375. Inset: highest
MCS category detected across the region during 2015 (the red cross denotes the location where the time series data were extracted). MHWs (sometimes exceeding 6 ◦C) also experienced MCSs
of similar intensity. 3.2
A global perspective of MHW and MCS distribution
and strength These regions of high-intensity MHWs–
MCSs were also located in areas in which western boundary
currents (WBCs) are found (NW Atlantic – Gulf Stream, SW
Atlantic – Brazil Current, South Africa – Agulhas Current,
Japan – Kuroshio Current; Le Traon and Morrow, 2001). WBCs are found at the western edges of ocean gyres and
transport warmer waters towards the poles (Holbrook et al.,
2019). 1982–2016 period. As mentioned earlier, Wang et al. (2022)
compared the trends in MCSs and MHWs (using similar but
different metrics). An important point to reiterate is that these
previous studies had used the NOAA OISST dataset. Despite the differences between investigations, it is re-
markable that the spatial distribution of the values in Fig. 2
are very similar to the results from the previous investiga-
tions. The average number of heatwaves per year was calculated
for each pixel of the dataset and plotted. Examining Fig. 2c
and d it can be seen that in most locations, MHWs were
slightly more common than MCSs, with between one to three
events detected per year compared to one to two MCS per
year. State Planet, 1-osr7, 3, 2023 3.3
An exploration of linear trends in MHW and MCS
events for each category In order to determine whether there was a change in the num-
ber of MHWs and MCSs per year, a linear trend was calcu-
lated for each pixel of the global dataset and plotted (Fig. 3). Further plots were also generated for each event category,
and contours were added wherever the trend exceeded a 99 %
confidence level. In order to determine whether there was a change in the num-
ber of MHWs and MCSs per year, a linear trend was calcu-
lated for each pixel of the global dataset and plotted (Fig. 3). Further plots were also generated for each event category,
and contours were added wherever the trend exceeded a 99 %
confidence level. However, MHWs were rare in the Niño 3 region, occurring
no more than once per year, while MCSs occurred between
two and three times per year in the same region. Regions with a higher frequency of MCSs tended to coin-
cide with regions where they were more intense. The north-
west Atlantic, south-west Atlantic, region off South Africa,
and north-west Pacific off Japan all had up to three MCSs per
year. Figure 3a shows that occurrences of MCSs in much of the
Atlantic, Indian, and western Pacific oceans are decreasing
at a rate of up to one event every 5 years and that these de-
creases exceed the 99 % confidence interval for most of the
region. Figure 3c shows a large decrease in category I (mod-
erate) events at a rate of almost one event every 5 years at the
locations which exceed the 99 % confidence value. A smaller
but still significant decrease in category II (strong) events of Schlegel et al. (2021) carried out a similar investigation
into MCS count and intensity for the period 1982–2020, and
Oliver et al. (2018) also did the same for MHWs for the https://doi.org/10.5194/sp-1-osr7-3-2023 State Planet, 1-osr7, 3, 2023 CHAPTER2.1 R. Peal et al.: Comparing global trends in marine cold spells and marine heatwaves R. Peal et al.: Comparing global trends in marine cold spells and marine heatwaves 5 Figure 2. Comparison of global MHW and MCS mean maximum intensity and frequency of occurrence during the period 1982–2021,
calculated from product 2.1.1. (a) Mean MCS maximum intensity and (c) average number of MCSs per year at each grid point. 3.3
An exploration of linear trends in MHW and MCS
events for each category (b) Mean
MHW maximum intensity and (d) average number of MHWs per year at each grid point. Figure 2. Comparison of global MHW and MCS mean maximum intensity and frequency of occurrence during the period 1982–2021,
calculated from product 2.1.1. (a) Mean MCS maximum intensity and (c) average number of MCSs per year at each grid point. (b) Mean
MHW maximum intensity and (d) average number of MHWs per year at each grid point. firmed by Wang et al. (2022), who also determined that rising
SSTs were responsible for trends in MCSs. In addition, cli-
mate change research has also found that, while SSTs are in-
creasing on average, the southern Antarctic Ocean has cooled
slightly (Auger et al., 2021; Rye et al., 2020; Armour et al.,
2016). The observed spatial patterns in our results for MHWs
and MCSs fits into a wider picture of the ocean’s behaviour
changing as a consequence of climate change. about one event every 20 years was also observed (Fig. 3e). Figure 3g and i show that category III and IV events are con-
tinuing to occur at a roughly constant rate. Therefore, the
overall decrease in MCS is largely due to decreases in the
numbers of category I and II events. Figure 3b shows that MHWs in the central Atlantic, In-
dian, and western Pacific oceans are increasing by one event
every 5 to 10 years, and this trend is significant to the 99 %
confidence level in much of the region. Figure 3d and f show
that this is largely due to increases in category I and II MHWs
of up to one event per 10 years in much of the region. Fig-
ure 3h and j show that the trends in category III and IV
MHWs are close to zero. https://doi.org/10.5194/sp-1-osr7-3-2023 3.4
Changes in the affected ocean area over time To investigate whether there are any changes in how much
of the ocean is affected by MHWs and MCSs, each pixel
was examined to determine the most severe event that had
occurred in each year. This information was used to produce
a time series for the fraction of the ocean area affected by an
event (Fig. 4). It is also notable that the southern Pacific Ocean (in par-
ticular, east of South America) goes against the general
trends. Figure 3a shows that MCSs are becoming more fre-
quent in the southern Pacific Ocean by one event every
10–20 years, which is largely due to increases in category
II events (Fig. 3e). Meanwhile MHWs are also becoming
less frequent in this region by one event every 10–20 years
(Fig. 3b), which is largely due to decreases in category I
events (Fig. 3d). Figure 4 (left) shows that MCSs are now occurring in less
of the ocean than historically. The amount of ocean where
the highest MCS categories detected were category I and II
has decreased from 41.8 % in 1982 to 25.3 % in 2021 and
from 27.8 % in 1982 to 13.2 % in 2021 respectively, while
the amount of ocean without any MCSs at all has increased
from 26 % to 56.6 % in 2021. In contrast, category III and IV
MCSs have been detected at a near constant ∼1 %–3 % of
the ocean. This suggests that even in a warming world, ex-
treme MCSs have so far remained consistently rare. Interestingly, the increasing number of MCSs (for all cate-
gories) in the Southern Ocean was also observed by Schlegel
et al. (2021), although their research did not determine
whether events of a specific category were responsible for
this behaviour. Oliver (2019) determined that rising average SSTs were
the main driver of trends in MHWs, which was also con- The investigation by Schlegel et al. (2021) also found that
category III and IV events remained steady and that the area https://doi.org/10.5194/sp-1-osr7-3-2023 State Planet, 1-osr7, 3, 2023 CHAPTER2.1 CHAPTER2.1 R. Peal et al.: Comparing global trends in marine cold spells and marine heatwaves R. Peal et al.: Comparing global trends in marine cold spells and marine heatwaves 6 e 3. Trends in the number of MCS and MHW events per year for (a) all MCSs, (b) all MHWs (c, e, g, i), category I–IV MC
and category I–IV MHWs. 4
Conclusions of the ocean which experienced an MCS had decreased (61 %
in 1982 to 25 % in 2020). However, their investigation dif-
fered in that they determined that this was mainly due to a
decrease in category II–IV events. In this study, we have compared global MHWs and MCSs
in the period 1982–2021. We have revealed that the mean
peak intensity of MHWs and MCSs at most locations was 1
to 2 ◦C and the mean peak intensity was highest (up to 6 ◦C
for both kinds of event) in regions where western boundary
currents dominate. We have also shown that in much of the
ocean, MCSs have become less frequent by around one event
every 5 years, while there is one extra MHW event every 5
to 10 years. Most of the changes are due to increases in cate-
gory II–IV MHWs and decreases in category I and II MCSs. However, events in parts of the Southern Ocean go against
these trends with MHWs becoming slightly less frequent and
MCSs becoming more frequent. Category III and IV MHWs
remain less common than the less severe events, and at in-
dividual locations they are occurring at a slightly increased
rate over time. However, these events are becoming more
widespread. Category III and IV MCSs are rare but are con-
tinuing to occur at near-constant rates in much of the ocean. Figure 4 (right) demonstrates that the area of ocean with
no MHWs has seen a steady decline throughout the time pe-
riod from 37.8 % in 1982 to 18.7 % in 2021, indicating that
MHWs are occurring at more locations in the ocean. Break-
ing down the results by category, it can be observed that
category I events were initially the most common; the area
dominated by these events increased from 25.9 % to 43.8 %
between 1982 and 2006 before decreasing sharply to just
23.3 % in 2021. In the same period, the area of ocean where
II was the highest MHW category increased from 23.6 % to
34.8 % in 2021, overtaking category I as the most common
category. R. Peal et al.: Comparing global trends in marine cold spells and marine heatwaves R. Peal et al.: Comparing global trends in marine cold spells and marine heatwaves 7 Figure 4. The fraction of the area of the ocean where the highest (a) MCS and (b) MHW category detected was I, II, III, IV, or no events
being detected. The year of an event is defined as the year of the peak intensity. Figure 4. The fraction of the area of the ocean where the highest (a) MCS and (b) MHW category detected was I, II, III, IV, or no events
being detected. The year of an event is defined as the year of the peak intensity. 3.4
Changes in the affected ocean area over time The year of an event has been defined as the year of peak intensity. Linear trends were calculated
quares fit, and the contour line bounds the region where the trends exceed the 99 % confidence level of a two-tailed t test co
onstant rate of occurrence. The X markers indicate the inside of the contour to aid interpretation. Areas with no shading are w
were detected. Figure 3. Trends in the number of MCS and MHW events per year for (a) all MCSs, (b) all MHWs (c, e, g, i), category I–IV MCSs (d, f,
h, j), and category I–IV MHWs. The year of an event has been defined as the year of peak intensity. Linear trends were calculated using a
least-squares fit, and the contour line bounds the region where the trends exceed the 99 % confidence level of a two-tailed t test compared
to a constant rate of occurrence. The X markers indicate the inside of the contour to aid interpretation. Areas with no shading are where no
events were detected. CHAPTER2.1
State Planet, 1-osr7, 3, 2023
https://doi.org/10.5194/sp-1-osr7-3-2023 https://doi.org/10.5194/sp-1-osr7-3-2023 State Planet, 1-osr7, 3, 2023 State Planet, 1-osr7, 3, 2023 CHAPTER2.1 State Planet, 1-osr7, 3, 2023 References Abram, N., Gagan, M., McCulloch, M., Chappell, J., and Han-
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Conclusions Although more research is required to quantify
the differences in the outputs from the OISST and OSTIA
datasets and their relative confidence levels, the similarity of
the results strengthens the argument that these events are not
just a feature of their input dataset. Financial support. This work was partly funded by the CMEMS
SST Thematic Assembly Centre (21001-COP-TAC Lot 3). Review statement. This
paper
was
edited
by
Johannes
Karstensen and reviewed by two anonymous referees. It also demonstrates the potential of using OSTIA for
future MHW–MCS investigations. Research carried out by
Yang et al. (2021) showed that the full-resolution OSTIA
was superior to OISST in resolving smaller oceanic features. Unfortunately, fundamental limitations in the R program-
ming language prevented us from using the full-resolution
OSTIA dataset in this investigation. However, this presents
an excellent topic for a follow-up investigation using the
full-resolution dataset (using a Python version of the MHW
code) to determine whether this brings about improvements
in MHW–MCS detection or delivers greater insights into
their formation and behaviour. 4
Conclusions The amount of ocean where the highest category
was III or IV initially remained at around 3 % and 6 % respec-
tively until 2008, after which there was a sharp increase in
both categories to 7.7 % for category III and 15.4 % for cate-
gory IV in 2021. The spatial increase in these categories is es-
pecially a cause for concern since these types of events tend
to have more dramatic impacts compared to lower-category
events (Hobday et al., 2018). The average global frequency and maximum intensity
(Fig. 2) and the trend analysis for all categories of events
(Fig. 3a and b) had a similar spatial distribution to the
MCS results obtained by Schlegel et al. (2021) and Wang et
al. (2022) as well as the MHW results obtained by Oliver et
al. (2018). The temporal changes in the ocean area affected
(Fig. 4) were also similar to the results from investigations
carried out by Schlegel et al. (2021) and Hobday et al. (2018). It is also interesting to note that the same investigation
by Hobday et al. (2018) also produced a graph displaying a
similar behaviour (a reduction in “no events” and category I
MHWs and an increase in other categories). The mechanisms that drive these trends in MHWs and
MCSs are still under investigation, and further research
would provide valuable insight into the changing nature of https://doi.org/10.5194/sp-1-osr7-3-2023 State Planet, 1-osr7, 3, 2023 CHAPTER2.1 CHAPTER2.1 R. Peal et al.: Comparing global trends in marine cold spells and marine heatwaves 8 check rather than a research investigation. More information can be
obtained from the authors on request. MHWs and MCSs. Future research also should focus on im-
proving understanding of how MCSs form and their impact
on ocean ecosystems as well as on developing tools for pre-
dicting when they will occur, allowing for early warnings of
these events. Although more research is required to quantify
the differences in the outputs from the OISST and OSTIA
datasets and their relative confidence levels, the similarity of
the results strengthens the argument that these events are not
just a feature of their input dataset. MHWs and MCSs. Future research also should focus on im-
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in ocean reanalyses and observation-based estimates n of the Copernicus Ocean State Report (OSR7) Jonathan Andrew Baker1, Richard Renshaw1, Laura Claire Jackson1, Clotilde Dubois2,
Doroteaciro Iovino3, Hao Zuo4, Renellys C. Perez5, Shenfu Dong5, Marion Kersalé6, Michael Mayer7,4,
Johannes Mayer7, Sabrina Speich8, and Tarron Lamont9,10,11
1Met Office, Exeter, UK
2Mercator Ocean International, Toulouse, France
3Centro Euro-Mediterraneo sui Cambiamenti Climatici, Bologna, Italy
4European Centre for Medium-Range Weather Forecasts, Reading, UK
5Atlantic Oceanographic and Meteorological Laboratory,
National Oceanic and Atmospheric Administration, Miami, USA
6Direction Générale de l’Armement, Ingénierie des projets, Paris, France
7University of Vienna, Vienna, Austria
8Laboratoire de Météorologie Dynamique–IPSL, Ecole Normale Supérieure, Paris, France
9University of Cape Town, Cape Town, South Africa
10Department of Environment, Forestry and Fisheries, Oceans and Coasts Research Branch,
Cape Town, South Africa ernicus Ocean State Report (OSR7) ean State Report (OSR7) 11Bayworld Centre for Research and Education, Cape Town, South Africa Correspondence: Jonathan Andrew Baker (jonathan.baker@metoffice.gov.uk) Received: 1 August 2022 – Discussion started: 30 September 2022 Revised: 15 March 2023 – Accepted: 31 March 2023 – Published: 27 September 2023 Revised: 15 March 2023 – Accepted: 31 March 2023 – Published: 27 September 2023 Abstract. The variability in the South Atlantic Meridional Overturning Circulation (MOC) and meridional heat
transport measured across 34.5◦S during 2013–2017 differs significantly between observational and ocean re-
analysis estimates. Variability in an ocean reanalysis ensemble and an eddy-resolving reanalysis is similar to an
altimeter-based estimate but smaller than energy-budget and mooring-based estimates. Over 1993–2020, there is
no long-term trend in the ensemble-mean overturning and heat transport, although there are inter-model differ-
ences, whereas the altimeter-based and energy-budget estimate transports increase over this period. Time-mean
overturning volume transport (and the depth of maximum overturning) across 34.5◦S in the ensemble and obser-
vations are similar, whereas the corresponding mean heat transports differ by up to 0.3 PW. The seasonal cycle
of these transports varies between estimates, due to differences in the methods for estimating the geostrophic
flow and the sampling characteristics of the observational approaches. The baroclinic, barotropic, and Ekman
MOC components tend to augment each other in mooring-based estimates, whereas in other estimates they tend
to counteract each other, so the monthly-mean, interannual, and seasonal MOC anomalies have a greater mag-
nitude in the mooring-based estimates. Thus, the mean and variation in real-world South Atlantic transports and
the amplitude of their fluctuations are still uncertain. R. Peal et al.: Comparing global trends in marine cold spells and marine heatwaves R. Peal et al.: Comparing global trends in marine cold spells and marine heatwaves 10 R., Harvey, E., Holmes, T., Kendrick, G., Radford, B., Santana-
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J., and Fiedler, E.: EU Copernicus Marine Service PRODUCT
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ITY INFORMATION DOCUMENT for Global Ocean OS-
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cess: 5 April 2023), 2022a. Yang, C., Leonelli, F. E., Marullo, S., Artale, V., Beggs, H., Nardelli,
B. B., Chin, T. M., De Toma, V., Good, S., Huang, B., Merchant,
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https://doi.org/10.5194/sp-1-osr7-4-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License. Chapter 2.2 – 7th edition of the Copernicus Ocean ter 2.2 – 7th edition of the Copernicus Ocean State Report (O Published by Copernicus Publications. 1
Introduction The Meridional Overturning Circulation (MOC) modulates
climate on seasonal to millennial timescales via its merid-
ional transport of freshwater, heat, and carbon through the
global ocean (Rahmstorf, 2015; Weijer et al., 2019; Buckley
and Marshall, 2016). It is therefore important to understand
how the Atlantic MOC (AMOC), which dominates the upper
cell of the global MOC, is changing. Changes in overturning
in the South Atlantic are particularly important because they
play a crucial role in determining the pathways of the global
overturning circulation (Baker et al., 2021, 2020; Xu et al.,
2022; Nadeau and Jansen, 2020), while freshwater transports
in the South Atlantic impact the stability of the AMOC (Gar-
zoli and Matano, 2011; Hawkins et al., 2011; Weijer et al.,
2019, 2002). Transport changes here could determine the rate
at which the AMOC weakens in response to increased green-
house gas emissions (Weijer et al., 2020; Collins et al., 2019),
beyond the weakening that may already have occurred over
the past century (Caesar et al., 2018; Rahmstorf, 2015; Thor-
nalley et al., 2018). We aim to build upon these studies by comparing an en-
semble of global ocean reanalyses (product refs. 1, 2, 3) di-
rectly against the observation-based estimates available over
the SAMBA (2013–2017) and the altimetry (1993–2020)
time periods. We also compare the reanalyses with new
energy-budget MHT estimates at 34.5◦S, which are analo-
gous to an estimate at 26◦N in the North Atlantic of Mayer et
al. (2022), which is well correlated with observed transports
across the RAPID array. While SAMBA array studies have
primarily focused on daily-to-seasonal variability, here we
focus on monthly-to-interannual variability. All of the time
series were averaged to represent monthly values prior to fur-
ther analysis. Ocean reanalyses may provide realistic three-dimensional
estimates of past changes in the South Atlantic overturning
and heat transport (Mignac et al., 2018) and thus could be
a useful tool to infer the nature and cause of past MOC and
MHT variability. An earlier version of the reanalysis ensem-
ble used in this study provides a good representation of the
subtropical and subpolar North Atlantic overturning circula-
tion (Jackson et al., 2018, 2019; Baker et al., 2022); thus, it
may also accurately simulate changes in the South Atlantic. From September 2013 to July 2017, the expanded nine-site
South Atlantic Meridional Overturning Circulation – Basin-
wide Array (SAMBA) (Fig. J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates 3 port estimates vary less than the nine-site SAMBA array es-
timates (Kersalé et al., 2021, 2020). 1
Introduction 1c) has collected measurements
from which both daily meridional transports of heat and vol-
ume across 34.5◦S can be estimated (Kersalé et al., 2020,
2021). Volume transports were also estimated during 2009–
2010 using the two-site pilot configuration of the SAMBA
array (Meinen et al., 2018, 2013). These studies have im-
proved our understanding of the variability in the overturn-
ing circulation and meridional heat transport (MHT) in this
region. The SAMBA array has improved mooring coverage
since 2021 (Chidichimo et al., 2023), but data recorded after
2017 have yet to be incorporated into published AMOC or
MHT estimates. South Atlantic overturning and heat transport variations
in ocean reanalyses and observation-based estimates Ocean reanalyses are useful tools to identify and under-
stand the source of these differences and the mechanisms that control volume and heat transport variability in
the South Atlantic, a region critical for determining the global overturning pathways and inter-basin transports. Published by Copernicus Publications. CHAPTER2.2 CHAPTER2.2 CHAPTER2.2 J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates 2 ER
Table 1. Data products used in this study, including documentation where available. Product
Product ID and type
Data access
Documentation
ref. no. 1
GLOBAL_REANALYSIS_PHY_001_031
(C-GLORSv7 and GLORYS2V4) [1993–2020];
numerical models
EU Copernicus Marine Service Product (2022a)
Quality Information Document
(QUID):
Desportes et al. (2022)
Product User Manual (PUM):
Gounou et al. (2022)
2
ORAP6 global ocean reanalysis
[1993–2020]
Updated version of product ref. 1, EU Copernicus Marine Service Product
(2022a). In progress for Copernicus Ma-
rine implementation,
Zuo et al. (2021)
3
GloRanV14 global ocean reanalysis
[1993–2021]
Updated version of FOAM/GloSea5 from product ref. 1, EU Copernicus Marine
Service Product (2022a). In progress for Copernicus Ma-
rine implementation
4
GLOBAL_MULTIYEAR_PHY_001_030
(GLORYS12V1) [1993–2019];
numerical models
EU Copernicus Marine Service Product (2022b)
QUID:
Drévillon et al. (2022a)
PUM:
Drévillon et al. (2022b)
5
South Atlantic Meridional Overturning Circulation
– Basin-wide Array (SAMBA) observations for
2013–2017
Data from the Southwest Atlantic MOC project (SAM) are funded by the DOC-
NOAA Climate Program Office – Ocean Observation and Monitoring Division
and the Atlantic Oceanographic and Meteorological Laboratory. These data are
freely available via http://www.aoml.noaa.gov/phod/research/moc/samoc/sam/
(last access: 1 December 2022). Kersalé et al. (2020) for MOC
Kersalé et al. (2021) for MHT
6
Blended in situ and satellite altimeter estimates for
1993–2021 (Dong et al., 2021)
Dong et al. (2021)
7
Energy-budget estimates of Mayer et al. (2022)
[1993–2017]
Atmospheric energy budgets using ERA5 available at
https://doi.org/10.24381/cds.c2451f6b (Mayer et al., 2021b)
TOA radiation data from the University of Reading: Liu and Allan (2020)
Mayer et al. (2022)
Liu et al. (2020)
8
Energy-budget estimates of Trenberth et al. (2019a) [2000–2016]
Trenberth et al. (2019a)
Trenberth et al. (2019b)
1-osr7, 4, 2023
https://doi.org/10.5194/sp-1-osr State Planet, 1-osr7, 4, 2023 CHAPTER2.2 2.1
Data We use an ensemble of eddy-permitting (1/4◦horizontal
resolution) global ocean reanalyses. These are GloRanV14
(an improvement on GloSea5; MacLachlan et al., 2015), C-
GLORSv7 (Storto et al., 2016), GLORYS2V4 (Lellouche et
al., 2013), and ORAP6 (Zuo et al., 2021). Together, these
four reanalyses form a new Copernicus Marine Environ-
ment Monitoring Service (CMEMS) reanalysis ensemble,
updating product ref. 1 (see Table 1). We also use an eddy-
resolving (1/12◦) global ocean reanalysis: GLORYS12V1
(product ref. 4). Each reanalysis uses the NEMO (Nucleus
for European Modelling of the Ocean) model, but the sea-ice
model and data assimilation techniques differ. Each reanal-
ysis is constrained by observations and is driven by atmo-
spheric forcing from either ERA5 (Hersbach et al., 2020) or
ERA-Interim (Dee et al., 2011) over the period 1993–2020,
with GloRan extended to December 2021. They all assimilate
satellite SLA, sea-ice concentrations, and in situ temperature
and salinity, and they either assimilate satellite sea surface
temperature (SST) or implement SST nudging. Since MOC and MHT estimates are currently only avail-
able from SAMBA during 2013–2017, longer-term varia-
tions must be inferred using model-based and alternative
observation-based estimates (Garzoli et al., 2013; Goes et
al., 2015; Dong et al., 2009; Mignac et al., 2018; Bias-
toch et al., 2021; Caínzos et al., 2022). This includes trans-
port estimates derived from satellite sea level anomalies
(SLAs) and in situ data (Dong et al., 2015; Majumder et
al., 2016). Although Majumder et al. (2016) found large
differences between ocean reanalyses and their observation-
based estimate from 2000–2014, ocean reanalyses agree bet-
ter with observations than free-running models (Mignac et
al., 2018). Dong et al. (2021) generated MOC and MHT es-
timates over 1993–2021 from a synthetic method combining
in situ and satellite data (updated from Dong et al., 2015)
that agreed well with expendable bathythermograph (XBT)-
derived MOC and MHT estimates in the South Atlantic. The
MHT estimates from Dong et al. (2021), however, differed
significantly from energy-budget MHT estimates produced
by Trenberth et al. (2019b). All of the aforementioned trans- We compare the MOC and MHT from the ensemble with
the SAMBA-based estimates of Kersalé et al. (2020, 2021),
the altimeter-based estimate of Dong et al. (2021), and the
energy-budget MHT estimates of Trenberth et al. (2019b)
and Mayer et al. (2022). The energy-budget estimates of Mayer et al. J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates Figure 1. Vertical profile of the overturning transport across 34.5◦S in (a) depth space and (b) density space, averaged over the 2013–2017
period of SAMBA observations, from September 2013 to July 2017. The reanalysis ensemble mean (red line; product refs. 1, 2, 3) and spread
(light cyan background shading) are plotted, along with each ensemble member (blue, orange, cyan and purple lines), the GLORYS12V1
reanalysis (pink line; product ref. 4), the SAMBA estimate of Kersalé et al. (2020; black line; product ref. 5), and an altimeter-based estimate
of Dong et al. (2021; green line; product ref. 6). The ensemble spread is defined as 2 times the standard deviation across the ensemble
members. (c) Map showing the location of the SAMBA moorings (red dots) along 34.5◦S. Figure 1. Vertical profile of the overturning transport across 34.5◦S in (a) depth space and (b) density space, averaged over the 2013–2017
period of SAMBA observations, from September 2013 to July 2017. The reanalysis ensemble mean (red line; product refs. 1, 2, 3) and spread
(light cyan background shading) are plotted, along with each ensemble member (blue, orange, cyan and purple lines), the GLORYS12V1
reanalysis (pink line; product ref. 4), the SAMBA estimate of Kersalé et al. (2020; black line; product ref. 5), and an altimeter-based estimate
of Dong et al. (2021; green line; product ref. 6). The ensemble spread is defined as 2 times the standard deviation across the ensemble
members. (c) Map showing the location of the SAMBA moorings (red dots) along 34.5◦S. radiative fluxes from CERES-EBAF (Loeb et al., 2018)
with a backward extension (Liu et al., 2020) and atmo-
spheric energy-budget quantities from ERA5 (see Mayer et
al., 2021a, for methods). These are combined with ocean heat
content (OHC) tendencies from ocean reanalyses to infer the
MHT. Mayer et al. (2022) use OHC tendencies from ORAP6
(“Mayer_ORAP6” in figures); here we use an additional (un-
published) ORAS5-based estimate (“Mayer_ORAS5”), us-
ing OHC tendencies from ORAS5 (Zuo et al., 2019), the
same as that used in the Trenberth et al. (2019b) estimate. For further details, see the Supplement. We note that energy-
budget estimates may accumulate errors at southern latitudes,
since they are integrated southward from high, northern lati-
tudes (Dong et al., 2021). estimates (Table 1). J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates For the reanalysis, the MHT is calcu-
lated by integrating the product of monthly-mean model ve-
locity and temperature (scaled by density and specific heat
coefficient) across the whole section with a zero-net-volume
transport constraint applied. Each observational product ap-
plies its own constraint to reference the flow due to differ-
ences in their geostrophic techniques. The altimeter-based
dataset references the flow to the time-mean YoMaHA ve-
locities at 1000 m (Katsumata and Yoshinari, 2010; Lebedev
et al., 2007) and uses a zero-net-mass transport constraint
(Dong et al., 2021). Kersalé et al. (2020) use models to ref-
erence the time-mean barotropic component at 1500 db, and
bottom pressure measurements from the moorings provide
the time-varying barotropic velocity component. We calculate the overturning profiles, the monthly-to-
interannual variation, and the seasonal cycles of the upper-
cell MOC and the total MHT in each dataset. We separate the
transports into their Ekman and geostrophic components. In
the reanalyses, the Ekman component is calculated using the
ERA5 or ERA-Interim wind stress, and for MHT, the zonal-
mean SST across the section is used, assuming SST is rep-
resentative of the Ekman layer temperature. The geostrophic
component is calculated as a residual of the total and Ekman
transports. 2.1
Data (2022) cal-
culate the net surface heat flux using top-of-the-atmosphere State Planet, 1-osr7, 4, 2023 https://doi.org/10.5194/sp-1-osr7-4-2023 CHAPTER2.2 CHAPTER2.2 CHAPTER2.2 CHAPTER2.2 2.2
Methods Ensemble mean and spread and the time mean of the
altimeter-based and Mayer energy-budget estimates are cal-
culated over 1993–2020 and over the 2013–2017 SAMBA
observational period. We calculate monthly-mean MOC
across 34.5◦S in depth coordinates, using commonly ap-
plied methods (e.g. Frajka-Williams et al., 2019), integrat-
ing monthly-mean velocity from coast to coast and from the
surface down to the seafloor with a zero-net-volume trans-
port constraint applied. Without this constraint, the ensemble
mean has a net southward transport through the section over
the observational period of 1.14 Sv (as do the individual re-
analyses), and GLORYS12V1 has a net southward transport
of 3.1 Sv, but the constraint only has a small impact on MOC We also calculate the baroclinic and barotropic compo-
nents of the ensemble’s geostrophic MOC. We use thermal
wind balance and the model’s geopotential height anomalies
to estimate the baroclinic velocities (see, e.g., Perez et al.,
2011), integrating these from the deep ocean to the surface. The reference level is set ∼1000 m above the ocean floor, https://doi.org/10.5194/sp-1-osr7-4-2023 State Planet, 1-osr7, 4, 2023 CHAPTER2.2 J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates 5 above the unphysically large zonal gradients in geopotential
height anomaly that exist in the deepest layers of the model. Thus, the reference level depth varies spatially (∼2000 to
∼4000 m deep) due to the bathymetry, but it is constant
in time. The reference velocity is not required to calculate
the baroclinic MOC anomalies, so we set the baroclinic ve-
locity to 0 at the reference level depth. A visual inspection
confirmed that the large month-to-month spatial variations
in the baroclinic velocity field are in good agreement with
the associated changes in the total velocity field. We tested
the method using different reference level depths that gen-
erated similar monthly-mean MOC anomalies (not shown). We calculate the baroclinic component of the MOC by in-
tegrating the baroclinic velocities from the surface down to
the depth of the time-mean total MOC maximum in each
reanalysis (∼1250 m over 2013–2017). We calculate the
barotropic component as a residual of the geostrophic and
baroclinic MOC anomalies. The baroclinic and barotropic
MOC anomalies in the reanalyses and in SAMBA estimates
are not directly comparable because the reference levels dif-
fer. 2.2
Methods However, our baroclinic MOC anomaly estimate in the
reanalyses accounts for baroclinic velocity variations from
around 1000 m above the ocean floor to the surface over
which the velocities are greatest and have large monthly vari-
ation. (crosses in Fig. 2c). Relative to the ensemble-mean val-
ues (MOC: 16.56 Sv; MHT: 0.36 PW), the time-mean MHT
range has a 75 % increase from its minimum to its maximum
value (excluding the energy-budget estimates) compared to
only a 20 % increase for the time-mean MOC range. These
ranges are within the documented uncertainty in SAMBA
(Table 2). The ensemble-mean MHT is similar to the energy-
budget estimates based on Mayer et al. (2022) (Fig. 2c). While there is inter-model spread in the ensemble time-mean
transports (crosses in Fig. 2b, d), the spread is smaller than
the uncertainty in SAMBA (Table 2), although it is more
comparable for the MHT than for the MOC. p
Monthly-mean variability (i.e. the standard deviation) of
MOC and MHT in the ensemble is similar to the altimeter-
based estimate over 2013–2017 and 1993–2020, whereas
variability observed from SAMBA is much greater (Figs. 2a,
c and 3a–d; Table 2), with significant differences (p < 0.05
in an F test for the equality of two variances). Similarly,
the ensemble-mean time series is significantly (p < 0.05)
correlated with the altimeter-based estimate (r = 0.63 for
MOC; r = 0.77 for MHT; both over 2013–2017), but it is
not well correlated with SAMBA (r < 0.1). The monthly-
mean SAMBA estimates (Fig. 3a, b) and the Mayer energy-
budget MHT estimates have high-frequency variations of
comparable magnitude (Fig. 3b, d and Table 2), although
their variability is uncorrelated. Mayer_ORAP6 is weakly
correlated with the ensemble mean and altimeter-based es-
timate (r = 0.14 and r = 0.19 over 1993–2017 and r = 0.28
and r = 0.32 over 2013–2017, for the respective datasets). Mayer_ORAS5 has a higher correlation with the ensemble
mean and altimeter-based estimate (r = 0.30 and r = 0.32
over 1993–2017 and r = 0.52 and r = 0.57 over 2013–2017,
for the respective datasets). The GloRan reanalysis run
with and without assimilating altimetry data (not shown)
has a similar correlation with the altimeter-based estimate
(r = 0.52 vs. r = 0.56 for MOC over 2013–2017). Thus, the
strong correlation between ensemble mean and altimeter-
based estimates is not dependent on directly assimilating al-
timetry data. 2.2
Methods The experimental reanalysis does, however, still
assimilate in situ and satellite temperature and salinity data,
which would serve to constrain thermosteric and halosteric
contributions, respectively, to sea level. In the 12-month run-
ning mean estimates (Fig. 3e, f), the ensemble mean is only
weakly correlated with the altimeter-based estimate (r = 0.24
for MOC; r = 0.25 for MHT), so their high monthly-mean
correlation is largely due to similar seasonal variability. 3.1
MOC profiles and statistics of variability The ensemble of reanalyses captures the main structure of
the observed overturning profile (Fig. 1a). The depth and
strength of the maximum overturning is similar among all
estimates with a range of ∼15–18 Sv (Fig. 1a). The profiles
diverge in the deeper ocean, with a weaker than observed
lower overturning cell and southward flow in the ensemble
(i.e. the MOC decreases more gradually with depth). The re-
analyses are less accurate at depth due to there being fewer
observations to constrain the flow. The overturning profiles
of the ensemble and GLORYS12V1 in density space have
no negative transport (i.e. no abyssal cell), and their MOC
is stronger than in depth space (Fig. 1b). The temporal vari-
ability in their upper MOC strength at 34.5◦S, however, is
fairly insensitive to the vertical coordinate system used for
integration (Fig. S1 in the Supplement). We therefore focus
on the MOC in depth space because the reanalyses can then
be directly compared with the observational estimates. The GLORYS12V1 reanalysis has a larger time-mean
MOC and MHT than the ensemble mean (and GLO-
RYS2V4). It has similar monthly-mean variability to the
lower-resolution reanalyses: slightly larger than the ensem-
ble mean but smaller than GLORYS2V4 (Table 2). It is also
significantly correlated with the ensemble mean (r = 0.80 for
MOC and r = 0.84 for MHT over 1993–2019). Thus, fully
resolving (as opposed to only permitting) eddies in the ocean
reanalyses considered here is important to infer the time- We analyse the basic statistics of the variability in the
maximum MOC strength and the MHT by looking at their
time mean and standard deviation over 2013–2017 and 1993–
2020. The time-mean MOC estimates have a range of 15.5–
18.7 Sv, with the ensemble mean (labelled “mean” in figures)
being only slightly weaker than the altimeter-based estimate
and that observed across SAMBA (crosses in Fig. 2a). The
time-mean MHT estimates have a range of 0.31–0.61 PW https://doi.org/10.5194/sp-1-osr7-4-2023 State Planet, 1-osr7, 4, 2023 CHAPTER2.2 CHAPTER2.2 J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates 6 Table 2. Time mean and uncertainty (or ensemble spread) and monthly-mean variability and trends of the maximum MOC and the MHT across 34.5◦S, for the ensemble mean (product
refs. 1, 2, 3), GLORYS12V1 (product ref. 4), SAMBA observations (product ref. 5), an altimeter-based estimate (product ref. 6), and energy-budget estimates (product refs. 7 and 8). J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates 7 Figure 2. Whisker–box plots of the monthly-mean MOC (a, b) and MHT (c, d) across 34.5◦S over the SAMBA observational period
(2013–2017), using the same products as in Fig. 1. Energy-budget estimates Mayer_ORAP6 and Mayer_ORAS5 (yellow; product ref. 7)
are also used for the MHT. Reanalyses analysed are shown in (b) and (d) with a reduced scale to highlight the differences between models. Boxes represent the interquartile range (IQR) with the median (line) and mean (crosses) shown. Whiskers cover a range of values up to 1
IQR beyond the upper and lower quartiles, and diamonds are outlying values beyond this range. Note: the x-axis scale changes between
panels (a) and (c), on the one hand, and (b) and (d), on the other. Figure 2. Whisker–box plots of the monthly-mean MOC (a, b) and MHT (c, d) across 34.5◦S over the SAMBA observational period
(2013–2017), using the same products as in Fig. 1. Energy-budget estimates Mayer_ORAP6 and Mayer_ORAS5 (yellow; product ref. 7)
are also used for the MHT. Reanalyses analysed are shown in (b) and (d) with a reduced scale to highlight the differences between models. Boxes represent the interquartile range (IQR) with the median (line) and mean (crosses) shown. Whiskers cover a range of values up to 1
IQR beyond the upper and lower quartiles, and diamonds are outlying values beyond this range. Note: the x-axis scale changes between
panels (a) and (c), on the one hand, and (b) and (d), on the other. The 12-month running mean from SAMBA is entirely dif-
ferent to other estimates (Fig. 3e, f), with a rapid increase in
the MOC (∼14 Sv) and MHT (∼0.7 PW) from March 2014
to June 2016, followed by a rapid decline. Although an ex-
tended time series is needed to determine longer timescale
variations, the interannual variability captured by SAMBA
over 2013–2017 exceeds that of other estimates. Only the
Mayer MHT estimates have interannual variations of com-
parable magnitude, but those variations occur before 2013
(Fig. 3f). mean transports across 34.5◦S, but it has minimal impact on
the variation in the monthly-mean transports. The 12-month running mean MOC and MHT in the en-
semble over 1993–2020 are relatively stable (Fig. 3e, f), with
similar ensemble-mean values to those during 2013–2017
(Table 2) and no significant trend over 1993–2020. J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates However,
the individual reanalyses have significant (p < 0.05) trends
in the MOC over 1993–2020 with differing sign and mag-
nitude (Table 2). In contrast, only GloRan has a significant
(increasing) trend in MHT (∼0.042 PW per decade). GLO-
RYS12V1 has no significant trend in MOC or MHT. Hence,
there is uncertainty in the long-term trends amongst the re-
analyses. 3.1
MOC profiles and statistics of variability All
volume transports are referenced to 0 at the surface. The time-mean MOC and monthly-mean variability calculated in the reanalyses using no net-zero-transport constraint is added in
parentheses. Time-mean values are calculated over the 2013–2017 SAMBA observational period and over the full 1993–2020 ensemble period if available. Uncertainty in the ensemble
mean is defined as the standard error in the time-mean transport across the ensemble (note: this is smaller than the true uncertainty in the estimate). Monthly-mean variability (i.e. a
measure of the deviation of monthly-mean data from the time mean) is defined as the standard deviation of the monthly-mean transports over the time series. Methods used to calculate
SAMBA observational uncertainty (Kersalé et al., 2021, 2020) are described in Meinen et al. (2013) and Kersalé et al. (2021). Trends that are statistically insignificant (p > 0.05) are
labelled NS. Variable
Statistic
Ocean reanalyses
South Atlantic MOC
Energy-budget estimates
estimates
Ensemble
GLORYS12V1
SAMBA
Altimeter
Trenberth
Mayer ORAS5
Mayer ORAP6
Dong
MOC
Mean ± uncertainty (2013–2017)
16.56 ± 0.37 (16.29)
18.72 (18.02)
17.29 ± 5.0
18.69
–
–
–
(Sv)
Monthly-mean variability
2.67 (3.20)
2.90 (2.70)
11.35
3.25
–
–
–
Mean ± uncertainty (1993–2020)
16.38 ± 0.66 (16.11)
19.23 (18.51)
–
18.34
–
–
–
Monthly-mean variability
3.00 (3.53)
3.30 (3.14)
–
3.48
–
–
–
Trends (Sv per decade) (1993–2020)
0.17 (NS)
−0.08 (NS)
–
0.66
–
–
–
MHT
Mean ± uncertainty (2013–17)
0.36 ± 0.03
0.44
0.50 ± 0.23
0.61
–
0.31
0.31
(PW)
Monthly-mean variability
0.19
0.20
0.55
0.20
–
0.46
0.43
Mean ± uncertainty (1993–2020)
0.37 ± 0.04
0.49
–
0.58
0.33 (2000–2016)
0.33 (1993–2017)
0.34 (1993–2017)
Monthly-mean variability
0.20
0.23
–
0.21
–
0.40
0.44
Trends (PW per decade) (1993–2020)
−0.001 (NS)
−0.007 (NS)
–
0.036
−0.010 (2000–16)
0.086 (1993–2016)
0.094 (1993–2016)
Variable
Statistic
Ensemble
GloRanV14
C-GLORSv7
ORAP6
GLORYS2V4
MOC (Sv)
Trends (Sv per decade) (1993–2020)
1.18
−0.32
0.41
−0.60
MHT (PW)
Trends (PW per decade) (1993–2020)
0.042
−0.014 (NS)
−0.012 (NS)
−0.016 (NS)
7 4 2023
https://doi org/10 5194/s State Planet, 1-osr7, 4, 2023 CHAPTER2.2 CHAPTER2.2 J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates 8 Figure 3. Time series of the monthly overturning (a, c, e) and heat transport (b, d, f) anomalies nominally across 34.5◦S, with monthly-mean
values from September 2013 to July 2017 (a, b) and over 1993–2021 (c, d) and 12-month running mean values over 1993–2021 (e, f) in
the four reanalyses of the ensemble, ensemble mean (red), GLORYS12V1 (pink), SAMBA observations (black), an altimeter-based estimate
(green), and energy-budget estimates (yellow and brown, product ref. 8). Labels, shading, and product information as in Fig. 1. The horizontal
grey dotted lines in (d) divide the y axis into two linear scales, with the y axis compressed above the line. Note: Trenberth energy-budget
estimate is for latitude 33.5◦S. Figure 3. Time series of the monthly overturning (a, c, e) and heat transport (b, d, f) anomalies nominally across 34.5◦S, with monthly-mean
values from September 2013 to July 2017 (a, b) and over 1993–2021 (c, d) and 12-month running mean values over 1993–2021 (e, f) in
the four reanalyses of the ensemble, ensemble mean (red), GLORYS12V1 (pink), SAMBA observations (black), an altimeter-based estimate
(green), and energy-budget estimates (yellow and brown, product ref. 8). Labels, shading, and product information as in Fig. 1. The horizontal
grey dotted lines in (d) divide the y axis into two linear scales, with the y axis compressed above the line. Note: Trenberth energy-budget
estimate is for latitude 33.5◦S. matological seasonal cycle between each estimate (Fig. 4)
stem from their geostrophic differences (Fig. 4e, f) because
the Ekman annual cycles are similar year to year (not shown)
and for all estimates (Fig. 4c, d). Differences between esti-
mates are clearer in the geostrophic component, peaking be-
fore the ensemble mean in the altimeter-based estimate and
after the ensemble mean in SAMBA. Thus, the Ekman and
geostrophic components tend to counteract each other in the
altimeter-based estimate and augment each other in SAMBA. This causes a greater increase in the magnitude of the total
MOC and MHT seasonal cycles (relative to their geostrophic
components) in SAMBA than it does in the altimeter-based
estimate but a greater change in the seasonal cycle phase and
shape in the altimeter-based estimate (cf. Fig. 4a, b and e,
f). The relative contribution of the Ekman component to the
total MOC and MHT in the ensemble is nonetheless sig-
nificantly greater than in SAMBA. 3.2
Seasonal cycles The altimeter-based estimate has significant (p < 0.05)
increases in MOC (∼0.66 Sv per decade) and MHT
(∼0.036 PW per decade) over 1993–2020. The aforemen-
tioned MHT trends are similar over 1993–2016 (Glo-
RanV14: ∼0.047 PW per decade; altimeter: ∼0.032 PW per
decade). There is a significant increase in MHT over 1993–
2016 in both the ORAS5-based (∼0.086 PW per decade)
and the ORAP6-based (∼0.094 PW per decade) Mayer esti-
mates. The Trenberth estimate has a significant but weak de-
cline (∼−0.010 PW per decade) over 2000–2016; the Mayer
estimates also decline over this period, but the trend is in-
significant. There is a predominantly annual cycle in the ensemble mean
and altimeter-based transports, unlike the SAMBA seasonal
cycle that has a stronger semi-annual variability (Fig. 3c, d). While we show the ensemble mean and altimeter-based sea-
sonal cycles over 2013–2017 (Fig. 4), the seasonal cycles
derived over the full record lengths are similar (not shown). The ensemble and altimeter-based overturning are weakest in
austral summer, but the ensemble is strongest in May/June,
peaking 2 months after the altimeter-based estimate (Fig. 4a,
b). In contrast, the MOC in SAMBA is dominated by a semi-
annual signal, with minima in April and September and max-
ima in August and December. There are year-to-year vari- https://doi.org/10.5194/sp-1-osr7-4-2023 State Planet, 1-osr7, 4, 2023 State Planet, 1-osr7, 4, 2023 CHAPTER2.2 CHAPTER2.2 J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates 9 Figure 4. Seasonal cycles of (a, c, e) the overturning and (b, d, f) the MHT anomalies across 34.5◦S, averaged over the SAMBA obser-
vational period from September 2013 to July 2017. The exception is the energy-budget MHT estimate of Trenberth et al. (2019b), which is
averaged over 2000–2016, and also the ORAS5-based Mayer energy-budget estimate, “Mayer_ORAS5_2000–16” (olive), which is averaged
over the same period for comparison. The total (a, b), Ekman (c, d), and geostrophic (e, f) components of these transports are plotted. Labels,
shading, and product information are as in Figs. 1 and 3. Figure 4. Seasonal cycles of (a, c, e) the overturning and (b, d, f) the MHT anomalies across 34.5◦S, averaged over the SAMBA obser-
vational period from September 2013 to July 2017. The exception is the energy-budget MHT estimate of Trenberth et al. (2019b), which is
averaged over 2000–2016, and also the ORAS5-based Mayer energy-budget estimate, “Mayer_ORAS5_2000–16” (olive), which is averaged
over the same period for comparison. The total (a, b), Ekman (c, d), and geostrophic (e, f) components of these transports are plotted. Labels,
shading, and product information are as in Figs. 1 and 3. the ensemble, with their sum equal to the geostrophic com-
ponent (Fig. 5). By contrast, these components tend to aug-
ment each other in SAMBA (Fig. 5), so their geostrophic sea-
sonal cycle has variations of a greater magnitude. The baro-
clinic component tends to dominate in both datasets, primar-
ily controlling the phase of the geostrophic MOC seasonal
cycle (Fig. 5). Although the barotropic component tends to
counteract the baroclinic component in the ensemble, it has
a notable effect on the phase of the geostrophic MOC sea-
sonal cycle over 2013–2017 unlike over 1993–2020. Thus,
while differences in the seasonality of the baroclinic MOC
component account for most of the difference in the season-
ality of the geostrophic MOC, differences in the barotropic
component between the ensemble and SAMBA also play a
role. this end-of-year peak relative to the magnitude of decrease
from the preceding peak is smaller in the ensemble mean
than in SAMBA, it is noteworthy, increasing by 52 % of the
preceding decrease (and by 77 % in the seasonal cycle over
1993–2020) compared to 84 % in SAMBA. J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates The altimeter-
based estimate has no significant increase in the geostrophic
component in austral spring, and there is also no increase in
the ensemble-mean MHT, unlike in SAMBA (Fig. 4f). J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates In the ensemble mean
(and in GLORYS12V1 and SAMBA), the geostrophic com-
ponent of the MOC (Fig. 4e) has a second peak in Novem-
ber or December (i.e. austral spring or summer) and thus has
a semi-annual signal. Although the increase in the MOC to ations in the annual cycles of all estimates (not shown),
with variations in phase, shape, and magnitude. In SAMBA,
4 years of observations are not long enough to examine the
sensitivity of the seasonal cycle to changing the time period,
but given the strong high-frequency variations, the seasonal
cycle based on 4 years of data is unlikely to be robust. y
y
y
The shape of the seasonal cycle in MHT is similar to
that of the MOC for each estimate as expected given the
high correlation between the monthly-mean MHT and MOC
(r = 0.90, r = 0.91, and r = 0.96 for the ensemble mean,
altimeter-based estimate, and SAMBA, respectively, over
2013–2017). The Mayer energy-budget estimates have sea-
sonal cycles dominated by an annual signal, with a larger
magnitude range than other estimates. They are similar to
the Trenberth estimate but with greater month-to-month
variability. However, when averaged over the 2000–2016
period used in the Trenberth estimate rather than 2013–
2017, they become smoother and closer to the ensemble
(“Mayer_ORAS5_2000–16” in Fig. 4). Year-to-year variations in the annual cycles of each esti-
mate over 2013–2017 (not shown) and differences in the cli- State Planet, 1-osr7, 4, 2023 https://doi.org/10.5194/sp-1-osr7-4-2023 CHAPTER2.2 CHAPTER2.2 J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates 10 Figure 5. Seasonal cycles of the MOC anomalies across 34.5◦S, averaged over the (a, c, e) the SAMBA observational period from September
2013 to July 2017 and (b, d, f) the 1993–2020 period of the reanalyses. The geostrophic (a, b), baroclinic (c, d), and barotropic (e, f)
components of these transports are plotted. Labels, shading, and product information are as in Figs. 1 and 3. Figure 5. Seasonal cycles of the MOC anomalies across 34.5◦S, averaged over the (a, c, e) the SAMBA observational period from September
2013 to July 2017 and (b, d, f) the 1993–2020 period of the reanalyses. The geostrophic (a, b), baroclinic (c, d), and barotropic (e, f)
components of these transports are plotted. Labels, shading, and product information are as in Figs. 1 and 3. to dominate. Over 2013–2017, there is much larger spatial
variability in the seasonal transport, with significant contri-
butions to the seasonal variations from the interior as well as
from the boundaries. Therefore, differences in the MOC sea-
sonality between datasets is likely caused by seasonal varia-
tions in both the boundary currents and the interior baroclinic
transports. A spatial analysis of the baroclinic transports in
SAMBA could determine the regions responsible for the sea-
sonality of this component and thus why it differs from the
ensemble. mean variability in the ensemble and in SAMBA over 2013–
2017 (Fig. 6d, e), although the baroclinic variability is
slightly higher in SAMBA (7.5 Sv vs. 5.3 Sv). Similarly, the
interannual variability in the baroclinic and barotropic com-
ponents has similar peak-to-trough magnitudes over 2013–
2017 in the ensemble and SAMBA (Fig. 6f). However, since
the barotropic component counteracts the baroclinic compo-
nent in the ensemble, the geostrophic and total MOC anoma-
lies in the ensemble have much smaller monthly-mean and
interannual variability than in SAMBA (Fig. 6a, b, f and
Table 2). The monthly-mean and 12-month running mean
baroclinic and barotropic components in the ensemble have
even larger variability over 1993–2020, but these compo-
nents counteract each other over the whole period (Fig. 6f). The altimeter-based estimate uses reference velocities
at 1000 m depth that are constant in time. Thus, the
barotropic component has no temporal variability, so the
geostrophic MOC anomalies only account for baroclinic
transport anomalies above 1000 m. J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates Given the baroclinic com-
ponent primarily determines the shape of the seasonal cycle
in the ensemble and SAMBA, the fact the barotropic compo-
nent is constant in the altimeter-based estimate may not sig-
nificantly impact its estimate of the MOC’s seasonal cycle
phase. However, the magnitude of its monthly, interannual,
and seasonal variability may be affected if temporal changes https://doi.org/10.5194/sp-1-osr7-4-2023 State Planet, 1-osr7, 4, 2023 3.3
Baroclinic and barotropic components We investigate possible causes of the difference in vari-
ability between SAMBA and the ensemble by separating
the geostrophic MOC anomalies into their baroclinic and
barotropic components. The baroclinic and barotropic com-
ponents of the MOC are not directly comparable between the
ensemble and SAMBA due to differences in the reference
level depth, but this probably has little impact on the differ-
ences between these estimates (see Sect. 2.2). The seasonal
cycles of these components largely counteract each other in We also analyse the monthly-mean and interannual vari-
ations in the baroclinic and barotropic components of the
MOC anomalies (Fig. 6). Both the baroclinic and the
barotropic components of the MOC have similar monthly- https://doi.org/10.5194/sp-1-osr7-4-2023 State Planet, 1-osr7, 4, 2023 CHAPTER2.2 CHAPTER2.2 CHAPTER2.2 J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates 11 Figure 6. Time series of (a–e) monthly-mean (2013–2017) and (f) 12-month running mean (1993–2019) MOC anomalies showing the
geostrophic (blue), baroclinic (red), and barotropic (green) components in (a) the ensemble, (b) SAMBA, and (c–f) both the ensemble (solid
lines) and SAMBA (dashed lines). Figure 6. Time series of (a–e) monthly-mean (2013–2017) and (f) 12-month running mean (1993–2019) MOC anomalies showing the
geostrophic (blue), baroclinic (red), and barotropic (green) components in (a) the ensemble, (b) SAMBA, and (c–f) both the ensemble (solid
lines) and SAMBA (dashed lines). ations that were previously under-resolved with only two
mooring sites and are now better resolved but likely still
aliased with nine sites. in the barotropic component are important, as suggested by
the ensemble and SAMBA estimates of this component. The
reference level depth used in the reanalyses (i.e. not in our
baroclinic and barotropic component estimates but that im-
plemented in the models and thus in the geostrophic esti-
mate) is the ocean floor, closer to the depths used to estimate
the time-varying barotropic component in SAMBA. Thus,
differences in the reference level are unlikely to cause the dif-
ferences in the geostrophic component between SAMBA and
the ensemble. However, differences in the methods used to
estimate the barotropic velocity at that reference level could
cause some of the difference. 4
Discussion Seasonal variations in the baroclinic component of the MOC
in the ensemble over 1993–2020 are caused by seasonal
variations in both the eastern and western boundary volume
transports, with variations in the western boundary tending https://doi.org/10.5194/sp-1-osr7-4-2023 State Planet, 1-osr7, 4, 2023 CHAPTER2.2 CHAPTER2.2 https://doi.org/10.5194/sp-1-osr7-4-2023 5
Conclusions To summarise, an ensemble of ocean reanalyses appears to
be a useful tool to understand changes in the South Atlantic
MOC and MHT and to identify differences between obser-
vational estimates. Reanalyses also enable examination of
variations prior to the SAMBA array record. Comparisons of
reanalyses and observational estimates can be used together
to refine methodologies and sampling approaches and ulti-
mately improve our understanding and estimations of ocean
transports in the South Atlantic. While there is interannual variability in the reanalyses and
altimeter-based estimate over 1993–2020, SAMBA observa-
tions and some energy-budget MHT estimates have much
larger interannual variability. The climatological seasonal
cycles of the MOC and MHT vary considerably in phase
and magnitude between estimates due to differences in the
geostrophic flow, with good agreement in the Ekman con-
tributions among all datasets considered. Differences in the
baroclinic component of the MOC are most important for
determining the phase of the seasonal cycle in both the re-
analyses and SAMBA, although the barotropic component
also plays a role. The baroclinic, barotropic, and Ekman
MOC components tend to augment each other in SAMBA,
whereas they tend to counteract each other in the ensemble
and altimeter-based estimate. Thus, in SAMBA the monthly-
mean, interannual, and seasonal MOC anomalies have a
greater magnitude than in the ensemble and altimeter-based
estimate. This causes a large increase in the monthly-mean
standard deviation of the total MOC in SAMBA. The baro-
clinic and barotropic MOC anomalies also have more fre-
quent monthly-mean fluctuations in SAMBA. Data availability. All data products used in this paper are listed in
Table 1, along with their corresponding documentation and online
availability. Supplement. The supplement related to this article is available
online at: https://doi.org/10.5194/sp-1-osr7-4-2023-supplement. Author contributions. JAB conceived the study, performed the
analysis, and wrote the manuscript. All authors provided data for
analysis, discussed the results, and edited or commented on the
manuscript. Competing interests. The contact author has declared that none
of the authors has any competing interests. q
y
Further insight into the cause of the similarities and dif-
ferences between the ensemble, SAMBA and the altimeter-
based estimate might be found by comparing the monthly-
mean density profiles of these estimates. This could show
how contributions from the baroclinic velocity to the
geostrophic MOC anomalies vary between the datasets, in-
cluding their spatial variations, and how these lead to differ-
ences in seasonality. 5
Conclusions An ensemble of global ocean reanalyses from CMEMS pro-
vides a useful estimate of the magnitude and variability in the
South Atlantic MOC and MHT, although it differs substan-
tially from estimates based on SAMBA array data at 34.5◦S,
observed between 2013 and 2017. The ensemble is compared
with several other estimates of the MOC and MHT, which
differ in many aspects from – but also have similarities with
– the reanalyses. We have shown that the monthly-mean MOC variability
(i.e. standard deviation) is greater in SAMBA than in the
ensemble and altimeter-based estimate, primarily because
the Ekman, barotropic, and baroclinic components augment
each other in SAMBA, whereas they tend to counteract each
other in the ensemble and altimeter-based estimates. While
the standard deviation provides an insight into the month-
to-month fluctuations, it does not determine the frequency of
these fluctuations. Both the baroclinic and barotropic compo-
nents have more frequent monthly fluctuations in SAMBA
than in the ensemble (Fig. 5). These high-frequency varia-
tions could be caused by ocean eddy variability and vari- The ensemble-mean (and 1/12◦GLORYS12V1 reanaly-
sis) transports have no long-term trend over 1993–2020, al-
though the trends in the individual reanalyses differ, and ob-
servational estimates increase over this period. All estimates
of the time-mean MOC are similar (∼15.5–18.7 Sv), but rel-
ative to the ensemble-mean value there is greater spread in
the MHT (0.31–0.61 PW), with the ensemble mean weaker
than SAMBA observations. Monthly-mean MOC and MHT
in the ensemble, the 1/12◦GLORYS12V1 reanalysis, and
an altimeter-based estimate (Dong et al., 2021) vary signif- https://doi.org/10.5194/sp-1-osr7-4-2023 State Planet, 1-osr7, 4, 2023 State Planet, 1-osr7, 4, 2023 CHAPTER2.2 CHAPTER2.2 J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates 12 J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates icantly less than those from the SAMBA array. In contrast,
energy-budget estimates of MHT (Mayer et al., 2022) have
a large monthly-mean variability comparable to SAMBA. Both the monthly-mean MOC and MHT in the ensemble
are significantly correlated with the altimeter-based estimate
across the whole 1993–2020 period (although most of the
skill is from the seasonal cycle), whereas correlations with
SAMBA estimates are not significant. 5
Conclusions Similarly, the barotropic velocity (ver-
tically averaged velocity) in the reanalyses can be compared
with that used by the in situ altimetry and SAMBA methods
to reference the flow. We also suggest exploring the horizon-
tal resolution of SAMBA moorings used on the boundaries
since it may alias variability here, with too few sites over
steeply sloping topography. The impact of array resolution
on SAMBA could be inferred by recalculating the baroclinic
and barotropic components of the MOC in the ensemble us-
ing only a subset of their vertical density profiles. Reanaly-
ses could therefore provide information on whether modifi-
cations to the observational density across the SAMBA array
may provide more robust observational transport estimates. Use of the expanded set of moorings will also allow us to
determine the importance of the aliasing of variability on
the boundaries. Since the reanalyses are in reasonable agree-
ment with altimeter-based estimates but not with SAMBA,
this prompts closer inspection of the methodologies used to
make the computations. Disclaimer. Publisher’s note: Copernicus Publications remains
neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Acknowledgements. We thank two anonymous reviewers for
their constructive comments that improved this study. Review statement. This paper was edited by Pierre Brasseur and
reviewed by two anonymous referees. Review statement. This paper was edited by Pierre Brasseur and
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floats at parking level and at the sea surface, IPRC Technical
Note No. 4, 16 pp., 2007. Mignac, D., Ferreira, D., and Haines, K.: South Atlantic meridional
transports from NEMO-based simulations and reanalyses, Ocean
Sci., 14, 53–68, https://doi.org/10.5194/os-14-53-2018, 2018. Lellouche, J.-M., Le Galloudec, O., Drévillon, M., Régnier, C.,
Greiner, E., Garric, G., Ferry, N., Desportes, C., Testut, C.-E.,
Bricaud, C., Bourdallé-Badie, R., Tranchant, B., Benkiran, M.,
Drillet, Y., Daudin, A., and De Nicola, C.: Evaluation of global Nadeau, L. P. and Jansen, M. F.: Overturning Circulation Pathways
in a Two-Basin Ocean Model, J. Phys. Oceanogr., 50, 2105–
2122, https://doi.org/10.1175/JPO-D-20-0034.1, 2020. Y., Daudin, A., and De Nicola, C.: Evaluation of globa State Planet, 1-osr7, 4, 2023 https://doi.org/10.5194/sp-1-osr7-4-2023 CHAPTER2.2 Satellite monitoring of surface phytoplankton functional
types in the Atlantic Ocean over 20 years (2002–2021) n of the Copernicus Ocean State Report (OSR7) Hongyan Xi1, Marine Bretagnon2, Svetlana N. Losa1,3, Vanda Brotas4, Mara Gomes4, Ilka Peeken1,
Leonardo M. A. Alvarado1, Antoine Mangin2, and Astrid Bracher1,5
1Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Bremerhaven, Germany
2ACRI-ST, Sophia Antipolis CEDEX, France
3Shirshov Institute of Oceanology, Russian Academy of Sciences, Moscow, Russia
4MARE/ARNET – Marine and Environmental Sciences Centre, Faculdade de Ciências, Universidade de
Lisboa, Campo Grande, Lisbon, Portugal
5Institute of Environmental Physics, University of Bremen, Bremen, Germany Hongyan Xi1, Marine Bretagnon2, Svetlana N. Losa1,3, Vanda Brotas4, Mara Gomes4, Ilka Peeken1,
Leonardo M. A. Alvarado1, Antoine Mangin2, and Astrid Bracher1,5
1Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Bremerhaven, Germany
2ACRI-ST, Sophia Antipolis CEDEX, France
3Shirshov Institute of Oceanology, Russian Academy of Sciences, Moscow, Russia
4MARE/ARNET – Marine and Environmental Sciences Centre, Faculdade de Ciências, Universidade de
Lisboa, Campo Grande, Lisbon, Portugal
5Institute of Environmental Physics, University of Bremen, Bremen, Germany rnicus Ocean State Report (OSR7) Correspondence: Hongyan Xi (hongyan.xi@awi.de) Correspondence: Hongyan Xi (hongyan.xi@awi.de)
Received: 30 July 2022 – Discussion started: 30 September 2022
Revised: 24 January 2023 – Accepted: 17 March 2023 – Published: 27 September 2023 ean State Report (OSR7) Received: 30 July 2022 – Discussion started: 30 September 2022
Revised: 24 January 2023 – Accepted: 17 March 2023 – Published: 27 September 2023 Abstract. An analysis of multi-satellite-derived products of four major phytoplankton functional types (PFTs –
diatoms, haptophytes, prokaryotes and dinoflagellates) was carried out to investigate the PFT time series in the
Atlantic Ocean between 2002 and 2021. The investigation includes the 2-decade trends, climatology, phenology
and anomaly of PFTs for the whole Atlantic Ocean and its different biogeochemical provinces in the surface
layer that optical satellite signals can reach. The PFT time series over the whole Atlantic region showed mostly
no clear trend over the last 2 decades, except for a small decline in prokaryotes and an abrupt increase in diatoms
during 2018–2019, which is mainly observed in the northern Longhurst provinces. The phenology of diatoms,
haptophytes and dinoflagellates is very similar: at higher latitudes bloom maxima are reached in spring (April
in the Northern Hemisphere and October in the Southern Hemisphere), in the oligotrophic regions in winter
time and in the tropical regions during May to September. In general, prokaryotes show opposite annual cycles
to the other three PFTs and present more spatial complexity. J. A. Baker et al.: South Atlantic MOC and MHT variations in observation-based estimates T., and Cheng, L.:
Observation-Based Estimates of Global and Basin Ocean Merid-
ional Heat Transport Time Series, J. Climate, 32, 4567–4583,
https://doi.org/10.1175/JCLI-D-18-0872.1, 2019b. Weijer, W., de Ruijter, W. P. M., Sterl, A., and Drijfhout, S. S.:
Response of the Atlantic overturning circulation to South At-
lantic sources of buoyancy, Glob. Planet. Change, 34, 293–311,
https://doi.org/10.1016/S0921-8181(02)00121-2, 2002. State Planet, 1-osr7, 4, 2023 CHAPTER2.2 CHAPTER2.2 Chapter 2.3 – 7th edition of the Copernicus Ocean State Report (OSR7) Chapter 2.3 – 7th edition of the Co State Planet, 1-osr7, 5, 2023
https://doi.org/10.5194/sp-1-osr7-5-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License. Chapter 2.3 – 7th edition of the Copernicus Ocean ter 2.3 – 7th edition of the Copernicus Ocean State Report (O 1
Introduction Phytoplankton diversity is very high, summarized in
phytoplankton functional types (PFTs) as prokaryotes
(cyanobacteria) and eukaryotes, including diatoms, hapto-
phytes and dinoflagellates. Depending on area, season and
size class, different PFTs can act as dominating organisms
in the food web and, therefore, regulate the seasonality of
the predators (Käse and Geuer, 2018). Diatoms, known as
major silicifiers, have silica frustules that surround and pro-
tect the cells and sink rapidly out of the surface layer of
the ocean, contributing to the transport of carbon, nitrogen
and silica to deeper waters (IOCCG, 2014). Haptophytes are
another very abundant PFT in the global ocean occurring
mainly in the middle-sized (2–20 µm) range. The prominent
subgroup within haptophytes consists of coccolithophores,
which have been considered a critical component of marine
environments because of their dual capacity to fix environ-
mental carbon via biomineralization (calcium carbonate, cal-
cite) and through photosynthesis (Reyes-Prieto et al., 2009). Dinoflagellates are also one of the largest groups of marine
eukaryotes, although most species are, on average, smaller
than the average of diatom species. The majority of dinoflag-
ellate species are autotrophic and tend to thrive under sta-
ble conditions. Due to their motility and ability to regulate
their position in the water column, they can outcompete other
phytoplankton and sometimes accumulate rapidly, resulting
in a visible coloration of the water, known as harmful algal
blooms (IOCCG, 2014). Prokaryotes as picophytoplankton
are abundant in many ocean regions (notably at mid-latitudes
to low latitudes but also others) and also account for a sub-
stantial fraction of marine primary production, with the two
taxa being Synechococcus and Prochlorococcus in tropical
regions (Flombaum et al., 2013). Phytoplankton in the sunlit layer of the ocean act as the
base of the marine food web fueling fisheries and also regu-
late key biogeochemical processes. Climate-induced changes
causing temperature rise, ocean acidification and ocean de-
oxygenation stress the ocean’s contemporary biogeochem-
ical cycles and ecosystems, thereby impacting the phyto-
plankton communities (Gruber, 2011; Gruber et al., 2021;
Bindoff et al., 2019). Related to this, the changing nutri-
ent and light availability, particularly in the polar oceans, is
also critical for the development of phytoplankton commu-
nities (Käse and Geuer, 2018). Satellite monitoring of surface phytoplankton functional
types in the Atlantic Ocean over 20 years (2002–2021) The PFT anomaly (in percent) of 2021 compared
to the 20-year mean reveals mostly a slight decrease in diatoms and a prominent increase in haptophytes in
most areas of the high latitudes. Both diatoms and prokaryotes show a mild decrease along coastlines and an
increase in the gyres, while prokaryotes show a clear decrease at mid-latitudes to low latitudes and an increase
on the western African coast (Canary Current Coastal Province, CNRY and Guinea Current Coastal Province,
GUIN) and southwestern corner of North Atlantic Tropical Gyral Province (NATR). Dinoflagellates, as a minor
contributor to the total biomass, are relatively stable in the whole Atlantic region. This study illustrated the
past and current PFT state in the Atlantic Ocean and acted as the first step to promote long-term consistent
PFT observations that enable time series analyses of PFT trends and interannual variability to reveal potential
climate-induced changes in phytoplankton composition on multiple temporal and spatial scales. Published by Copernicus Publications. CHAPTER2.3 CHAPTER2.3 CHAPTER2.3 H. Xi et al.: Atlantic PFT observations over 20 years 2 Table 1. Products used. Table 1. Products used. Table 1. Products used. Product
Product ID and type
Data access
Documentation
ref. no. 1
OCEANCOLOUR_GLO_BGC_L4_MY_009_104;
EU Copernicus
Quality Information Document (QUID):
satellite observations
Marine Service
Garnesson et al. (2022);
Product (2022)
Product User Manual:
Colella et al. (2022)
2
PFTs derived from SeaWiFS-/MODIS-/MERIS-merged
Our own archive
Xi et al. (2021)
products for the period of January 2012 to
April 2012; satellite observations
3
PFTs derived from Sentinel 3A OLCI product for
Our own archive
Xi et al. (2021)
the period of May 2016 to December 2016;
satellite observations
4
In situ PFT data; in situ observations
Xi et al. (2023)
Xi et al. (2023) 1
Introduction These algorithms use multi-spectral reflectance data from
OC satellites and sea surface temperature data to estimate
chl a concentration of six major phytoplankton groups. Here,
we focus only on four PFTs, which on the whole account for
the major part of the biomass in the Atlantic Ocean. Applied
to multi-sensor merged products and Sentinel 3A Ocean and
Land Colour Instrument (OLCI) data, the algorithms enable
us to generate global PFT products, which have been avail-
able from the EU Copernicus Marine Service since 2020 and
are updated regularly, providing global chl a data with per-
pixel uncertainty for diatoms, haptophytes, dinoflagellates,
chlorophytes and phototrophic prokaryotes spanning the pe-
riod from 2002 until today. Table 1): (1) merged remote sensing reflectance (Rrs) prod-
ucts at 9 bands from SeaWiFS, MODIS and MERIS from
July 2002 to December 2011; (2) merged Rrs products at 9
bands from MODIS and VIIRS from January 2012 to De-
cember 2016; and (3) Rrs products at 11 bands from Sentinel
3A OLCI from January 2017 to December 2021 (Table 1;
Xi et al., 2021). In this section, monthly PFT products with
25 km resolution in the open ocean (depth > 200 m) are used
for spatiotemporal analysis in the Atlantic Ocean spanning
the period from July 2002 to December 2021. p
y
Consistency of satellite data is checked with the follow-
ing details. As the product developer we have addition-
ally generated PFT retrievals from different sensor com-
binations but with overlapping time periods. PFT prod-
ucts from SeaWiFS-/MODIS-/MERIS-merged data and that
from MODIS-/VIIRS-merged data have a 4-month overlap
from January to April 2012 (product ref. no. 2 in Table 1),
and MODIS-/VIIRS-derived PFTs are overlapped with the
OLCI-derived PFTs since May 2016 (product ref. no. 3 in
Table 1). To produce consistent PFT products over the last
2 decades for the Atlantic Ocean, we compare PFT retrievals
within these overlapped periods to identify the systematic
differences between two data sources and then set up the cor-
rection functions through linear regressions by taking into
account the per-pixel uncertainty. Sections 2.3 and 3.3 in Xi
et al. (2021) may be referred to for a detailed description
of the per-pixel uncertainty assessment of the PFT products. 1
Introduction In the past decades, satel-
lite observations of ocean color (OC) information, espe-
cially the surface chlorophyll a concentration (chl a) as a
proxy for phytoplankton biomass, have been able to revolu-
tionize our understanding of biogeochemical processes and
provide insights into the changes in phytoplankton and in-
ferred productivity driven by climate change (e.g., Antoine
et al., 2005; Gregg and Rousseaux, 2014; McClain, 2009;
Behrenfeld et al., 2016; Kulk et al., 2020). However, phyto-
plankton biomass does not provide a full description of the
complex nature of phytoplankton community and function. Phytoplankton composition varies across ocean biomes, and
the different phytoplankton groups influence marine ecosys-
tem and biogeochemical processes differently (Bracher et
al., 2017). Continuous monitoring of phytoplankton com-
position is important not only to understand the biogeo-
chemical processes such as nutrient uptake and carbon and
energy transfer, but also for fisheries, ocean environment,
water quality and even human health when certain species
cause, for example, harmful algal blooms (Quéré et al., 2005;
Bindoff et al., 2019; Bracher et al., 2022). PFTs have been the focus of various studies carried out
worldwide as well as in the Atlantic Ocean, providing rich
and valuable knowledge of PFT assessments in terms of their State Planet, 1-osr7, 5, 2023 https://doi.org/10.5194/sp-1-osr7-5-2023 CHAPTER2.3 H. Xi et al.: Atlantic PFT observations over 20 years 3 abundance, distribution, phenology, roles in the primary pro-
duction, and relationship to other physical and biological pa-
rameters (e.g., Head and Pepin, 2010; Brotas et al., 2013,
2022; Soppa et al., 2016; Brewin et al., 2017; Moisan et
al., 2017; Bolaños et al., 2020; Yang et al., 2020). Informa-
tion of phytoplankton composition with respect to the func-
tional types and size classes can be retrieved by ocean color
algorithms based on different types of input data. However,
most of the studies focus on either a certain PFT (e.g., Lange
et al., 2020), a short time period or a limited spatial coverage
(e.g., Bracher et al., 2020; Brotas et al., 2022). A complete,
systematic frame for the long-term monitoring of multiple
PFTs on a wide scale is yet to be established. Previously, we
have developed and further improved an approach (referred
to as EOF-PFT) consisting of a set of empirical-orthogonal-
function-based PFT algorithms thanks to a large global in
situ PFT data set based on HPLC (high-performance liquid
chromatography)-measured pigments (Xi et al., 2020, 2021). 2.2
In situ PFT data and matchup extraction To evaluate the satellite PFT products, we use in situ HPLC
pigment data from past expeditions between 2009 and 2019
covering the whole Atlantic pole-to-pole region (65◦S to
80◦N), which included 11 expeditions from the North At-
lantic to the Arctic Fram Strait (PS74, PSS76, PS78, PS80,
PS85, PS93.2, PS99.1, PS99.2, PS106, PS107, PS121), four
expeditions in the Atlantic Ocean (PS113, PS120, AMT28
and AMT29) and one expedition in the Southern Ocean
(PS103). All pigment data were quality-controlled by apply- 1
Introduction Similar to how the OC-CCI chl a product was merged (Jack-
son, 2020), one of the three sets of PFT products that has
been verified to have the lowest uncertainties (produced on
a pixel basis) and smallest biases when evaluated by in situ
data will be chosen as the reference product. The other two
sets of PFT products will be corrected to it. In the EOF-PFT
approach development stage (Xi et al., 2020, 2021), we no-
ticed that the PFT products derived from SeaWiFS-/MODIS-
/MERIS-merged Rrs data show the lowest per-pixel uncer-
tainties for nearly all the PFT quantities because their corre-
sponding algorithms were trained based on a larger and more
widely covered matchup data set between the satellite and
in situ observations. Therefore, we take SeaWiFS-/MODIS-
/MERIS-derived PFTs as a reference to correct the other two
PFT data sets derived from MODIS-/VIIRS-merged data and
OLCI data, respectively. In this section, we combine these PFT data sets of dif-
ferent sensors, covering various lifespans and radiometric
characteristics, into consistent long-term satellite PFT prod-
ucts. The 2-decade quality-assured global PFT data sets for
the Atlantic Ocean (50◦S to 50◦N, 60◦W to 10◦E) are
derived by correcting the input-sensor-specific PFT prod-
ucts using inter-sensor comparisons with uncertainty esti-
mations, which then allow us to (1) evaluate Copernicus
Marine Service PFT products and improve their continuity
along the products derived from different satellite sensors
and (2) analyze PFT time series in the last 2 decades in terms
of climatology, trends, anomaly and phenology of multiple
PFTs in the Atlantic Ocean and its different biogeochemical
provinces (Longhurst, 2007). 2.3
Time series analysis We focus on preliminary explorations of the calibrated PFT
products to reveal and understand the trends of and varia-
tions in Atlantic PFTs in the last 2 decades. We derive the
PFT time series of the whole Atlantic region, on different
regional scales and also at the per-pixel level. For regional
scales, PFT data of the Atlantic Ocean are partitioned into
smaller regions using Longhurst’s geographic classification
system of biomes and provinces (Longhurst, 2007; Flanders
Marine Institute, 2009). We determine the annual cycle (cli-
matology) based on both pixel data and regional log-based
mean values and derive anomalies to observe the interannual
changes and detect trends reflected by the satellite observa-
tions. Time series analysis is done both per pixel and for the
whole region or province. We investigate the trends in the
PFTs for the last 20 years using linear regression in the for-
mat of Y = SX +I, where Y is the monthly PFT chl a either
per pixel or of the regional log-based mean, X is the time
on a monthly basis, S is the slope of the regression, and I
is the intercept. Only trends with statistically significant cor-
relations of the regression (p < 0.05) are shown. Indicators
of PFT phenology and the anomaly of 2021 (the last year
of the considered time period) are also extracted in order to
identify potential changes/shifts in PFTs. Abundance max-
ima time, as one of the phenology indicators, is identified
for each pixel by finding the month when the maximum PFT
chl a occurred during the year. Anomaly in percent is deter-
mined by computing the relative difference between the PFT
state of 2021 and the average state of the last 2 decades (i.e.,
climatology). Figure 1. Scatterplots of monthly PFTs derived from SeaWiFS- g
p
y
/MODIS-/MERIS-merged and MODIS-/VIIRS-merged Rrs data for
the overlapping period January–April 2012. (a) Diatoms, (b) hap-
tophytes, (c) prokaryotes and (d) dinoflagellates. The 1 : 1 line is
shown in black and the linear regression line (using type II regres-
sion with per-pixel uncertainty) in red. R2, slopes and offsets deter-
mined in log-10 scale are also presented. merged data for the overlapped 4 months (January–April
2012). PFT retrievals from different satellite sensors show
some differences but overall correlate well with each other
(R2 > 0.82). 2.3
Time series analysis Type II linear regression between the retrievals
from two satellite data sources is determined for each
PFT by accounting for the per-pixel uncertainty. The slope
and intercept values are then used to correct the MODIS-
/VIIRS-derived PFTs to the SeaWiFS-/MODIS-/MERIS-
derived ones so that they are overall consistent, though the
pixelwise discrepancy still exists. The same is applied to
the Sentinel 3A OLCI-derived PFTs by comparing them to
the corrected MODIS-/VIIRS-derived PFTs for the over-
lapped period April–December 2016 so that all PFT data
from both MODIS/VIIRS and OLCI are now referenced
to SeaWiFS-/MODIS-/MERIS-derived PFTs. Though R2 is
slightly weaker (R2 between 0.77 and 0.83) compared to
that from the MODIS-/VIIRS- versus SeaWiFS-/MODIS-
/MERIS-derived PFTs (R2 between 0.82 and 0.98), OLCI-
derived PFTs still showed overall good correlations to the
corrected MODIS/VIIRS data, with regression slopes be-
tween 0.83 and 1.03, despite prokaryote chl a retrievals from
OLCI data being higher in general. H. Xi et al.: Atlantic PFT observations over 20 years 4 Figure 1. Scatterplots of monthly PFTs derived from SeaWiFS-
/MODIS-/MERIS-merged and MODIS-/VIIRS-merged Rrs data for
the overlapping period January–April 2012. (a) Diatoms, (b) hap-
tophytes, (c) prokaryotes and (d) dinoflagellates. The 1 : 1 line is
shown in black and the linear regression line (using type II regres-
sion with per-pixel uncertainty) in red. R2, slopes and offsets deter-
mined in log-10 scale are also presented. ing the method by Aiken et al. (2009). Diagnostic pigment
analysis was carried out to determine the in situ PFT chl a
concentrations with newly tuned weighting coefficients by
Alvarado et al. (2022), according to Vidussi et al. (2001) and
Uitz et al. (2006), modified as in Hirata et al. (2011) and
Brewin et al. (2015). In situ PFT data (product ref. no. 1 in
Table 1) are then used to validate the corrected PFTs by ex-
tracting matchups between daily 4 km PFT products from the
Copernicus Marine Service and the in situ data. For each in
situ measurement a matchup of 3×3 pixels around the in situ
location on the same day was extracted. Averaged data based
on 3 × 3 pixels were computed following the matchup pro-
tocol as in Xi et al. (2020, 2021), including only matchups
containing at least 50 % of valid pixels with a coefficient of
variation (CV) of the valid pixel values lower than 0.15. 2.1
PFT products from Copernicus Marine Service Satellite data used in this study are listed in Table 1. Mul-
tiple PFT chl a products with per-pixel uncertainty have
been available from the Copernicus Marine Service since
May 2020, with updates in 2021 and 2022, and were de-
rived from three sets of OC products (product ref. no. 1 in https://doi.org/10.5194/sp-1-osr7-5-2023 State Planet, 1-osr7, 5, 2023 CHAPTER2.3 H. Xi et al.: Atlantic PFT observations over 20 years H. Xi et al.: Atlantic PFT observations over 20 years 3
Results Validation was carried out by comparing the collocated
satellite PFTs with the in situ PFTs using the extracted
matchup data. Statistical results of the validation in Table 2
in general show acceptable agreement between the in situ
and satellite-derived PFTs. Median percent differences (MD-
PDs) are consistent with the median satellite PFT uncertain- 3.1
Inter-sensor corrections of PFT products and
validation with in situ data 3.1
Inter-sensor corrections of PFT products and
validation with in situ data Figure 1 shows the comparison between monthly PFTs from
SeaWiFS-/MODIS-/MERIS-merged and MODIS-/VIIRS- https://doi.org/10.5194/sp-1-osr7-5-2023 State Planet, 1-osr7, 5, 2023 State Planet, 1-osr7, 5, 2023 State Planet, 1-osr7, 5, 2023 CHAPTER2.3 H. Xi et al.: Atlantic PFT observations over 20 years 5 Figure 2. PFT climatology based on monthly PFT chl a products
from 2002 to 2021: (a) diatoms, (b) haptophytes, (c) prokaryotes
and (d) dinoflagellates. Microscopic photos of the representative
species for the four PFTs are presented (photo credit: Alfred We-
gener Institute). ties (relative error in percent) estimated through Monte Carlo
simulation and error propagation in Xi et al. (2021), and for
dinoflagellates they are notably lower. A higher MDPD is
found for prokaryotes due to a systematic overestimation of
the picophytoplankton in the retrieval algorithms for all the
three sets of satellite OC sensors; however, no significant bias
of satellite prokaryote products is detected between different
sensors. Therefore the overestimation should have minor in-
fluence on the time series data of prokaryotes. In addition, a
coarser evaluation by directly comparing the monthly satel-
lite PFTs (which have better spatial coverage) to the in situ
PFTs for the whole cruise track has shown that the PFT varia-
tion regarding regional phytoplankton dynamics observed by
the in situ PFT is very well revealed by satellite PFT maps
(images not shown). These evaluations assure the quality of
the satellite PFTs for time series analysis. 3.2
PFT climatology (2002–2021) Figure 2 shows the climatology (2002–2021) of the four
PFTs generated using satellite monthly PFT products, depict-
ing differences and similarities in terms of PFT chl a magni-
tude and spatial variation among different PFTs. Diatoms, as
major silicifiers, are typically large-celled (> 20 µm, though
species with smaller cells also exist) and highly dependent on
nutrient levels. They are sensitive to the global temperature,
especially to the Equator–pole temperature gradient. The 2-
decade climatology of diatoms in the Atlantic region shows
a clearly higher abundance at high latitudes and in coastal
regions and the lowest abundance (or even undetectable) in
the vast subtropical gyres. Similarly, haptophytes, which are
mostly classified as nanophytoplankton (2–20 µm), also have
a higher abundance at high latitudes and in coastal regions
but span a larger coverage than diatoms. Enhanced abun-
dance level is also found in the equatorial belt. The low-
est abundance of haptophytes is also found in the gyres, but
their abundance is not as low as that of diatoms. Prokaryotes,
commonly referred to as picophytoplankton (< 2 µm), show
the highest abundance at mid-latitudes to low latitudes of the
open Atlantic Ocean. Though spatially showing the lowest
abundance in the gyres, prokaryotes are still the most dom-
inant phytoplankton group in the majority of these regions. Dinoflagellates as a relatively minor contributor to the total
biomass follow a similar distribution pattern to diatoms but
are much lower in abundance at higher latitudes. Figure 2. PFT climatology based on monthly PFT chl a products
from 2002 to 2021: (a) diatoms, (b) haptophytes, (c) prokaryotes
and (d) dinoflagellates. Microscopic photos of the representative
species for the four PFTs are presented (photo credit: Alfred We-
gener Institute). varies from 0.017 to 0.026 mg m−3, and dinoflagellates, with
the lowest mean chl a, are below 0.015 mg m−3. Despite dif-
ferent magnitudes, diatoms, haptophytes and dinoflagellates
present very similar annual cycles, with two biomass peaks
in April and November, indicating the spring blooming es-
pecially at high latitudes in both the Northern Hemisphere
and Southern Hemisphere. In contrast, prokaryotes show a
distinct biomass peak in June–July and a less prominent in-
crease in December–January due to the suppressed growth of
the other PFTs in these periods. H. Xi et al.: Atlantic PFT observations over 20 years H. Xi et al.: Atlantic PFT observations over 20 years 6 Table 2. Statistical validation results of satellite-derived PFT chl a (after inter-mission correction) as a function of in situ PFT chl a using
least square fit in logarithmic scale. N: number of matchups; R2: coefficient of determination; MDPD: median percent difference; RMSD:
root mean square difference; for a definition of equations of these terms please refer to Xi et al. (2020). Note that slope, intercept and R2 were
calculated based on a logarithmic scale. Median uncertainties calculated based on satellite per-pixel PFT uncertainty (equivalent to relative
error in percent, adapted from Xi et al., 2021) are also shown in the last column. N
Slope
Intercept
R2
MDPD
RMSD
Median satellite PFT
(%)
(mg m−3)
uncertainty (%)
Diatoms
192
0.71
−0.27
0.76
60.5
0.30
57.3
Haptophytes
191
0.95
−0.007
0.41
58.9
0.18
41.5
Prokaryotes
187
0.71
0.12
0.36
185
0.06
86.5
Dinoflagellates
144
1.07
0.04
0.66
59.1
0.07
74.3
Figure 3. (a) Annual cycle of the four PFTs of diatoms, haptophytes, prokaryotes and dinoflagellates in the Atlantic Ocean (−50◦S to
50◦N, 60◦W to 10◦E); (b) 20-year time series from 2002 to 2021; and (c) per-pixel slope based on monthly chl a products of diatoms,
(d) haptophytes, (e) prokaryotes and (f) dinoflagellates from 2002 to 2021 (where p < 0.05 is shown; slope unit: chl a mg m−3 per month). Figure 3. (a) Annual cycle of the four PFTs of diatoms, haptophytes, prokaryotes and dinoflagellates in the Atlantic Ocean (−50◦S to
50◦N, 60◦W to 10◦E); (b) 20-year time series from 2002 to 2021; and (c) per-pixel slope based on monthly chl a products of diatoms,
(d) haptophytes, (e) prokaryotes and (f) dinoflagellates from 2002 to 2021 (where p < 0.05 is shown; slope unit: chl a mg m−3 per month). increase (2009–2010), but from 2011 onwards a continuous
decline is again observed. The per-pixel trend of prokaryotes
in Fig. 3e shows that the decreasing trend of prokaryotes is
mainly found at low latitudes and particularly on the west
coast of Africa (Canary Current Coastal Province, CNRY,
and Guinea Current Coastal Province, GUIN; refer to Fig. 4
for Longhurst provinces). Haptophyte time series show the
lowest abundance during 2013–2015, which is then elevated
slightly from 2016 (Fig. 3b). 3.3
PFT trends during 2002–2021 in the Atlantic Ocean Following the climatology study, the annual cycles of the
four PFTs over the whole Atlantic Ocean are also derived by
extracting the mean biomass of the 2 decades for each month
(Fig. 3a). Prokaryotes are clearly the most dominant group,
showing the highest mean of the chl a (0.062–0.072 mg m−3)
over the Atlantic all year round, followed by haptophyte
chl a, which varies from 0.03 to 0.045 mg m−3. Diatom chl a Time series of the monthly PFT data averaged for the
whole Atlantic are shown in Fig. 3b, depicting a signifi-
cant decrease (0.0001 chl a mg m−3 per month, p < 0.01) in
prokaryote chl a, but no significant trend is observed for the
other three PFTs, although some interannual changes are vis-
ible. Between the time window of 2003 and 2008, a slight
decline in prokaryote chl a is observed, followed by a 2-year State Planet, 1-osr7, 5, 2023 https://doi.org/10.5194/sp-1-osr7-5-2023 State Planet, 1-osr7, 5, 2023 CHAPTER2.3 CHAPTER2.3 State Planet, 1-osr7, 5, 2023 H. Xi et al.: Atlantic PFT observations over 20 years A slight increasing trend of hap-
tophytes on the pixel level is found at mid-latitudes to low
latitudes, and a decrease is found near the coast at higher
latitudes (Fig. 3d). Diatom chl a is rather stable until 2017,
with an abrupt increase in 2018–2019 and then a decrease in 2020–2021 to the average level of the last 20 years (Fig. 3b). The per-pixel time series in Fig. 3c shows that a significant
decrease is found only on the west coast of Africa (CNRY),
northwest of the North Atlantic (Northwest Atlantic Shelves
Province, NWCS) and on the Patagonian coast. A very slight
increasing trend of diatoms is presented in the gyres and
equatorial region. Dinoflagellate chl a contributes a very mi-
nor proportion to the total biomass (< 10 %) and has been
relatively stable over the last 2 decades in the whole Atlantic
region (Figs. 3b and f). Time series of diatom chl a in different Longhurst
provinces of the Atlantic are further extracted in order to
investigate whether the abrupt increase in diatoms during State Planet, 1-osr7, 5, 2023 https://doi.org/10.5194/sp-1-osr7-5-2023 CHAPTER2.3 H. Xi et al.: Atlantic PFT observations over 20 years 7 Figure 4. Time series of diatom chl a (mg m−3) in 11 Longhurst provinces in the Atlantic Ocean with bathymetric information based on
ETOPO1 bathymetry (Amante and Eakins, 2009). Provinces according to Longhurst (2007) are NADR for North Atlantic Drift Province,
NWCS for Northwest Atlantic Shelves Province, NASW for North Atlantic Subtropical Gyral Province (West), NASE for North Atlantic
Subtropical Gyral Province (East), NATR for North Atlantic Tropical Gyral Province, CNRY for Canary Current Coastal Province, GUIN
for Guinea Current Coastal Province, WTRA for Western Tropical Atlantic Province, ETRA for Eastern Tropical Atlantic Province, SATL
for South Atlantic Gyral Province, SSTC for South Subtropical Convergence Province and SANT for Subantarctic Water Ring Province,
respectively. Trend lines with slopes (chl a mg m−3 per month) and correlation coefficients are shown for provinces with significant trends
(p < 0.05). Figure 4. Time series of diatom chl a (mg m−3) in 11 Longhurst provinces in the Atlantic Ocean with bathymetric information based on
ETOPO1 bathymetry (Amante and Eakins, 2009). H. Xi et al.: Atlantic PFT observations over 20 years Provinces according to Longhurst (2007) are NADR for North Atlantic Drift Province,
NWCS for Northwest Atlantic Shelves Province, NASW for North Atlantic Subtropical Gyral Province (West), NASE for North Atlantic
Subtropical Gyral Province (East), NATR for North Atlantic Tropical Gyral Province, CNRY for Canary Current Coastal Province, GUIN
for Guinea Current Coastal Province, WTRA for Western Tropical Atlantic Province, ETRA for Eastern Tropical Atlantic Province, SATL
for South Atlantic Gyral Province, SSTC for South Subtropical Convergence Province and SANT for Subantarctic Water Ring Province,
respectively. Trend lines with slopes (chl a mg m−3 per month) and correlation coefficients are shown for provinces with significant trends
(p < 0.05). 2018–2019 took place in the whole Atlantic or only in some
regions. Figure 4 presents large variability in the diatoms in
different regions in terms of both magnitudes of chl a and
temporal trends. In general, high latitudes and coastal re-
gions, where diatom chl a is higher, present high interannual
variation compared to the open ocean at lower latitudes. For
instance, diatoms on the west coast of Africa (CNRY) have in
general decreased in the last 2 decades except for a dramatic
increase in late 2018 and spring 2019, followed by a 2-year
decrease in 2020–2021. Despite an obvious elevation in di-
atoms during 2018–2020, a significant decline in diatoms in
the last 2 decades is still found in the NWCS, consistent with
the trend map shown in Fig. 3c. A slight increase is found in
provinces in the gyres and equatorial region (North Atlantic
Subtropical Gyral Province (West), NASW; NATR; West-
ern Tropical Atlantic Province, WTRA; and South Atlantic
Gyral Province, SATL), with very low diatom chl a (mean chl a < 0.02 mg m−3), and also in the Southern Ocean South
Subtropical Convergence Province (SSTC). The prominent
increase observed during 2018–2019 is mostly contributed
by the North Atlantic Ocean CNRY, North Atlantic Sub-
tropical Gyral Province (East) (NASE) and NASW. Other
provinces such as in the gyres, with elevated diatom chl a
since 2018, also contribute, but only slightly, to this increase
due to much lower diatom chl a there compared to the other
regions. H. Xi et al.: Atlantic PFT observations over 20 years 8 Figure 5. Occurrence month of PFT chl a maxima of 2021 in differ-
ent provinces for (a) diatoms, (b) haptophytes, (c) prokaryotes and
(d) dinoflagellates. Black lines indicate boundaries of Longhurst
provinces as in Fig. 4. pixel for the four PFTs (Fig. 5). Diatoms in the North Atlantic
(> 35◦N) reach the abundance maxima during late spring
(April–May) but earlier (January–February) in the North At-
lantic gyre. In the equatorial region the maxima months vary
between May and August, with the Equator reaching the
maxima the earliest (around May). In the Southern Hemi-
sphere, diatoms reach maxima on average 6 months later than
in the Northern Hemisphere, i.e., in the South Atlantic gyre in
July–August (austral winter) and in October–December (late
spring) in most of the Southern Ocean, which corresponds
well with the maxima seasons in the Northern Hemisphere. Haptophytes and dinoflagellates show similar patterns to di-
atoms but on average bloom 1 month later than diatoms, indi-
cating PFT dominance succession between diatoms and hap-
tophytes in late spring and early summer. Prokaryotes over
the whole Atlantic show a more complex and distinct sea-
sonal cycle compared to the other three PFTs. The per-pixel
phenology map shows that prokaryotes reach an abundance
maximum from autumn to winter at latitudes > 20◦N, and
their maxima time is delayed with decreasing latitude. In
other regions the per-pixel maxima month normally spans a
wider time window of 3 to 5 months, such as in the equatorial
region from January to May, the South Atlantic gyre from
April to August, the western sector of the Southern Ocean
from January to April and the eastern sector from November
to January. Though geographically prokaryotes show more
variation in the phenology, an overall inverse seasonal cycle
is presented compared to diatoms, haptophytes and dinoflag-
ellates, as depicted in Fig. 3a. Anomalies in percent of the four PFTs in 2021 compared
to the average state of the last 2 decades are shown in Fig. 6. The diatom anomaly presents changes mainly at high lati-
tudes and in gyres and some coastal regions (such as CNRY). The anomaly shows mostly lower diatom chl a at high lati-
tudes, except for NWCS and the southeastern part of NADR,
where diatom chl a is increased. In contrast to that, diatom
chl a of 2021 in the gyres is generally higher (∼30 %) com-
pared to the 20-year average state. H. Xi et al.: Atlantic PFT observations over 20 years Note that changes are
shown in percent instead of the absolute values to enhance
the visibility of small absolute changes, which in the gyres
can be very sensitive, as diatom chl a is extremely low there
(< 0.01 mg m−3). The haptophyte anomaly presents changes
in similar regions to diatoms but reversely at high latitudes,
especially in the Southern Ocean, where a more prominent
increase and also larger coverage are observed. An increase
in haptophytes in the area north of the Equator in WTRA
is more significant than diatoms. Different from diatoms
and haptophytes, prokaryotes reveal a very slight decrease
in 2021, mostly at low latitudes within 20◦N–20◦S, with
higher prokaryote chl a on the west coast of Africa, espe-
cially CNRY, whereas only a mild increase (< 20 %) is found
at high latitudes. Dinoflagellates show the most stable state
in 2021 among the four PFTs, with only a slight increase in
chl a in the North Atlantic Ocean above 40◦N and a small
decrease in CNRY. Figure 5. Occurrence month of PFT chl a maxima of 2021 in differ-
ent provinces for (a) diatoms, (b) haptophytes, (c) prokaryotes and
(d) dinoflagellates. Black lines indicate boundaries of Longhurst
provinces as in Fig. 4. 3.4
PFT phenology and anomaly of 2021 The status of the PFTs in the Atlantic Ocean is investigated
specifically in 2021 to reflect the Atlantic ecological state
and changes for this year as compared to the previous years. To better understand the yearly transition and shifting be-
tween different PFTs in the Atlantic Ocean, one of the phe-
nology indicators, abundance maxima time, is mapped per- https://doi.org/10.5194/sp-1-osr7-5-2023 State Planet, 1-osr7, 5, 2023 CHAPTER2.3 CHAPTER2.3 H. Xi et al.: Atlantic PFT observations over 20 years 4
Discussion, conclusions and outlook A systematic time series analysis of PFTs in the Atlantic
Ocean is carried out showing high potential of the Coper-
nicus Marine Service satellite PFTs in monitoring the eco-
logical state of the ocean at different scales. Due to differ-
ent life spans and radiometric characteristics of satellite sen-
sors, there are often inconsistencies and gaps between the
same quantities retrieved from different sensors. Data conti-
nuity and quality assurance are therefore necessary to pro-
vide sound and continuous satellite observations enabling
time series studies (Mélin and Franz, 2014; Sathyendranath
et al., 2019). As preparatory work for such a study aiming at
long-term monitoring of PFTs in the vast Atlantic Ocean, we
applied a straightforward inter-mission bias correction as a
preliminary trial using overlapped PFT products between the
three sets of satellite data. Validation using in situ data shows
no significant biases of PFTs derived from different sensors, State Planet, 1-osr7, 5, 2023 https://doi.org/10.5194/sp-1-osr7-5-2023 CHAPTER2.3 H. Xi et al.: Atlantic PFT observations over 20 years 9 Figure 6. PFT anomaly in percent (%) of 2021 compared to the
20-year mean for (a) diatoms, (b) haptophytes, (c) prokaryotes and
(d) dinoflagellates. Anomaly in percent is defined as (PFT2021 −
climatology)/climatology×100. Black lines indicate boundaries of
Longhurst provinces as in Fig. 4. further explore a more generic method in the future for the
global ocean. However, with these first investigations this
study paves the way to promote satellite PFT products into
long-term time series studies. Satellite PFT products provide robust spatial distributions
which are comparable to in situ data. The 20-year mean of
the four PFTs has presented a trustworthy overview of how
different PFTs vary and are distributed spatially in the sur-
face layer of the Atlantic Ocean. Diatoms, haptophytes and
dinoflagellates share similar geographic patterns, showing
higher abundance at high latitudes and in coastal and equa-
torial upwelling regions, where the nutrient level is generally
high, and minimum abundance in the gyres, especially for
diatoms and dinoflagellates. Prokaryotes are more dominant
in the gyres and at low latitudes but contribute much less to
the total biomass at high latitudes. The findings are consis-
tent with previous studies of phytoplankton group and size
classes (e.g., Hirata et al., 2011; Brewin et al., 2015; Losa
et al., 2017) and are justified in detail in Xi et al. (2020). More recent studies by Bracher et al. (2020) and Brotas et
al. 4
Discussion, conclusions and outlook (2022) based on in situ observations have also revealed
similar PFT latitudinal distribution to our satellite observa-
tions. Furthermore, Brotas et al. (2022) point out that di-
noflagellates can be underestimated in the pigment approach,
due to their pigment variability; some species do not have
the diagnostic pigment peridinin, and there are several het-
erotrophic species where the pigments are absent or strongly
reduced. PFT time series of the last 2 decades are for the first time
generated from multi-satellite observations. For the whole
Atlantic Ocean, no significant trend was found for diatoms,
haptophytes and dinoflagellates over the last 20 years, but a
decline in prokaryotes was observed. However, the per-pixel
trend maps revealed that regional trends are different from
province to province, such as for diatoms; a significant de-
crease was found at latitudes above 40◦and on the west coast
of Africa (CNRY). This was similarly found for haptophytes
as well. There is a clear shift for prokaryotes in 2012: from
2003 to 2012, the average value is higher (0.064 mg m−3),
and the seasonality is clearly defined, whereas from 2013
to 2020, seasonal variations are softened, and the mean
value is lower (0.053 mg m−3). The retreat of MERIS in
2012 should not influence the prokaryote data set very much
for the following reasoning: firstly, such a decline was not
found in other PFTs; secondly, MERIS observed more pix-
els on the coast and at high latitudes, whereas we focus
on the open ocean and have excluded the coastal regions
with bathymetry < 200 m, and this study covers the Atlantic
Ocean between 50◦N to 50◦S. The main reason might be
the relatively lower retrieval accuracy of prokaryotes com-
pared to other PFTs as discussed above in the validation. Our
previous work showed that all of the retrieval models for the
three sets of sensors have poorer performance for prokary-
otic phytoplankton than for other PFT retrievals. This may
cause weaker consistency of prokaryotes for the 2-decade pe- Figure 6. PFT anomaly in percent (%) of 2021 compared to the
20-year mean for (a) diatoms, (b) haptophytes, (c) prokaryotes and
(d) dinoflagellates. Anomaly in percent is defined as (PFT2021 −
climatology)/climatology×100. Black lines indicate boundaries of
Longhurst provinces as in Fig. 4. indicating that the inter-mission offset was effectively cor-
rected. 4
Discussion, conclusions and outlook Retrievals of chl a of different PFTs are more up-
scaled products compared to bulk satellite OC products such
as total chl a, colored dissolved organic matter (CDOM) and
absorption properties. It is especially still challenging to ac-
curately retrieve prokaryotic phytoplankton because in the
open ocean these dominate in the low-chl a areas, where the
satellite signals are weaker. Therefore, higher uncertainties
exist in these products (e.g., Brewin et al., 2017; Losa et
al., 2017; Xi et al., 2021) as compared to uncertainties for
other PFTs (see Table 2). In summary, our statistical results
of PFT validation are comparable to the evaluations of satel-
lite PFT products derived from different approaches, accord-
ing to the Quality Information Documents (QUID) that have
been published by the Copernicus Marine Service (Pardo et
al., 2020; Garnesson et al., 2022). It is noteworthy that the
bias correction only targeted the Atlantic Ocean and might
not be applicable to other ocean regions, which leads us to State Planet, 1-osr7, 5, 2023 https://doi.org/10.5194/sp-1-osr7-5-2023 State Planet, 1-osr7, 5, 2023 CHAPTER2.3 CHAPTER2.3 10 H. Xi et al.: Atlantic PFT observations over 20 years riod even after inter-mission correction. Nevertheless, cover-
age variability among different satellite missions should be
taken into consideration in analyzing long-time-series stud-
ies as the ability of the sensors to observe certain waters may
differ (van Oostende et al., 2022). These findings in terms
of 20-year trends still need to be evaluated further with both
in situ measurements and numerical models, though avail-
able matchup data between in situ and satellite data are very
sparse, and disagreements between models and satellite ob-
servations also exist (Gregg and Rousseaux, 2014). Indeed,
a period of 20 years is not considered to be long enough
for a robust trend analysis as the decadal variability might
be too dominant, and for the Atlantic Ocean on average at
least 35 years is needed to detect a climate-driven trend in
chlorophyll concentration as indicated in Henson et al. (2010,
2016). Nonetheless, the 20-year-long time series provides the
opportunity to observe interesting patterns, such as the di-
atom increase during 2018–2019. Therefore, further inves-
tigation of biophysical interactions and linkage to climate
is necessary to find evidence and interpret the findings ex-
tracted from PFT time series. the structure and function of phytoplankton communities in
the Southern Ocean. 4
Discussion, conclusions and outlook Diatoms and haptophytes as two ma-
jor groups there may be severely subject to these changes. Interestingly, an increase in haptophytes and decrease in di-
atoms indicated that the phytoplankton community structure
has been altered in recent years, which cannot be easily cap-
tured with observations other than satellite PFT time series. In summary, this study illustrates the past and current
PFT state in the Atlantic Ocean and acts as the first step
to promote long-term PFT observations serving as ocean
monitoring indicators (OMIs) implemented in the Coperni-
cus Marine Service that enable time series analyses of PFT
trends and interannual variability to reveal potential climate-
induced changes in phytoplankton composition on multiple
temporal and spatial scales. Data availability. Data and products used in this study, as well
as their availabilities and documentations, are summarized in Ta-
ble 1. In situ HPLC pigment and PFT data used for the vali-
dation of Copernicus Marine Service PFT products are available
on PANGAEA (https://doi.org/10.1594/PANGAEA.954738; Xi et
al., 2023). Data availability. Data and products used in this study, as well
as their availabilities and documentations, are summarized in Ta-
ble 1. In situ HPLC pigment and PFT data used for the vali-
dation of Copernicus Marine Service PFT products are available
on PANGAEA (https://doi.org/10.1594/PANGAEA.954738; Xi et
al., 2023). Phenology maps of the four PFTs correspond well with
their mean annual cycles. Prokaryotes have distinct phenol-
ogy compared to the other three PFTs, which present sim-
ilar annual cycles and close bloom maxima time on a gen-
eral scale despite haptophytes and dinoflagellates reaching
biomass maxima a bit later than diatoms in some regions. This section has chooses only one coarse phenological index,
the time of the maxima, using monthly satellite products,
which has shown the capability of the Copernicus Marine
Service satellite PFTs in revealing PFT shifting and growth
state at a larger scale than traditional means that rely on ex-
tensive ship-based measurements and long-term monitoring
stations (e.g., Bracher et al., 2020; Nöthig et al., 2020; Yang
et al., 2020). More phenological indices, including the PFT
growth duration, biomass amplitude and start and ending
dates, could be considered using higher-temporal-resolution
products to fully understand the patterns of and interannual
variability in the PFT phenology (Soppa et al., 2016). Author contributions. HX, AB and AM conceptualized the
study. HX designed and carried out the experiments. State Planet, 1-osr7, 5, 2023 4
Discussion, conclusions and outlook MB provided
support in satellite products and matchup data extraction. VB, MG
and IP contributed to in situ data compilation for validation. SNL
and LMAA helped with data analysis. HX drafted and revised the
manuscript with contributions from all co-authors. Competing interests. The contact author has declared that none
of the authors has any competing interests. Disclaimer. Publisher’s note: Copernicus Publications remains
neutral with regard to jurisdictional claims in published maps and
institutional affiliations. The PFT anomaly of 2021 compared to the 20-year mean
reveals mostly a slight decrease in diatoms above 40◦N/S
(except for the southeastern part of NADR) and a signifi-
cant increase in haptophytes in most areas of the high lat-
itudes, which corresponds well with the hypothesis of “At-
lantification” proposing that smaller phytoplankton are ex-
panding to high latitudes (e.g., Nöthig et al., 2015; Neuker-
mans et al., 2018; Oziel et al., 2020). A decline in silicate
and nitrate concentrations might contribute to the decrease in
diatoms in the North Atlantic as indicated in the Copernicus
Ocean State Report 5 by von Schuckmann et al. (2021). In
contrast to this, most changes in the Southern Ocean were
found at latitudes higher than 40◦S, which is the region
of the Great Calcite Belt. Deppeler and Davidson (2017)
pointed out that climate-induced changes such as higher tem-
perature and shallow mixed-layer depth are expected to alter Acknowledgements. We thank the European Union’s Horizon
2020 Research and Innovation Programme under grant agreement
810139 for the project Portugal Twinning for Innovation and Ex-
cellence in Marine Science and Earth Observation – PORTWIMS
and the Copernicus Marine Service Evolution project GLOPHYTS
(grant no. 21036L05B-COP-INNO SCI-9000) for funding. Coper-
nicus Marine Service is implemented by Mercator Ocean Interna-
tional in the framework of a delegation agreement with the Eu-
ropean Union. Astrid Bracher and Svetlana N. Losa were sup-
ported by the DFG (German Research Foundation) Transregional
Collaborative Research Center ArctiC Amplication: Climate Rel-
evant Atmospheric and SurfaCe Processes, and Feedback Mecha-
nisms (AC)3 (Project C03, grant no. 268020496 – TRR 172) and by
the ESA S5P+Innovation Theme 7 Ocean Colour (S5POC) project
(grant no. 4000127533/19/I-NS). Svetlana N. Losa’s work was also State Planet, 1-osr7, 5, 2023 https://doi.org/10.5194/sp-1-osr7-5-2023 CHAPTER2.3 11 H. Xi et al.: Atlantic PFT observations over 20 years Bindoff, N. L., Cheung, W. W. L., Kairo, J. G., Arístegui, J.,
Guinder, V. 4
Discussion, conclusions and outlook A., Hallberg, R., Hilmi, N., Jiao, N., Karim, M. S., Levin, L., O’Donoghue, S., Purca Cuicapusa, S. R., Rinke-
vich, B., Suga, T., Tagliabue, A., and Williamson, P.: Chang-
ing Ocean, Marine Ecosystems, and Dependent Communities,
in: IPCC Special Report on the Ocean and Cryosphere in
a Changing Climate, edited by: Pörtner, H.-O., Roberts, D. C., Masson-Delmotte, V., Zhai, P, Tignor, M., Poloczanska,
E., Mintenbeck, K., Alegría, A., Nicolai, M., Okem, A., Pet-
zold, J., Rama, B., and Weyer, N. M., Cambridge University
Press, Cambridge, UK and New York, NY, USA, 447–587,
https://doi.org/10.1017/9781009157964.007, 2019. partly made in the framework of the state assignment of the Fed-
eral Agency for Scientific Organizations (FASO) Russia (theme
FMWE-2021-0014). The contribution by Leonardo M. A. Alvarado
was supported by the Federal Ministry of Economics and Tech-
nology (BMWi) and German Aerospace Center (DLR) (grant no. 50EE1915) within the project TypSynSat. We also thank Gavin Til-
stone (PML), Giorgio Dall’Olmo (OGS) and Robert Brewin (Uni-
versity of Exeter) for AMT28 and AMT29 pigment data. Thanks to
NASA, ESA and EUMETSAT for the SeaWiFS, MODIS, VIIRS,
MERIS and OLCI data and especially the ACRI-ST GlobColour
team for providing OLCI and merged ocean colour L3 products. The captain, crew and expedition scientists are also acknowledged
for their support during the expeditions. We finally thank Sorin Con-
stantin and the other two anonymous reviewers who helped to im-
prove this work by providing constructive comments. Bolaños, L. M., Karp-Boss, L., Choi, C. J., Worden, A. Z., Graff.,
J. R., Haëntjens, N., Chase, A. P., Della Penna, A., Gaube, P.,
Morison, F., Menden-Deuer, S., Westberry, T. K., O’Malley, R. T., Boss, E., Behrenfeld, M. J., and Glovannoni, S. J.: Small
phytoplankton dominate western North Atlantic biomass, The
ISME Journal, 14, 1663–1674, https://doi.org/10.1038/s41396-
020-0636-0, 2020. Financial support. This research has been supported by the
H2020 European Research Council (grant no. 810139), European
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the Deutsche Forschungsgemeinschaft (grant no. 268020496), Eu-
ropean Space Agency (grant no. 4000127533/19/I-NS-S5P+I-OC),
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Mediterranean Sea tion of the Copernicus Ocean State Report (OSR7) Ali Aydogdu1, Pietro Miraglio1, Romain Escudier2, Emanuela Clementi1, and Simona Masina1
1Ocean Modeling and Data Assimilation Division, Fondazione Centro Euro-Mediterraneo sui Cambiamenti
Climatici, Bologna, Italy
2Observations pour Les Systèmes D’analyse et de Prévision, Mercator Ocean International, Toulouse, France Ali Aydogdu1, Pietro Miraglio1, Romain Escudier2, Emanuela Clementi1, and Simona Masina1
1Ocean Modeling and Data Assimilation Division, Fondazione Centro Euro-Mediterraneo sui Cambiamenti
Climatici, Bologna, Italy
2Observations pour Les Systèmes D’analyse et de Prévision, Mercator Ocean International, Toulouse, France Ali Aydogdu1, Pietro Miraglio1, Romain Escudier2, Emanuela Clementi1, and Simona Masina1
1Ocean Modeling and Data Assimilation Division, Fondazione Centro Euro-Mediterraneo sui Cambiamenti
Climatici, Bologna, Italy
2Observations pour Les Systèmes D’analyse et de Prévision, Mercator Ocean International, Toulouse, France 1Ocean Modeling and Data Assimilation Division, Fondazione Centro Euro-Mediterraneo sui Cambiame
Climatici, Bologna, Italy
2Observations pour Les Systèmes D’analyse et de Prévision, Mercator Ocean International, Toulouse, Fra
Correspondence: Ali Aydogdu (ali.aydogdu@cmcc.it)
Received: 25 August 2022 – Discussion started: 26 September 2022
Revised: 14 April 2023 – Accepted: 2 May 2023 – Published: 27 September 2023 Correspondence: Ali Aydogdu (ali.aydogdu@cmcc.it)
Received: 25 August 2022 – Discussion started: 26 September 2022
Revised: 14 April 2023 – Accepted: 2 May 2023 – Published: 27 September 2023 Correspondence: Ali Aydogdu (ali.aydogdu@cmcc.it) Correspondence: Ali Aydogdu (ali.aydogdu@cmcc.it)
Received: 25 August 2022 – Discussion started: 26 September 2022
Revised: 14 April 2023 – Accepted: 2 May 2023 – Published: 27 September 2023 Received: 25 August 2022 – Discussion started: 26 September 2022
Revised: 14 April 2023 – Accepted: 2 May 2023 – Published: 27 September 2023 us Ocean State Report (OSR7) Abstract. The Mediterranean Sea (MED) is a semi-enclosed basin with an excess amount of evaporation com-
pared to the water influx through precipitation at the surface and river runoff on the land boundaries. The deficit
in the water budget is balanced by the inflow in the Strait of Gibraltar and Turkish Straits System connecting
the Mediterranean with the less saline Atlantic Ocean and the Black Sea, respectively. There is evidence that the
Mediterranean region is a hotspot in a warming climate, which will possibly change the water cycle significantly,
but with large uncertainties. Therefore, it is inevitable to monitor the evolution of the essential ocean variables
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© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License. Chapter 2.4 – 7th edition of the Copernicus Ocean ter 2.4 – 7th edition of the Copernicus Ocean State Report (O The dynamical role of upper layer salinity in the
Mediterranean Sea In this work, we evaluate the evolu-
tion of the salinity content and anomaly between 0–300 m in the Mediterranean Sea during the last decades using
the Copernicus Marine Service reanalysis and in situ objective analysis products. The results show an increasing
mean salinity with a stronger trend in the eastern Mediterranean (EMED) basin. The spread of the products im-
plies a larger variability in the western Mediterranean (WMED) basin, while the standard deviation is lower in
the eastern side, especially in the Ionian and the Levantine basins. lantic Ocean and Black Sea waters flow into the basin with
an annual net inflow of 0.78 ± 0.05 Sv (Soto-Navarro et al.,
2010) and 0.05 ± 0.04 Sv (Jarosz et al., 2013), respectively. These density contrasts contribute to the wind-driven circu-
lation and generate a highly energetic anti-estuarine circu-
lation (Cessi et al., 2014). The salinity of the Atlantic Wa-
ters (AW) entering through the Straight of Gibraltar is about
36.2 psu. The salinity of the Dardanelles Strait can vary sig-
nificantly and it can be as low as 27 psu (Aydogdu et al.,
2018; Sannino et al., 2017). Recently, Fedele et al. (2022)
studied the characterisation of the Atlantic Waters and Lev-
antine intermediate waters (LIW) from the Argo profiles in
the last 20 years. Their conclusion is a clear salinification
and warming trend which characterised both AW and LIW
over the last 2 decades. Skliris et al. (2018) argue that the
Mediterranean basin salinification is driven by changes in the
regional water cycle rather than by changes in salt transports
at the straits, as it is shown by the water mass transformation Published by Copernicus Publications. 1
Introduction The Mediterranean Sea (MED) is warming (Pisano et al.,
2020). It is evaporating more and more (Skliris et al., 2018;
Jordà et al., 2017) with marine heat waves increasing in in-
tensity, duration and frequency (Juza et al., 2022; Dayan et
al., 2022). The Mediterranean region is a hotspot with global
warming (Tuel and El Tahir, 2020) that will likely alter the
water cycle (Cos et al., 2022). Tracking the changes of the
essential ocean variables (EOVs) is crucial in order to un-
derstand the impact of climate change. Two of these EOVs
are linked to the ocean salinity at the surface and subsur-
face, which will be affected significantly by the surface heat
and freshwater fluxes. The global water cycle modulating
the ocean salinity is a key element of the Earth’s climate
(Cheng et al., 2020). In the Mediterranean Sea, freshwater
fluxes through the land (rivers) and atmosphere (evaporation
and precipitation) are balanced by two sea straits, namely
Gibraltar and Dardanelles, from which the less saline At- Published by Copernicus Publications. CHAPTER2.4 2 Table 1. Products from Copernicus Marine Service used in this study. Product ref. no. Product ID and type
Data access
Documentation
1
MEDSEA_MULTIYEAR_PHY_006_004
(MEDREA24, multi-year product) [1987–
2021], numerical models
EU Copernicus
Marine Service Product
(2022a)
Quality Information Document
(QUID): Escudier et al. (2022)
Product User Manual (PUM):
Lecci et al. (2022)
2
MEDSEA_MULTIYEAR_PHY_006_004
(MEDREA24, INTERIM product) [2021],
numerical models
EU Copernicus
Marine Service Product
(2022b)
QUID: Escudier al. (2022)
PUM: Lecci et al. (2022)
3
GLOBAL_REANALYSIS_PHY_001_031
(GREP) [1993–2019], numerical models
EU Copernicus
Marine Service Product
(2022c)
QUID: Desportes et al. (2022)
PUM: Gounou et al. (2022)
4
INSITU_GLO_PHY_TS_OA_MY_013_052
(CORA) [1993–2020], in situ observations
EU Copernicus
Marine Service Product
(2022d)
QUID: Szekely (2022a)
PUM: Szekely (2022b)
5
MULTIOBS_GLO_PHY_TSUV_3D_
MYNRT_015_012
(ARMOR3D)
[1993–
2020], in situ observations and satellite
observations
EU Copernicus Marine
Service Product (2021)
QUID: Grenier et al. (2021)
PUM: Guinehut (2021) Table 1. Products from Copernicus Marine Service used in this study. ocean reanalysis is reviewed in Storto et al. (2019b). The pe-
riod covered by the GREP is 1993–2019. distribution in salinity coordinates. However, we will show
that there is a bigger uncertainty compared to most of the
basin in the radius of influence of both the Gibraltar and Dar-
danelles straits. In Sect. 2, the data and methods used in this
study are presented. In Sect. 1
Introduction 3, the results are shown and dis-
cussed, while in Sect. 4, the conclusions are drawn. As observational products, the gridded reconstructions of
CORA (Szekely et al., 2019) and ARMOR3D (Guinehut et
al., 2012) are adopted. Both datasets are available between
1993 and 2020. In the CORA, the objective analysis is per-
formed on measurements’ anomalies relative to a first guess
provided by monthly climatology for different decades in the
World Ocean Atlas 2013 to accurately reproduce the climate
tendencies; it is interpolated and centred on the 15th of each
month. Instead, in ARMOR3D, the first guess is adopted
from World Ocean Atlas 2018. Both products use an objec-
tive analysis method proposed by Bretherton et al. (1976). 2
Data and methods is normalised by the depth of the water column, which is
constant in our case with z2 = 300 m and z1 = 0 m. SA =
z2
z1
S −Sref
z2 −z1
dz
(2) SA =
z2
z1
S −Sref
z2 −z1
dz (2) psu (psu yr−1)
MED
WMED
EMED
MEDREA24
38.58 (0.0070)
38.15 (0.0055)
38.83 (0.0078)
GREP
38.48 (0.0110)
38.01 (0.0111)
38.87(0.0106)
CORA
38.61 (0.0020)
38.21(0.0019)
38.84 (0.0024)
ARMOR3D
38.64 (0.0027)
38.24 (0.0020)
38.75(0.0032)
Mean
38.57 (0.0056)
38.16 (0.0049)
38.87 (0.0061) Equation (2) is a modified version of the one proposed in
Boyer et al. (2007), which uses the salinity as a proxy for
the equivalent freshwater content. This method has been later
adopted in various studies including, among the others, Hol-
liday et al. (2020), with a density weight to account for baro-
clinic properties of the water column. The formulation in
Boyer et al. (2007) is based on a reference salinity. As an
example, mean values of a basin (Aagaard and Carmack,
1989) is a widely used choice for Sref in global freshwater
content calculations. However, it is argued that since a refer-
ence value can be chosen arbitrarily, this would bring ambi-
guity (Schauer and Losch, 2019) in computing the equivalent
freshwater content. Therefore, in this study, we propose to
evaluate the salinity content and anomaly following Eq. (2)
by choosing Sref as a monthly climatology of each dataset
computed from each product separately between 1993 and
2014. This period is chosen to be consistent with the Ocean
Monitoring Indicators produced previously in the Mediter-
ranean Sea and other Copernicus Marine domains. Further-
more, the calculations are performed in the entire Mediter-
ranean Sea (MED) as well as in its western (WMED) and
eastern (EMED) subbasins, separated at the Sicily Strait. In
Fig. 1, we present the monthly variation of the Sref as an
example only, the one from MEDREA24, which shows a
clear difference in the seasonality in the EMED and WMED,
with a maximum in March and December, respectively. It is
also evident that the Mediterranean monthly salinity refer-
ence shows a seasonal cycle much similar to the one of the
eastern basin (but with different magnitude) characterised by
lower salinity during the summer period and larger values at
the end of the year. 2
Data and methods In this study, the Copernicus Marine Service global and re-
gional reanalyses as well as observational gridded products
are used to explore the role of the salinity variability in the
0–300 m depth among different estimates as well as temporal
and spatial anomalies against a mean. The investigation is performed in the entire Mediterranean
Sea (MED) as well as in the eastern (EMED) and west-
ern (WMED) basins, which have very different characteris-
tics. The salinity mean (S) is computed using Eq. (1) as the
monthly volume (V ) average of each product between 0 and
300 m depth, i.e. excluding the shelf areas close to the coast
with a depth less than 300 m. The Mediterranean 1/24◦resolution regional reanaly-
sis (hereinafter, MEDREA24; Escudier et al., 2021) from
the Copernicus Marine Service is used as a regional high-
resolution product. In this work, MEDREA24 and its in-
terim extension until the end of 2021 are included. More-
over, the 1/4◦resolution Global Reanalysis Ensemble Prod-
uct (hereinafter, GREP) is also used. It consists of the global
reanalysis from Mercator Ocean’s GLORYS2V4 (Lellouche
et al., 2013), UK MetOffice’s GLOSEA5v13 (MacLach-
lan et al., 2014) using the Forecasting Ocean Assimilation
Model (FOAM) system (Blockley et al., 2014), CMCC C-
GLORSv7 (Storto et al., 2016) and ECMWF’s ORAS5 (Zuo
et al., 2017). A study on the ocean heat content and steric
sea level representation in the GREP ensemble can be found
in Storto et al. (2019a). A more general status of the global S = 1
V
V
SdV
(1) S = 1
V
V
SdV (1) The mean of different products and their standard deviation
are evaluated in the common period 1993–2019. Besides this
time frame, the CORA and ARMOR3D time series are avail-
able until 2020, while the MEDREA24 time series is pro-
vided up to 2021 (last 6 months extended in interim mode). The salinity anomalies are computed using Eq. (2). The
difference of the salinity, S, with a reference salinity, Sref, State Planet, 1-osr7, 6, 2023 https://doi.org/10.5194/sp-1-osr7-6-2023 CHAPTER2.4 A. Aydogdu et al.: The dynamical role of upper layer salinity in the Mediterranean Sea 3 A. Aydogdu et al.: The dynamical role of upper layer salinity Table 2. The temporal mean salinity (in psu) and trend (in psu per
year) in the 0–300 m between the common period 1993–2019 for
separate products and their overall mean in Fig. 2. 2
Data and methods the early 2000s following the efforts in the Global Ocean
Data Assimilation (GODAE) together with the Climate Vari-
ability and Predictability Programme (CLIVAR) and the
Global Climate Observing System/Global Ocean Observing
System (GCOS/GOOS), the spread among different prod-
ucts narrows. Possibly, the reanalyses are better constrained
through data assimilation with this novel observation type
(Johnson et al., 2022), which provides high-resolution and
high-frequency temperature and salinity profiles all over the
world’s oceans, while the observation-based gridded prod-
ucts become more confident. The maximum spread between
the period 1993–2019 occurs in the 1990s with a value of
0.096 psu, and it decreases to as low as 0.009 psu by the
end of the 2010s. The mean salinity computed in the en-
tire Mediterranean Sea from all products varies between ap-
proximately 38.5 and 38.6 psu with a spatiotemporal mean of
38.57 psu (Table 2). In the western Mediterranean (Fig. 2b), the overall mean is
centred around 38.16 psu with a larger spread – with a max-
imum and minimum of 0.172 psu and 0.026, respectively –
occurring in the early 2000s. An increase of the mean salin-
ity in 2005 is evident from all the reanalysis products and,
to a lesser extent, from the CORA dataset, for which one of
the many possible reasons is the regime shift as discussed in
Schroeder et al. (2016), corresponding to a major deep-water
formation event at the beginning of the Western Mediter-
ranean Transition (Zunino et al., 2012). https://doi.org/10.5194/sp-1-osr7-6-2023 A. Aydogdu et al.: The dynamical role of upper layer salinity in the Mediterranean Sea They are more confined around the mean in the eastern basin,
which may also explain the lower spread in this area as dis-
cussed below in Fig. 3b. from the EN4 and MEDATLAS datasets, which show a
trend of 0.0096 ± 0.0077 and 0.0088 ± 0.0092, respectively,
in the first 150 m while showing a trend of 0.0067 ± 0.0040
and 0.0067 ± 0.0036 between 150–600 m. The differences in
trend in different products that we used are mainly due to
the discrepancies at the beginning of the time series. The
weak consistency among the reanalyses visible during the
first decade is likely due to the lack of observations not suf-
ficient to constrain the different models, which use differ-
ent physics and initialisation (e.g. Masina and Storto, 2017). The reduction of the spread among the products evolves in
parallel to the increase of the observational coverage after
the advent of the Argo network. The observational products
will be impacted from the scarcity of the observations in the
1990s, since they rely on statistical methods. The trend calcu-
lated for each grid point from the MEDREA24, which is the
analysed product covering the longest period, is presented
in Fig. 2d. The dominant signal in the entire basin is posi-
tive with a larger amplitude in the Balearic Sea, Ionian Sea,
Adriatic Sea, Western Levantine and with a less evident sig-
nal in the Gulf of Lions, Northern Aegean Sea and Eastern
Levantine Basin. A small negative trend zone appears in the
Alboran Sea. The trend in the entire analysed period is about
0.0049 psu yr−1 in the western basin. This is below the rate
of the basin-wide trend, which is larger due to the trend in
the eastern basin (0.0061 psu yr−1). Differences among dif-
ferent products, especially the objectively analysed observa-
tions and GREP, for the trend is larger in the western basin. They are more confined around the mean in the eastern basin,
which may also explain the lower spread in this area as dis-
cussed below in Fig. 3b. it is less evident in the western basin. Along with its interim
extension, MEDREA24 shows an increasing mean salinity
until the end of 2021. All products present larger values after
2016 and a maximum in 2018. The spatial mean, computed between 1993–2014 from all
products in the first 300 m (Fig. A. Aydogdu et al.: The dynamical role of upper layer salinity in the Mediterranean Sea Figure 1. The monthly reference salinity Sref estimates calculated from the MEDREA24 in the period 1993–2014. The green, blue and red
curves show the MED, WMED and EMED regions, respectively on its corresponding vertical axis. The same calculation is done for each
product separately (not shown) to evaluate Eq. (2) to compute salinity anomaly. Figure 1. The monthly reference salinity Sref estimates calculated from the MEDREA24 in the period 1993–2014. The green, blue and red
curves show the MED, WMED and EMED regions, respectively on its corresponding vertical axis. The same calculation is done for each
product separately (not shown) to evaluate Eq. (2) to compute salinity anomaly. from the EN4 and MEDATLAS datasets, which show a
trend of 0.0096 ± 0.0077 and 0.0088 ± 0.0092, respectively,
in the first 150 m while showing a trend of 0.0067 ± 0.0040
and 0.0067 ± 0.0036 between 150–600 m. The differences in
trend in different products that we used are mainly due to
the discrepancies at the beginning of the time series. The
weak consistency among the reanalyses visible during the
first decade is likely due to the lack of observations not suf-
ficient to constrain the different models, which use differ-
ent physics and initialisation (e.g. Masina and Storto, 2017). The reduction of the spread among the products evolves in
parallel to the increase of the observational coverage after
the advent of the Argo network. The observational products
will be impacted from the scarcity of the observations in the
1990s, since they rely on statistical methods. The trend calcu-
lated for each grid point from the MEDREA24, which is the
analysed product covering the longest period, is presented
in Fig. 2d. The dominant signal in the entire basin is posi-
tive with a larger amplitude in the Balearic Sea, Ionian Sea,
Adriatic Sea, Western Levantine and with a less evident sig-
nal in the Gulf of Lions, Northern Aegean Sea and Eastern
Levantine Basin. A small negative trend zone appears in the
Alboran Sea. The trend in the entire analysed period is about
0.0049 psu yr−1 in the western basin. This is below the rate
of the basin-wide trend, which is larger due to the trend in
the eastern basin (0.0061 psu yr−1). Differences among dif-
ferent products, especially the objectively analysed observa-
tions and GREP, for the trend is larger in the western basin. 3
Results and discussion In the eastern Mediterranean (Fig. 2c), the overall mean
is centred around 38.87 psu with a lower spread compared
to the western basin, with a maximum and minimum of
0.086 psu and 0.003, respectively. The Copernicus Marine Service products described in the
previous section allow the assessment of the salinity content
of the Mediterranean Sea along with its anomalies and trends
during the last decades. Overall, for the period between 1993–2019, we note that
the observational products, gridded using optimal interpo-
lation statistical techniques, show a higher average salinity
compared to the reanalysis products that are dynamically in-
tegrated and corrected through data assimilation. The spread
is representing the offset of the products more than their vari-
ability in the entire Mediterranean Sea, as well as in its east-
ern and western subdomains. In Fig. 2, we present the time series of the mean salinity
content in the first 300 m derived from the analysed products
(MEDREA24 in red, GREP ensemble mean in blue, GREP
ensemble members in thin light blue, CORA in dark green,
ARMOR3D in light green) and their overall mean (in black)
and spread (shaded grey). During the early 1990s in the entire Mediterranean Sea
(Fig. 2a), there is a large spread in salinity with the observa-
tions showing a higher salinity, while the reanalysis products
present relatively lower salinity. This is the case until 2005. Coinciding with the global coverage of the Argo profilers in All the products show a positive trend between 1993–2019
(in parenthesis in Table 2). The trend in the mean of all prod-
ucts is calculated as 0.0056 psu yr−1. This trend is consistent
with the estimates between 1950–2002 of Skliris et al. (2018) https://doi.org/10.5194/sp-1-osr7-6-2023 State Planet, 1-osr7, 6, 2023 CHAPTER2.4 CHAPTER2.4 CHAPTER2.4 CHAPTER2.4 A. Aydogdu et al.: The dynamical role of upper layer salinity in the Mediterranean Sea A. Aydogdu et al.: The dynamical role of upper layer salinity in the Mediterranean Sea 3a), shows a gradual in-
crease in the upper ocean integrated salinity from west to
east. Minimum salinity occurs close to river mouths, such as
in the North Adriatic Sea due to the freshwater input from
the Po River, and on the pathways of the outflow of the Dar-
danelles and Gibraltar straits. The Atlantic Waters, modified
through its route, can be traced till the eastern basin from
its low salinity. The spread deduced from all the products
(Fig. 3b) implies that they agree more, meaning lower spread,
in the Levantine and Ionian Seas and to a lesser degree be-
tween the Balearic, Sardinia and Corsica islands. The spread
is larger especially in the northern Aegean and Adriatic Sea
and southwestern coast between the Gulf of Gabes and Strait
of Gibraltar. This uncertainty or mismatch in the products is
possibly due to the different volume fluxes through the rivers
and straits. In Fig. 4a–c, we show the time series of the salinity
anomaly estimates in the western (Fig. 4a), eastern (Fig. 4b)
and entire (Fig. 4c) basin from each product using Eq. (2). We recall that the salinity reference is computed for each
product per se. Moreover, the salinity anomaly map in 2021
from MEDREA24 is depicted in Fig. 4d, computed against
the overall mean between 1993–2014, which is shown in
Fig. 3a. The anomalies have a larger range in the reanalysis prod-
ucts. There is a negative anomaly within the first decade in
GREP and MEDREA24 which turns to positive first in the
western Mediterranean (Fig. 4a) and followed by the eastern For 2020, CORA and ARMOR3D products are available,
and both continue to sustain the positive trend even though State Planet, 1-osr7, 6, 2023 https://doi.org/10.5194/sp-1-osr7-6-2023 CHAPTER2.4 CHAPTER2.4 A. Aydogdu et al.: The dynamical role of upper layer salinity in the Mediterranean Sea A. Aydogdu et al.: The dynamical role of upper layer salinity in the Mediterranean Sea 5 Figure 3. The maps of the (a) mean and (b) spread of inte-
grated salinity in the period between 1993–2014 in 0–300 m com-
puted from the GREP ensemble mean, CORA, ARMOR3D and
MEDREA24 products. We refer to the text for the information on
the data products used. The analysis is performed only if the water
column is deeper than 300 m. Note that in (b), the colour scale is
not linear to show the smaller standard deviation. Figure 2. A. Aydogdu et al.: The dynamical role of upper layer salinity in the Mediterranean Sea psu
MED
WMED
EMED
MEDREA24
0.026
0.027
0.025
GREP
0.042
0.056
0.034
CORA
0.001
−0.008
0.007
ARMOR3D
0.001
−0.009
0.008
Mean
0.018
0.017
0.019 eral agrees with the anomaly map to a large extent. However,
we note that the spread on the pathway of the water entering
from the Strait of Gibraltar and reaching the Levantine basin
has a relatively larger spread compared to the deeper areas
(see Fig. 3b). basin (Fig. 4b) after 2006. In the CORA and ARMOR3D, in-
stead, there is a clear increase in the salinity anomaly in the
eastern Mediterranean and the entire basin with a less evident
positive trend in the western basin. We summarise the mean
salinity anomalies in Table 3. basin (Fig. 4b) after 2006. In the CORA and ARMOR3D, in-
stead, there is a clear increase in the salinity anomaly in the
eastern Mediterranean and the entire basin with a less evident
positive trend in the western basin. We summarise the mean
salinity anomalies in Table 3. A. Aydogdu et al.: The dynamical role of upper layer salinity in the Mediterranean Sea Time series of mean salinity in the upper 300 m in
the (a) entire Mediterranean Sea, (b) western Mediterranean basin
and (c) eastern Mediterranean basin between the period 1993 and
2021 from MEDREA24, until the end of 2020 for ARMOR3D and
CORA, and until the end of 2019 for GREP. The mean of all the
products is drawn in black with their standard deviation shaded
around the mean. The GREP ensemble members are depicted in
thin blue curves. The GREP product covers the period until 2019,
while the observational products CORA and ARMOR3D cover the
period until 2020. The time series for MEDREA24 is extended until
2021 using the interim products. Panel (d) shows the salinity trend
in the first 300 m from the MEDREA24 practical salinity unit (psu)
per year. Figure 3. The maps of the (a) mean and (b) spread of inte-
grated salinity in the period between 1993–2014 in 0–300 m com-
puted from the GREP ensemble mean, CORA, ARMOR3D and
MEDREA24 products. We refer to the text for the information on
the data products used. The analysis is performed only if the water
column is deeper than 300 m. Note that in (b), the colour scale is
not linear to show the smaller standard deviation. Table 3. The temporal mean salinity anomaly (in psu) in the 0–
300 m between the common period 1993–2019 for separate prod-
ucts and their average in Fig. 3. Figure 2. Time series of mean salinity in the upper 300 m in
the (a) entire Mediterranean Sea, (b) western Mediterranean basin
and (c) eastern Mediterranean basin between the period 1993 and
2021 from MEDREA24, until the end of 2020 for ARMOR3D and
CORA, and until the end of 2019 for GREP. The mean of all the
products is drawn in black with their standard deviation shaded
around the mean. The GREP ensemble members are depicted in
thin blue curves. The GREP product covers the period until 2019,
while the observational products CORA and ARMOR3D cover the
period until 2020. The time series for MEDREA24 is extended until
2021 using the interim products. Panel (d) shows the salinity trend
in the first 300 m from the MEDREA24 practical salinity unit (psu)
per year. https://doi.org/10.5194/sp-1-osr7-6-2023 4
Conclusions In this study, we presented the salinity characteristics of the
Mediterranean Sea in the upper 300 m deduced from vari-
ous products including reanalysis and gridded observational
datasets released by the Copernicus Marine Service. The
products with dynamically constructed ocean reanalysis and
objectively analysed observations show significantly large
spread at the beginning of the period of investigation, while In 2021, the anomaly is mostly positive, with some neg-
ative anomaly structures on the path of the Atlantic Waters
(Fig. 4d), Alboran Sea and upwelling favouring the Balearic
Islands. Fedele et al. (2022) reports a positive salinity trend
in the modified Atlantic and Levantine intermediate waters
using 18-year-long (2001–2019) Argo profiles, which in gen- https://doi.org/10.5194/sp-1-osr7-6-2023 State Planet, 1-osr7, 6, 2023 CHAPTER2.4 CHAPTER2.4 A. Aydogdu et al.: The dynamical role of upper layer salinity in the Mediterranean Sea A. Aydogdu et al.: The dynamical role of upper layer salinity in the Mediterranean Sea 6 Figure 4. Time series of the salinity anomaly from the MEDREA24, GREP, ARMOR3D and CORA products in the (a) western Mediter-
ranean Sea, (b) eastern Mediterranean basin and (c) entire Mediterranean basin computed with respect to the monthly reference salinity
estimates in the corresponding area in Fig. 1 calculated from the MEDREA24 in the period 1993–2014. The GREP products cover the period
until 2019, while the observational products CORA and ARMOR3D cover the period until 2020. The time series for MEDREA24 is extended
until 2021 using the interim products. Panel (d) shows the salinity anomaly in 2021 in the Mediterranean Sea against the mean of salinity in
Fig. 3a. Figure 4. Time series of the salinity anomaly from the MEDREA24, GREP, ARMOR3D and CORA products in the (a) western Mediter-
ranean Sea, (b) eastern Mediterranean basin and (c) entire Mediterranean basin computed with respect to the monthly reference salinity
estimates in the corresponding area in Fig. 1 calculated from the MEDREA24 in the period 1993–2014. The GREP products cover the period
until 2019, while the observational products CORA and ARMOR3D cover the period until 2020. The time series for MEDREA24 is extended
until 2021 using the interim products. Panel (d) shows the salinity anomaly in 2021 in the Mediterranean Sea against the mean of salinity in
Fig. 3a. Data availability. All datasets used in this article can be obtained
from the Copernicus Marine Service catalogues as described in Ta-
ble 1 with their names, temporal coverages and documentation. 4
Conclusions the uncertainty is possibly reduced with the emergence of
Argo profilers, which allowed wider spatial sampling and a
higher frequency of sampling in the ocean. The mean salin-
ity with its anomaly and trend is computed and analysed in
the entire basin as well as in the western and eastern basins
for all the datasets separately and averaged. The spatial maps
of the mean and the spread of the salinity are depicted and
discussed. The overall results show a salinification of the
Mediterranean Sea agreeing with earlier studies (e.g. Skliris
et al., 2018). The subbasin-scale investigation shows negative
salinity anomalies in the western basin in the upwelling re-
gions, which may imply stronger upwelling events, and wa-
terway following the North African coast, which may be a
consequence of the freshening North Atlantic water masses
(Holliday et al., 2020). There is a large spread in the salinity
estimates among different products, which is reduced with
the introduction of the Argo profilers in the data assimila-
tion components of the reanalysis systems. Besides the large
spread, considering the reported discrepancies in the salinity
measurements after 2016 (Barnoud et al., 2021), it is essen-
tial to use all available information sources for a more accu-
rate state estimate and uncertainty quantification. the uncertainty is possibly reduced with the emergence of
Argo profilers, which allowed wider spatial sampling and a
higher frequency of sampling in the ocean. The mean salin-
ity with its anomaly and trend is computed and analysed in
the entire basin as well as in the western and eastern basins
for all the datasets separately and averaged. The spatial maps
of the mean and the spread of the salinity are depicted and
discussed. The overall results show a salinification of the
Mediterranean Sea agreeing with earlier studies (e.g. Skliris
et al., 2018). The subbasin-scale investigation shows negative
salinity anomalies in the western basin in the upwelling re-
gions, which may imply stronger upwelling events, and wa-
terway following the North African coast, which may be a
consequence of the freshening North Atlantic water masses
(Holliday et al., 2020). There is a large spread in the salinity
estimates among different products, which is reduced with
the introduction of the Argo profilers in the data assimila-
tion components of the reanalysis systems. References Aagaard, K. and Carmack, E. C.: The role of sea ice and other
fresh water in the Arctic circulation, J. Geophys. Res.-Oceans,
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and Karspeck, A.: Circulation of the Turkish Straits System un-
der interannual atmospheric forcing, Ocean Sci., 14, 999–1019,
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Copernicus
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Product:
Global
Ocean-
Delayed
Mode
gridded
CORA
–
In-situ
Obser-
vations
objective
analysis
in
Delayed
Mode,
IN-
SITU_GLO_PHY_TS_OA_MY_013_052,
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International [data set], https://doi.org/10.17882/46219, 2022d. Bretherton, F. P., Davis, R. E., and Fandry, C. B.: A technique for
objective analysis and design of oceanographic experiments ap-
plied to MODE-73, Deep-Sea Res., 23, 559–582, 1976. Fedele, G., Mauri, E., Notarstefano, G., and Poulain, P. M.: Charac-
terization of the Atlantic Water and Levantine Intermediate Water
in the Mediterranean Sea using 20 years of Argo data, Ocean Sci.,
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closed basins with two-layer flows at the strait, J. Phys. Ooceanogr., 44, 967–979, 2014. Cheng, L., Trenberth, K. E., Gruber, N., Abraham, J. A. Aydogdu et al.: The dynamical role of upper layer salinity in the Mediterranean Sea A. Aydogdu et al.: The dynamical role of upper layer salinity in the Mediterranean Sea 7 Financial support. This study has been conducted using EU
Copernicus Marine Service Information. This work has been funded
through the EU Copernicus Marine Med-MFC Service, lot no. 21002L5-COP-MFC MED-5500. ment for the Global Ocean Ensemble Physics Reanalysis,
GLOBAL_REANALYSIS_PHY_001_031, Issue 1.1, Merca-
tor Ocean International, https://catalogue.marine.copernicus.eu/
documents/QUID/CMEMS-GLO-QUID-001-031.pdf (last ac-
cess: 3 May 2023), 2022. Escudier, R., Clementi, E., Cipollone, A., Pistoia, J., Drudi, M.,
Grandi, A., Lyubartsev, V., Lecci, R., Aydogdu, A., Delrosso, D.,
Omar, M., Masina, S., Coppini, G., and Pinardi, N.: A High Res-
olution Reanalysis for the Mediterranean Sea, Front. Earth Sci.,
9, 702285, https://doi.org/10.3389/feart.2021.702285, 2021. Review statement. This paper was edited by Piero Lionello and
reviewed by Katrin Schroeder and one anonymous referee. Review statement. This paper was edited by Piero Lionello and
reviewed by Katrin Schroeder and one anonymous referee. Escudier, R., Clementi, E., Nigam, T., Aydogdu, A., Fini,
E., Pistoia, J., Grandi, A., and Miraglio, P.: EU Coper-
nicus
Marine
Service
Quality
Information
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for
the
Mediterranean
Sea
Physics
Reanalysis,
MED-
SEA_MULTIYEAR_PHY_006_004,
Issue
2.3,
Mercator
Ocean
International,
https://catalogue.marine.copernicus.eu/
documents/QUID/CMEMS-MED-QUID-006-004.pdf
(last
access: 3 May 2023), 2022. 4
Conclusions Besides the large
spread, considering the reported discrepancies in the salinity
measurements after 2016 (Barnoud et al., 2021), it is essen-
tial to use all available information sources for a more accu-
rate state estimate and uncertainty quantification. Author contributions. AA and PM have done the investigation,
developed the methodology and performed the data analysis. AA
wrote the initial draft. All the authors reviewed and edited the paper. Competing interests. The contact author has declared that none
of the authors has any competing interests. Disclaimer. Publisher’s note: Copernicus Publications remains
neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Acknowledgements. We would like to express our thanks to Ka-
trin Schroeder and one anonymous referee for their useful com-
ments, which helped us to improve the paper. We thank to Piero
Lionello for his editorial suggestions. Finally, we would like to
thank to Karina von Schuckmann for very useful discussions dur-
ing course of the study. State Planet, 1-osr7, 6, 2023 https://doi.org/10.5194/sp-1-osr7-6-2023 CHAPTER2.4 A. Aydogdu et al.: The dynamical role of upper layer salinity in the Mediterranean Sea State Planet, 1-osr7, 6, 2023 References and Losch, M.: “Freshwater” in the ocean is not a use-
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ability: status and perspective, J. Mar. Res., 75, 727–764, 2017. Pisano, A., Marullo, S., Artale, V., Falcini, F., Yang, C., Leonelli,
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Change Hot Spot?, J. Climate, 33, 5829–5843, https://journals.
ametsoc.org/view/journals/clim/33/14/JCLI-D-19-0910.1.xml
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permitting ORAP5 ocean reanalysis: description, evaluation and
uncertainties in climate signals, Clim. Dynam., 49, 791–811,
https://doi.org/10.1007/s00382-015-2675-1, 2017. https://doi.org/10.5194/sp-1-osr7-6-2023 A. Aydogdu et al.: The dynamical role of upper layer salinity in the Mediterranean Sea Baltic Sea freshwater content n of the Copernicus Ocean State Report (OSR7) Urmas Raudsepp, Ilja Maljutenko, Amirhossein Barzandeh, Rivo Uiboupin, and Priidik Lagemaa
Department of Marine Systems, Tallinn University of Technology, Tallinn, 12618, Estonia
Correspondence: Ilja Maljutenko (ilja.maljutenko@taltech.ee)
Received: 1 September 2022 – Discussion started: 29 September 2022
Revised: 8 August 2023 – Accepted: 29 August 2023 – Published: 27 September 2023 Urmas Raudsepp, Ilja Maljutenko, Amirhossein Barzandeh, Rivo Uiboupin, and Priidik Lagemaa
Department of Marine Systems, Tallinn University of Technology, Tallinn, 12618, Estonia
Correspondence: Ilja Maljutenko (ilja.maljutenko@taltech.ee)
Received: 1 September 2022 – Discussion started: 29 September 2022
Revised: 8 August 2023 – Accepted: 29 August 2023 – Published: 27 September 2023 Abstract. The Baltic Sea is a brackish shallow sea, the state of which is determined by the mixing of freshwater
from net precipitation and runoff with the salty water from the North Sea inflows. The freshwater content (FWC)
of the Baltic Sea is calculated from the Copernicus regional reanalysis data covering the period 1993–2021. The
FWC in the Baltic Sea has shown a steady decrease over the past 2 decades, with a linear trend of 23.9 km3 yr−1;
however, the trend has significant spatial variability. The Gulf of Bothnia has a positive FWC tendency, while
the Baltic Proper has a negative FWC tendency. Temporal changes of FWC are opposite between the Bothnian
Bay in the north and the southern Baltic Proper. In the Bothnian Bay, interannual changes of FWC are positively
correlated with river runoff and net precipitation and negatively correlated with salt transport. In the southern
Baltic Proper, the variations of FWC and salt transport through the Danish straits are negatively correlated
from 1993 until 2010 but positively correlated thereafter. The seasonal freshwater content reflects the specific
hydrophysical conditions of each sub-basin, with northern basins being influenced by seasonal river runoff and
ice formation and melting, while the southern basins are more responsive to subsurface salinity changes due to
salt transport through the Danish straits. us Ocean State Report (OSR7) The Baltic Sea is one of the marginal seas where water
salinity and FWC are strongly influenced by the water ex-
change with the North Sea. The major Baltic inflows (MBIs)
are the most voluminous event-type sources of saline wa-
ter to the Baltic Sea (Mohrholz, 2018). Baltic Sea freshwater content The frequency and
intensity of the MBIs and other large volume inflows have
no long-term trends but do have a multidecadal variabil-
ity of about 30 years (Mohrholz, 2018; Lehmann and Post,
2015; Lehmann et al., 2017; Radtke et al., 2020). Smaller
barotropic and baroclinically driven inflows transport saline
water into the halocline or below it, depending on the density
of the inflow water (Reissmann et al., 2009). The inflows of
saline water are forced by winds from the west and outflows
by winds from the east. Published by Copernicus Publications. References E., Santoleri, R., and Buongiorno Nardelli, B.: New Evi- State Planet, 1-osr7, 6, 2023 State Planet, 1-osr7, 6, 2023 https://doi.org/10.5194/sp-1-osr7-6-2023 CHAPTER2.4 CHAPTER2.4 A. Aydogdu et al.: The dynamical role of upper layer salinity in the Mediterranean Sea 9 Zuo, H., Balmaseda, M. A., and Mogensen, K.: The new eddy-
permitting ORAP5 ocean reanalysis: description, evaluation and
uncertainties in climate signals, Clim. Dynam., 49, 791–811,
https://doi.org/10.1007/s00382-015-2675-1, 2017. Tuel, A. and Eltahir, E. A. B.: Why Is the Mediterranean a Climate
Change Hot Spot?, J. Climate, 33, 5829–5843, https://journals. ametsoc.org/view/journals/clim/33/14/JCLI-D-19-0910.1.xml
(retrieved 25 Jannuary 2022), 2020. Zunino, P., Schroeder, K., Vargas-Yáñez, M., Gasparini, G. P., Cop-
pola, L., García-Martínez, M. C., and Moya-Ruiz, F.: Effects
of the Western Mediterranean Transition on the resident water
masses: Pure warming, pure freshening and pure heaving, J. Mar. Syst., 15, 96–97, https://doi.org/10.1016/j.jmarsys.2012.01.011,
2012. https://doi.org/10.5194/sp-1-osr7-6-2023 State Planet, 1-osr7, 6, 2023 CHAPTER2.4 CHAPTER2.4 Chapter 2.5 – 7th edition of the Copernicus Ocean State Report (OSR7) Chapter 2.5 – 7th edition of the Copernicus Ocean State Report (OSR7) Chapter 2.5 – 7th edition of the Coper State Planet, 1-osr7, 7, 2023
https://doi.org/10.5194/sp-1-osr7-7-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License. Chapter 2.5 – 7th edition of the Copernicus Ocean ter 2.5 – 7th edition of the Copernicus Ocean State Report (O U. Raudsepp et al.: Baltic Sea freshwater content 2 Table 1. CMEMS and non-CMEMS products used in this study, including information on data documentation. Product
Product ID & type
Data access
Documentation
ref. no. 1
BALTICSEA_REANALYSIS_PHY_003_011;
numerical models
EU Copernicus Marine
Service Product (2023)
Quality Information Document (QUID):
Liu et al. (2019)
Product User Manual (PUM):
Axell (2021)
2
ERA5; numerical models
Hersbach et al. (2023)
Hersbach et al. (2020)
3
IOW-THREDDS-BMIP_bmip_rivers_2019-10-10-1;
numerical models and observations
IOW THREDDS (2019)
Väli et al. (2019)
4
EMODNET_CHEMISTRY_Baltic_Sea_aggregated_
eutrophication_and_acidity_datasets_1902-
2017_v2018; observations
SMHI (2023)
Buga et al. (2018), Giorgetti et al. (2020) The aim of this study is to analyse the changes of the Baltic
Sea FWC during the period of 1993–2021. The MBI in 1993
ended the stagnation period with no MBIs that lasted for
about 10 years (1983–1993). During the stagnation period,
salinity was below average, stratification weakened, and hy-
poxic area decreased (Lehmann et al., 2022). The period of
1993–2021 includes the third largest MBI in 2014 (Mohrholz
et al., 2015) and several of the other barotropic large vol-
ume inflows (Mohrholz, 2018). We focus on the changes of
the FWC in the whole Baltic Sea as well as its sub-basins. We investigate the trends in FWC and observe its seasonal
changes. A qualitative explanation of the physical processes
behind the dynamics of FWC is provided. in volume-averaged Baltic Sea salinity (Meier and Kauker,
2003; Lehmann et al., 2022), while the direct dilution of the
Baltic Sea water by freshwater accounts for 27 % of the inter-
annual variations (Radtke et al., 2020). During 1950–2018,
precipitation averaged over the Baltic Sea catchment area had
a trend of 1.44 mm yr−1 (Meier et al., 2022). in volume-averaged Baltic Sea salinity (Meier and Kauker,
2003; Lehmann et al., 2022), while the direct dilution of the
Baltic Sea water by freshwater accounts for 27 % of the inter-
annual variations (Radtke et al., 2020). During 1950–2018,
precipitation averaged over the Baltic Sea catchment area had
a trend of 1.44 mm yr−1 (Meier et al., 2022). Thus, the long-term salinity of the Baltic Sea is determined
by saline water inflows from the North Sea (wind forcing)
and its dilution with freshwater originating from numerous
rivers across the Baltic coast and net precipitation (Winsor et
al., 2001; Meier and Kauker, 2003; Gustafsson and Omstedt,
2009; Schimanke and Meier, 2016; Lehmann et al., 2022). U. Raudsepp et al.: Baltic Sea freshwater content There is no clear long-term trend of the mean salinity of the
Baltic Sea, but there are multidecadal oscillations of about
30 years (Kniebusch et al., 2019). A 30-year variability has
been found for the salinity, river runoff, and saltwater inflows
(Radtke et al., 2020). The Baltic Sea salinity also has a natu-
ral centennial variability (Kniebusch et al., 2019). https://doi.org/10.5194/sp-1-osr7-7-2023 1
Introduction Climate warming has resulted in the intensification of the
global hydrological cycle but not necessarily on the regional
scale (Pratap and Markonis, 2022). The increase in net pre-
cipitation over land and sea areas, decrease in ice cover, and
increase in river runoff are the main components of the global
hydrological cycle that increase freshwater content (FWC) in
the ocean (Boyer et al., 2007) and decrease ocean salinity. All
the components can be directly estimated but might have sig-
nificant uncertainties. Instead, the ocean salinity change can
be used as a marker of the water cycle change (Durack et al.,
2012). In the case of an open part of the ocean, for example, a
regional sea, using salinity as a proxy for FWC includes an
additional blurring aspect, which is water transport through
the open boundaries between the basin under consideration
and its surrounding area. The impact of water exchange on
the changes of FWC is significant if not dominant. In that
case, changes of FWC may not represent the actual changes
of freshwater input from the above-mentioned sources. Direct total input of freshwater to the Baltic Sea consists of
river runoff and net precipitation. The total river runoff from
the Baltic Sea catchment area shows no statistically signif-
icant trend but a variability of about 30 years (Meier et al.,
2019a, b) and a pronounced decadal variability of accumu-
lated anomaly of runoff (Lehmann et al., 2022). The varia-
tions in runoff explain about 50 % of the long-term variability CHAPTER2.5 CHAPTER2.5 2
Data and methods The BALMFC CMEMS reanalysis product (data ref. 1, Ta-
ble 1) is calculated using the Nemo-Nordic 1.0 ocean model
(Hordoir et al., 2019). The horizontal resolution of the model
is approximately 2 nmi, and there are 56 vertical levels. Ver-
tical resolution varies from 3 m at the surface to 10 m below
the 100 m depth. The model without data assimilation has
been thoroughly validated (Hordoir et al., 2019). The Coper-
nicus model system uses the local singular evolutive inter-
polated Kalman filter data assimilation method (Liu and Fu,
2018). A detailed quality assessment of the reanalysis prod-
uct (data ref. 1, Table 1), using the K-means clustering algo-
rithm (Raudsepp and Maljutenko, 2022), is provided in Ap-
pendix A. A specific feature of the Baltic Sea is the large difference
in sea surface salinity, ranging from about 20 g kg−1 in the
Kattegat to 2 g kg−1 in the Bothnian Bay (Leppäranta and
Myrberg, 2009). Kniebusch et al. (2019) found a positive
trend of centennial changes in the north–south gradient of
the surface salinity and river runoff in the northern catchment
area. Multidecadal oscillations control the long-term varia-
tions of surface salinity and its meridional gradient with a
period of about 30 years (Radtke et al., 2020). A common approach is to use salinity to describe the en-
ergy and water cycles in the Baltic Sea (Lehmann et al., 2022;
Meier et al., 2022). In this study, instead of using spatially
mean salinity of the Baltic Sea, we suggest the concept of
FWC (Boyer et al., 2007) for the description of the physi-
cal state of the Baltic Sea. Previously, a concept of FWC has
been used to estimate the freshwater budget of the Baltic Sea
(Winsor et al., 2001) and for the geographical spreading of
spring-time river runoff (Eilola and Stigebrandt, 1998). The FWC is calculated according to Boyer et al. (2007): FWC = ρ (Sref,Tref,p)
ρ (0,Tref,p)
Sref −S
S
,
(1) (1) where S(x,y,z,t) and Sref(x,y,z) are actual salinity and ref-
erence salinity, respectively, and x, y, z, and t are zonal,
meridional, vertical, and temporal coordinates, respectively. The density, ρ, is calculated according to the TEOS10 (IOC State Planet, 1-osr7, 7, 2023 https://doi.org/10.5194/sp-1-osr7-7-2023 CHAPTER2.5 U. Raudsepp et al.: Baltic Sea freshwater content 3 Figure 1. Map of the Baltic Sea depth distribution (data ref. 1, Ta-
ble 1). 2
Data and methods Boxes indicate the boundaries used to calculate the fresh-
water content for different sub-basins. The transects used to cal-
culate salt transport between sub-basins are represented by dashed
yellow–black lines. The abbreviations for the sub-basins are as fol-
lows: KAT (Kattegat), SBP (southern Baltic Proper), NBP (northern
Baltic Proper), BOS (Bothnian Sea), BOB (Bay of Bothnia), GOF
(Gulf of Finland), and GOR (Gulf of Riga). et al., 2010). The key issue of FWC calculations lies in how
the reference salinity is defined. The climatological range of
salinity in the Baltic Sea varies from the freshwater condi-
tions in the northern and eastern parts to the oceanic water
conditions in the Kattegat. We follow the Boyer et al. (2007)
formulation and calculate the climatological FWC from the
three-dimensional temperature (Tref) and salinity (Sref) fields
averaged over the period of 1993–2020. The other widely used formulation of FWC is as follows
(e.g. Gustafsson and Stigebrandt, 1996): FWC = ρ (Sref,Tref,p)
ρ (0,Tref,p)
Sref −S
Sref
. (2) (2) Both formulations are derived from the concept of the mixing
of two water masses with different salinities using conserva-
tion of salt but have different mechanistic approaches, which
are explained in detail in Appendix B. Both formulations are derived from the concept of the mixing
of two water masses with different salinities using conserva-
tion of salt but have different mechanistic approaches, which
are explained in detail in Appendix B. The total volume of freshwater needed to dilute the water
with salinity Sref to the salinity S, if S < Sref or should be
removed to obtain water with the salinity S, if S > Sref is Figure 1. Map of the Baltic Sea depth distribution (data ref. 1, Ta-
ble 1). Boxes indicate the boundaries used to calculate the fresh-
water content for different sub-basins. The transects used to cal-
culate salt transport between sub-basins are represented by dashed
yellow–black lines. The abbreviations for the sub-basins are as fol-
lows: KAT (Kattegat), SBP (southern Baltic Proper), NBP (northern
Baltic Proper), BOS (Bothnian Sea), BOB (Bay of Bothnia), GOF
(Gulf of Finland), and GOR (Gulf of Riga). FWC(t) =
V
FWC(x,y,z,t)dxdydz
(m3 m−3). where dA is the area of each grid cell. where dA is the area of each grid cell. 2
Data and methods A vertical distribution of the FWC is calculated as A vertical distribution of the FWC is calculated as
FWC(z,t) =
A
FWC(x,y,z,t)dxdy
(m2 m−3), A vertical distribution of the FWC is calculated as
FWC(z,t) =
A
FWC(x,y,z,t)dxdy
(m2 m−3), Baltic Model Intercomparison Project (Gröger et al., 2022). The runoff to each sub-basin was calculated by summing the
runoffs from each river discharging to the corresponding sub-
basin (Fig. 1). The runoff data covered the period 1993–2018,
and the anomalies were calculated relative to the same refer-
ence period. and horizontal distribution of the FWC is calculated as
FWC(x,y,t) =
D
FWC(x,y,z,t)dz
(mm−3). and horizontal distribution of the FWC is calculated as
FWC(x,y,t) =
D
FWC(x,y,z,t)dz
(mm−3). V and A correspond to the volume and area of the Baltic Sea
or its sub-region, as shown in Fig. 1. D corresponds to depth
from surface to bottom at a specific location. Salt transport was estimated by calculating the salt flux at
the boundaries of each sub-basin (see Fig. 1 for the location
of the transects). Daily salt transport through each transect
was calculated as a salinity and perpendicular velocity prod-
uct. The annual mean salt transports were calculated by av-
eraging the transects of daily transports over each year and
later integrated over the vertical and corresponding horizon-
tal dimension. The positive direction is determined accord-
ing to the estuarine transport definition; i.e. inflow is from
the ocean and outflow is from the head of the estuary. The sea ice volume, Vi, is calculated from the same
BALMFC CMEMS reanalysis product (data ref. 1, Table 1),
based on the LIM3 model configuration (Pemberton et al.,
2017). The Vi is calculated for each model grid cell (x,y)
using total ice thickness, Hi, and ice concentration, Ci: Vi (x,y,t) = Hi (x,y,t) × Ci (x,y,t) × dA(x,y), where dA is the area of each grid cell. U. Raudsepp et al.: Baltic Sea freshwater content This suggests that although temporal
variability is opposite, the dynamics of FWC are linked over
the Baltic Sea. The changes in the FWC of the entire Baltic Sea are in-
fluenced by the changes occurring in its sub-basins, resulting
in a complex integrated effect. This is illustrated by the si-
multaneous positive trend of FWC in the northern Baltic Sea
and negative trend in the southern Baltic Sea (Fig. 2) as well
as their negative correlation (Table 2). Hence, it is necessary
to examine the changes in variables separately for each sub-
basin. It is important to note that while the FWC, net precipi-
tation, and river runoff for the entire Baltic Sea represent the
sum of contributions from each sub-basin, the net salt flux
does not represent an integrated value. Horizontal transition of the trends from positive to neg-
ative points to the three-dimensional structure of the FWC
variability field. Therefore, time–depth variations of the
FWC in each sub-basin were calculated (Fig. 4). Vertically, in
the whole Baltic Sea, FWC is the most variable in the halo-
cline layer and beneath it (Fig. 4a). Vertical distribution of
the trends shows the absence of the trend in the upper layer
of 50 m but a strong negative trend within and below the halo-
cline. Thus, the decrease in the FWC in the whole Baltic Sea
is mostly contributed by the drop of the FWC below the up-
per mixed layer. The variability as well as negative trends
is strongest in the southern and the northern Baltic Proper
(Fig. 4e, c). Moving further northward and eastward in the
Baltic Sea, we can notice that the negative tendencies are
only present in the deeper layer (deeper than 50 m) of the
Gulf of Finland and the Bothnian Sea (Fig. 4f, d). On the
other side, there is a strong positive trend of the FWC in the
Bothnian Bay and in the upper 50 m layer of the Bothnian
Sea (Fig. 4b, d). It is relevant to note that a positive tendency
in the FWC is seen in the layer of 10–50 m in the Gulf of
Finland (Fig. 4f). In the northern Baltic Proper, the trend is
absent in the upper layer of 30 m but turns negative in the sur-
face layer of the southern Baltic Proper. U. Raudsepp et al.: Baltic Sea freshwater content U. Raudsepp et al.: Baltic Sea freshwater content Supplement). Our aim is to examine the co-variability of
these factors and the FWC response of both the entire Baltic
Sea as well as its sub-basins. To accomplish this, we present
a time series of detrended standardized yearly variables in
Fig. 5. basins to neutral in the eastern sub-basins and to negative in
the central and southern sub-basins (Fig. 2). The decrease in
the FWC in the southern Baltic Proper (Fig. 2) contributes
the most to the overall decreasing trend in the Baltic Sea. If
we look at the continuous distribution of the trends in the
Baltic Sea, we see opposite temporal regimes of the FWC in
the Bothnian Bay and in the Baltic Proper, with the Bothnian
Sea being the transition area (Fig. 3). Although there is no
trend in the Gulf of Finland as a whole (Fig. 2), the eastern
part has a small negative tendency, while the western part
shows a small positive tendency. The shallow Gulf of Riga
has a negligible trend. The trends vanish in the southwestern
Baltic Sea and in the Kattegat area (Fig. 3). For the entire Baltic Sea, the study period can be divided
into two sub-periods. From 1993 to 2003, i.e. the first pe-
riod, changes in the FWC of the Baltic Sea correlated with
freshwater sources, namely net precipitation and river runoff
(Fig. 5a). A prominent example is the period from 1997 to
2003. Meanwhile, the salt transport to the Baltic Sea re-
mained relatively low. Since 2004, i.e. the second period,
we have observed a coherent relationship between salt trans-
port and the FWC in the Baltic Sea, which is difficult to
explain. We may speculate that an increase in net precipi-
tation might trigger an increase in the FWC between 2007
and 2012, while river runoff has no effect. The spatial distribution of the trends indicates a possi-
ble coherence of salinity dynamics in different sub-basins,
which is checked further on by calculating correlation coeffi-
cients between the basins. The correlation coefficients calcu-
lated pairwise between detrended FWC time series (Table 2)
show a high positive value between the southern and northern
Baltic Proper (R = 0.8) and between the Bothnian Bay and
the Bothnian Sea (R = 0.6), while the correlation between
the Bothnian Bay and southern and northern Baltic Proper
is negative (R = −0.6). State Planet, 1-osr7, 7, 2023 3
Results Hourly precipitation and evaporation data have been ex-
tracted from the ERA5 reanalysis (data ref. 2, Table 1) from
the period of 1993–2020. Net precipitation was calculated
by subtracting evaporation from precipitation. Thereafter, the
net precipitation was interpolated onto a reanalysis model
grid, and total net precipitation was estimated for the wet
grid cells of each sub-basin (Fig. 1). The net precipitation
anomalies were calculated relative to the period 1993–2020. Time series of the FWC and linear trends of the Baltic Sea
and its sub-basins are presented in Fig. 2. Even if the calcu-
lated trends are not statistically significant, they provide in-
formation about the tendency of FWC changes. The FWC of
the Baltic Sea has a negative trend of −23.9 ± 0.7 km3 yr−1
(p < 10−3) superimposed by irregular decadal variations
(Fig. 2a). The trends are variable over the whole Baltic Sea
(Fig. 2). It changes sign from positive in the northern sub- The total runoff from the Baltic Sea rivers was estimated
from the river discharge database (data ref. 3, Table 1) of the https://doi.org/10.5194/sp-1-osr7-7-2023 State Planet, 1-osr7, 7, 2023 CHAPTER2.5 CHAPTER2.5 4 U. Raudsepp et al.: Baltic Sea freshwater content In the Gulf of Riga,
the variability is low, and the trends are negligible and do not
show systematic vertical distribution. We specifically focus on two sub-basins: the southern
Baltic Proper, which is characterized by saltwater domi-
nance, and the Bothnian Bay, which is characterized by
freshwater dominance. The variations in the southern Baltic
Proper differ in several features from the variations in the
whole Baltic Sea. The southern Baltic Proper exhibits two
distinct periods (Fig. 5e), which is qualitatively similar to
the entire Baltic Sea, but the periods do not coincide tem-
porally. The first period spans from 1993 to 2007, while the
second period extends from 2008 until the end of recorded
data. In the first period, FWC, net precipitation, and river
runoff show positive covariation, while the flux exhibits a
negative covariation pattern. In the second period, there is
positive covariation between FWC and salt flux and partially
net precipitation, but the pattern is reversed for river runoff. In the Bothnian Bay, there is positive covariation between
FWC, net precipitation, and river runoff but negative covari-
ation with salt flux (Fig. 5b). In the northern Baltic Proper
and the Bothnian Sea, the main pattern is negative covaria-
tion between FWC and salt flux (Fig. 5c and d). Changes in
net precipitation and river runoff generally support changes
in FWC, but the variability pattern remains complex. FWC exhibits noticeable irregular decadal variations over
time, as shown in Figs. 2 and 4. To understand the interan-
nual variability of FWC, we calculated a time series of river
runoff, net precipitation, and salt transport through the cross-
sections between the sub-basins of the Baltic Sea (Fig. 1; The Gulf of Finland (Fig. 5f) and the Gulf of Riga (Fig. 5g)
do not exhibit a well-defined pattern in the variability of the
variables. In the latter basin, the changes in FWC align with
the changes in river runoff from 1993 to 2009 but not there-
after. https://doi.org/10.5194/sp-1-osr7-7-2023 State Planet, 1-osr7, 7, 2023 CHAPTER2.5 U. Raudsepp et al.: Baltic Sea freshwater content 5 5 Figure 2. Freshwater content time series in the Baltic Sea (a) and in different sub-basins (b–h). The trend of FWC in the corresponding
basin is shown in the upper-right corner (km3 yr−1, asterisk p > 0.05) and plotted using the blue line. U. Raudsepp et al.: Baltic Sea freshwater content The trends of FWC are present in our data, but this could
be characteristic of the period of our study. An increase in
the salinity in the central Baltic Proper since 1993 has been
reported by Lehmann et al. (2022), which is consistent with
our results about the decline of FWC. Going back further in
time, the positive salinity trend becomes weaker (Lehmann et
al., 2022) until it vanishes (Radtke et al., 2020). The study by
Radtke et al. (2020) was prolonged into the past until 1850
but does not cover the last 15 years. In the southern Baltic Proper, FWC is low in winter and
high in summer (Fig. 6e), while in the Gulf of Finland the
situation is opposite (Fig. 6f). Similarly, net salt transport to
these basins is opposite in time (Fig. 7c, d). The seasonal
course of FWC is almost absent in the northern Baltic Proper
(Fig. 6c) where the influence from adjacent sub-basins, the
southern Baltic Proper and the Gulf of Finland, which have
opposite FWC seasonality, could compensate for each other. In the Gulf of Riga, FWC is at its maximum in spring and
decreases monotonically until winter (Fig. 6h). Surprisingly,
the seasonal course of the FWC in the Kattegat (Fig. 6g)
is like the seasonal course of the FWC in the Gulf of Riga
(Fig. 6h). Dynamically, these two areas cannot be interlinked
due to their geographical separation. y
Many authors have reported dominant 30-year variability
in mean, surface, and bottom salinity of the Baltic Sea as
well as river runoff into the Baltic Sea and even salt transport
across Darss sill (Kniebusch et al., 2019; Radtke et al., 2020;
Lehmann et al., 2022). Our time series of 28 years are short to
reveal 30-year variability in FWC, river runoff, or net precip-
itation with a statistical significance. Visual inspection of the
time series of FWC does not hint at the presence of a 30-year
cycle (Fig. 2). We admit the presence of decadal variability in
the time series, which has also been reported by Lehmann et
al. (2022). The trends and multi-scale variability of FWC are
opposite in the Baltic Proper and in the Bothnian Bay (Fig. 2,
Table 1). This raises the following question: if FWC has op-
posite changes in the southern and northern Baltic Sea, how
could changes in river runoff explain the opposite variabil-
ity? U. Raudsepp et al.: Baltic Sea freshwater content Qualitatively, low https://doi.org/10.5194/sp-1-osr7-7-2023 State Planet, 1-osr7, 7, 2023 CHAPTER2.5 CHAPTER2.5 U. Raudsepp et al.: Baltic Sea freshwater content 6 Figure 3. Spatial distribution of depth normalized FWC trends,
with the zero isoline highlighted in black. 2018 (Lehmann et al., 2022). The rate of 0.2–0.25 g kg−1 per
decade was estimated for the period 1979–2018 (Lehmann
et al., 2022). In the Baltic Sea, there was no trend in net
precipitation, nor river runoff. Therefore, the decrease in
FWC should be explained by accumulated salt flux from the
North Sea to the Baltic Sea due to the major Baltic inflows
(Mohrholz, 2018), large barotropic inflows (Lehmann et al.,
2017), and smaller inflows of barotropic origin (Lehmann et
al., 2022). Our estimations of the annual salt transport to the
southern Baltic Proper did not show an increase in the salt
flux (Supplement). In our reanalysis model data, the salt flux
at the Danish straits could have large uncertainty due to rel-
atively high salinity errors there (Appendix A). Inside the
Baltic Sea area, as reanalysis model data have been calcu-
lated using assimilation of the observations, the estimates of
FWC have low uncertainty due to low salinity errors (Ap-
pendix A). Figure 3. Spatial distribution of depth normalized FWC trends,
with the zero isoline highlighted in black. Net precipitation and river runoff increased over the Both-
nian Bay (Supplement), which contributed to the increase in
the FWC (Fig. 2b). An increase in FWC was fastest at the sur-
face of the bay and monotonically slowed down with depth
(Fig. 4b). We would like to note that there are no studies that
support or refute our findings on the increase in the FWC or
the decrease in salinity in the Gulf of Bothnia. spring and summer. Indeed, net precipitation is low in that
period. The Gulf of Bothnia has low FWC in winter and
early spring and high FWC in summer and autumn (Fig. 6b,
d). The seasonal course is more pronounced in the Bothnian
Bay (Fig. 6b) than in the Bothnian Sea (Fig. 6d). In the Gulf
of Bothnia, the decrease in FWC in winter could be associ-
ated with the freezing of seawater (Fig. 7f). An increase in
the FWC in the Bothnian Bay in spring coincides with the
melting of sea ice (Fig. 7f), high river runoff (Fig. 7a), and
negative salt transport (Fig. 7e). U. Raudsepp et al.: Baltic Sea freshwater content The abbreviations for the sub-basins
are as follows: BS (Baltic Sea), NBP (northern Baltic Proper), SBP (southern Baltic Proper), KAT (Kattegat), BOB (Bay of Bothnia), BOS
(Bothnian Sea), GOF (Gulf of Finland), and GOR (Gulf of Riga) (data ref. 1, Table 1). Figure 2. Freshwater content time series in the Baltic Sea (a) and in different sub-basins (b–h). The trend of FWC in the corresponding
basin is shown in the upper-right corner (km3 yr−1, asterisk p > 0.05) and plotted using the blue line. The abbreviations for the sub-basins
are as follows: BS (Baltic Sea), NBP (northern Baltic Proper), SBP (southern Baltic Proper), KAT (Kattegat), BOB (Bay of Bothnia), BOS
(Bothnian Sea), GOF (Gulf of Finland), and GOR (Gulf of Riga) (data ref. 1, Table 1). Table 2. Correlation table of the FWC between the sub-basins (Fig. 1) of the Baltic Sea (data ref. 1, Table 1). The abbreviations for the
sub-basins are as follows: KAT (Kattegat), SBP (southern Baltic Proper), NBP (northern Baltic Proper), BOS (Bothnian Sea), BOB (Bay of
Bothnia), GOF (Gulf of Finland), and GOR (Gulf of Riga). Table 2. Correlation table of the FWC between the sub-basins (Fig. 1) of the Baltic Sea (data ref. 1, Table 1). The abbreviations for the
sub-basins are as follows: KAT (Kattegat), SBP (southern Baltic Proper), NBP (northern Baltic Proper), BOS (Bothnian Sea), BOB (Bay of
Bothnia), GOF (Gulf of Finland), and GOR (Gulf of Riga). BS
BOB
BOS
GOF
GOR
KAT
NBP
SBP
BS
1.00
BOB
−0.38
1.00
BOS
0.06
0.57
1.00
GOF
0.11
0.01
−0.08
1.00
GOR
0.13
−0.03
−0.07
−0.09
1.00
KAT
0.42
−0.04
−0.03
−0.10
0.30
1.00
NBP
0.78
−0.64
−0.22
0.28
−0.17
0.01
1.00
SBP
0.88
−0.65
−0.25
−0.08
0.13
0.21
0.79
1.00 FWC could be explained by high salt transport in autumn and
winter (Fig. 7c) accompanied by low river runoff (Fig. 7a),
but this is interfered with by high precipitation in autumn
(Fig. 7b). Contrarily, the high FWC could be explained by
high river runoff and low or even negative salt transport in The seasonal dynamics of FWC further emphasize the ef-
fect of freshwater discharge in the northern basins and salt
transport in the southern basins of the Baltic Sea (Fig. 6). In the whole Baltic Sea, FWC is low in autumn and winter
but high in spring and summer (Fig. 6a). U. Raudsepp et al.: Baltic Sea freshwater content Our analysis showed that there are multi-year periods
when river runoff is in phase or out of phase with the FWC. An example of an in-phase period in the whole Baltic Sea is
1993–2009 and an out-of-phase period 2010–2018 (Fig. 5a). In the Bothnian Bay, we mostly have river runoff and the
FWC in phase and out of phase with salt transport. State Planet, 1-osr7, 7, 2023 4
Discussion A distinct feature of the Baltic Sea salinity evolution over the
period 1993–2021 was the decreasing trend of the FWC in
the southern Baltic Proper and increasing trend in the Both-
nian Bay (Fig. 2). Overall, the FWC in the whole Baltic
Sea had a statistically significant negative trend (Fig. 2). Salt
transport to the Baltic Sea, net precipitation, and total river
runoff to the sea (Supplement) did not explain the calcu-
lated trends. No steady increase in the salt transport to the
Baltic Sea has been reported elsewhere, although deepwa-
ter salinity has increased in the Gotland Basin from 1993 to https://doi.org/10.5194/sp-1-osr7-7-2023 State Planet, 1-osr7, 7, 2023 CHAPTER2.5 U. Raudsepp et al.: Baltic Sea freshwater content 7 Figure 4. Vertical distribution of the horizontal mean FWC anomaly and corresponding trends for each Baltic Sea sub-basin. Trends with
statistical significance less than 5 % (p value < 0.05) are shown as grey line segments. The abbreviations for the sub-basins are as follows:
BS (Baltic Sea), NBP (northern Baltic Proper), SBP (southern Baltic Proper), KAT (Kattegat), BOB (Bay of Bothnia), BOS (Bothnian Sea),
GOF (Gulf of Finland), and GOR (Gulf of Riga) (data ref. 1, Table 1). Figure 4. Vertical distribution of the horizontal mean FWC anomaly and corresponding trends for each Baltic Sea sub-basin. Trends with
statistical significance less than 5 % (p value < 0.05) are shown as grey line segments. The abbreviations for the sub-basins are as follows:
BS (Baltic Sea), NBP (northern Baltic Proper), SBP (southern Baltic Proper), KAT (Kattegat), BOB (Bay of Bothnia), BOS (Bothnian Sea),
GOF (Gulf of Finland), and GOR (Gulf of Riga) (data ref. 1, Table 1). Figure 5. Normalized time series of detrended annual mean FWC (black asterisk), runoff, net precipitation, and net salt fluxes. The abbrevi-
ations for the sub-basins are as follows: BS (Baltic Sea), NBP (northern Baltic Proper), SBP (southern Baltic Proper), BOB (Bay of Bothnia),
BOS (Bothnian Sea), GOF (Gulf of Finland), and GOR (Gulf of Riga) (data ref. 1, 2, 3, 1; Table 1). Figure 5. Normalized time series of detrended annual mean FWC (black asterisk), runoff, net precipitation, and net salt fluxes. The abbrevi-
ations for the sub-basins are as follows: BS (Baltic Sea), NBP (northern Baltic Proper), SBP (southern Baltic Proper), BOB (Bay of Bothnia),
BOS (Bothnian Sea), GOF (Gulf of Finland), and GOR (Gulf of Riga) (data ref. 1, 2, 3, 1; Table 1). U. Raudsepp et al.: Baltic Sea freshwater content U. Raudsepp et al.: Baltic Sea freshwater content Future climate model scenarios could provide insight into
how combinations of different factors affect long-term salin-
ity changes in the Baltic Sea, although the uncertainties in the
climate projections are high. Three main factors that affect
salinity and FWC are the wind fields over the Baltic Sea re-
gion (Lass and Matthäus, 1996), river runoff to the Baltic Sea
(Schinke and Matthäus, 1998), and global mean sea level rise
(Meier et al., 2017, 2021). With increasing precipitation and
river runoff, the salinity in the Baltic Sea decreases (Saraiva
et al., 2019). Mean sea level rise, in turn, tends to increase
salinity because saltwater imports through the Danish straits
are larger (Meier et al., 2017, 2021). An increasing westerly
wind could block the freshwater flow out of the Baltic Sea,
causing reduced salt transport to the Baltic Sea (Meier and
Kauker, 2003), but Schimanke et al. (2014) showed that the
intensity and frequency of MBIs were projected to slightly
increase due to changes in the wind fields. In summary, dif-
ferent factors affect salinity and FWC differently, so the ob-
served effect cannot be explained in a simple way. For in-
stance, Meier et al. (2021) stated that no changes in the Baltic
Sea salinity were found because river runoff and sea level rise
approximately compensated each other. Therefore, also in
our study, we could not explain the trends and multidecadal
variations, although we have considered the main factors that
affect the FWC of the Baltic Sea. through the sections that border the corresponding sub-basin. Seasonal changes of sea ice volume affect the seasonal cycle
of the FWC in the Gulf of Bothnia. By taking into consideration the spatial and temporal ten-
dencies of the FWC shown in each separate sub-basin, we
can characterize the Baltic Sea as a typical estuarine sys-
tem with a strengthening exchange flow in time. Geograph-
ically, the system spans from the Danish straits in the south
to the Bothnian Bay in the north. The southern part corre-
sponds to the estuary mouth, where saltwater transport from
the ocean prevails and leads to a decrease in FWC. At the
other end, the Bothnian Bay is a typical estuary head char-
acterized by a significant influence of freshwater discharge,
resulting in an increase in FWC over time. 5
Conclusion We utilize a clustering method to assess the accuracy of the
hydrodynamic model. This method provides insights into the
overall model accuracy by clustering the errors. The cluster-
ing process employs the K-means algorithm, which is a form
of unsupervised machine learning (Jain, 2010). The original
description of this method can be found in the work of Raud-
sepp and Maljutenko (2022). In our assessment, all available
data within the model domain and simulation period are in-
cluded, even if the verification data are unevenly distributed
or occasionally sparse. This approach allows us to evaluate
the model quality at each specific location and time instance
where measurements have been obtained. Temporal variability of the FWC at different timescales has
an opposite pattern in the northern and southern sub-basins
of the Baltic Sea. The Gulf of Bothnia shows positive tenden-
cies of FWC, while in the Baltic Proper, negative tendencies
can be witnessed. The total FWC of the Baltic Sea has de-
creased steadily with a rate of 23.9 km3 yr−1 over the years
1993–2021. There is no solid explanation for what caused it
because different drivers could compensate for each other to
a certain extent. Interannual variations of the FWC in the Bothnian Bay
are supported by interannual variability of river runoff, net
precipitation, and salt transport from the Bothnian Sea, the
latter being opposite to the changes of FWC. In the Both-
nian Sea and northern Baltic Proper, interannual variations of
the FWC and net salt flux to the basins are opposite to each
other. The changes in river runoff and net precipitation have a
complex contribution to the changes of FWC. In the southern
Baltic Proper, the changes of FWC, river runoff, net precipi-
tation, and net salt flux have rather complex relationships. A
separate study is needed to understand the interplay of these
factors, especially seeing as the variations of salt transport
and FWC are opposite to each other from 1993 until 2010
but positively correlated thereafter. The first step of the method is the formation of a two-
dimensional error space of two simultaneously measured pa-
rameters. A two-dimensional error space (dS,dT ), where
dS = (Smod−Sobs) and dT = (Tmod−Tobs), of simultaneously
measured temperature and salinity values was formed as the
basis for the clustering. The dataset utilized in this validation
study was obtained from the EMODnet dataset compiled by
SMHI (SMHI, 2023; data ref. U. Raudsepp et al.: Baltic Sea freshwater content The northern
Baltic Proper and the Bothnian Sea converge in the transi-
tional zone between the saltwater-dominated region and the
freshwater-dominated region. In terms of vertical distribu-
tion, the freshwater-influenced area extends towards the estu-
ary mouth in the upper layer, while the saltwater-dominated
area extends towards the estuary head in the lower layer. Moving eastward, the Gulf of Finland represents a branch
of the main estuarine system and shares general characteris-
tics of a transition zone, although it possesses its own unique
estuarine structure and dynamics (Maljutenko and Raudsepp,
2019; Westerlund et al., 2019; Liblik et al., 2018). 4
Discussion https://doi.org/10.5194/sp-1-osr7-7-2023
State Planet, 1-osr7, 7, 2023 Figure 5. Normalized time series of detrended annual mean FWC (black asterisk), runoff, net precipitation, and net salt fluxes. The abbrevi-
ations for the sub basins are as follows: BS (Baltic Sea) NBP (northern Baltic Proper) SBP (southern Baltic Proper) BOB (Bay of Bothnia) Figure 5. Normalized time series of detrended annual mean FWC (black asterisk), runoff, net precipitation, and net salt fluxes. The abbrevi-
ations for the sub-basins are as follows: BS (Baltic Sea), NBP (northern Baltic Proper), SBP (southern Baltic Proper), BOB (Bay of Bothnia),
BOS (Bothnian Sea), GOF (Gulf of Finland), and GOR (Gulf of Riga) (data ref. 1, 2, 3, 1; Table 1). State Planet, 1-osr7, 7, 2023 https://doi.org/10.5194/sp-1-osr7-7-2023 CHAPTER2.5 CHAPTER2.5 CHAPTER2.5 8 U. Raudsepp et al.: Baltic Sea freshwater content Figure 6. Seasonality of detrended FWC in the different Baltic Sea sub-basins. The abbreviations for the sub-basins are as follows: BS
(Baltic Sea), NBP (northern Baltic Proper), SBP (southern Baltic Proper), KAT (Kattegat), BOB (Bay of Bothnia), BOS (Bothnian Sea),
GOF (Gulf of Finland), and GOR (Gulf of Riga) (data ref. 1, Table 1). Figure 6. Seasonality of detrended FWC in the different Baltic Sea sub-basins. The abbreviations for the sub-basins are as follows: BS
(Baltic Sea), NBP (northern Baltic Proper), SBP (southern Baltic Proper), KAT (Kattegat), BOB (Bay of Bothnia), BOS (Bothnian Sea),
GOF (Gulf of Finland), and GOR (Gulf of Riga) (data ref. 1, Table 1). Figure 7. Seasonality of runoff and net precipitation over the Baltic Sea (BS) (a, b); salt transport through the western boundary of the
southern Baltic Proper (SBP) (c), the Gulf of Finland (GOF) (d), and the southern boundary of the Bothnian Bay (BOB) (e); and the sea ice
volume in the Bothnian Bay (f). Figure 7. Seasonality of runoff and net precipitation over the Baltic Sea (BS) (a, b); salt transport through the western boundary of the
southern Baltic Proper (SBP) (c), the Gulf of Finland (GOF) (d), and the southern boundary of the Bothnian Bay (BOB) (e); and the sea ice
volume in the Bothnian Bay (f). https://doi.org/10.5194/sp-1-osr7-7-2023 State Planet, 1-osr7, 7, 2023 CHAPTER2.5 9 https://doi.org/10.5194/sp-1-osr7-7-2023 5
Conclusion 4, Table 1). It comprises a total
of 651 565 observations that align with the CMEMS reanaly-
sis simulation period, encompassing the years 1993 to 2021. We extracted the nearest model values from the reanalysis
dataset for each observation. The seasonal course of FWC in different sub-basins high-
lights the local dynamics and explains the FWC dynamics in
relation to the local sources of freshwater and salt transport The second step is the selection of the number of clusters. For simplicity, we preselected five clusters. The third step https://doi.org/10.5194/sp-1-osr7-7-2023 State Planet, 1-osr7, 7, 2023 CHAPTER2.5 CHAPTER2.5 CHAPTER2.5 10 U. Raudsepp et al.: Baltic Sea freshwater content Figure A1. Distribution of normalized error clusters for k = 5 (a). The spatial distribution (b, shaded sub-plots), vertical distribution (c),
temporal distribution (d), and seasonal distribution (e) of the share of error points belonging to the five different clusters. Figure A1. Distribution of normalized error clusters for k = 5 (a). The spatial distribution (b, shaded sub-plots), vertical distribution (c),
temporal distribution (d), and seasonal distribution (e) of the share of error points belonging to the five different clusters. Table A1. The share (%), bias, root-mean-square error (RMSE), standard deviation (SD), and correlation coefficient (Corr) for each of the
five clusters. Shares
Bias
SD
RMSE
Corr
k
%
dS
dT
S
T
S
T
S
T
dSdT
(g kg−1)
(◦C)
(g kg−1)
(◦C)
(g kg−1)
(◦C)
1
2.8
−3.201
−0.169
1.763
1.250
3.654
1.261
0.950
0.721
−0.155
2
5.5
2.379
1.140
1.164
1.508
2.649
1.891
0.983
0.626
0.206
3
8.0
0.137
2.567
0.621
1.465
0.636
2.955
0.994
0.637
0.030
4
6.7
−0.026
−2.859
0.587
1.630
0.587
3.291
0.985
0.693
−0.006
5
77.0
−0.029
0.006
0.412
0.549
0.413
0.549
0.994
0.907
0.113 tistical metrics of non-normalized clustered errors. Common
statistics, like SD, RMSE, and correlation coefficient, can be
calculated for the parameters belonging to each cluster. is to perform a K-means clustering of the 2-dimensional er-
rors. The clustering is applied to the normalized errors. Nor-
malization was done for temperature and salinity errors sepa-
rately using corresponding standard deviations of the errors. The K-means algorithm finds the location of the centroids
of a predefined number of clusters in the error space. The
location of the centroids represents the bias of the set of er-
rors for each cluster. 5
Conclusion The fourth step is the calculation of sta- The fifth step is the analysis of spatio-temporal distribu-
tions of the errors belonging to different clusters. In the for-
mation of the error space, we retained the coordinates of each
error point (dS,dT )(x,y), which enables us to map the errors
belonging to each cluster back to the location where the mea- CHAPTER2.5
State Planet, 1-osr7, 7, 2023
https://doi.org/10.5194/sp-1-osr7-7-2023 State Planet, 1-osr7, 7, 2023 https://doi.org/10.5194/sp-1-osr7-7-2023 CHAPTER2.5 U. Raudsepp et al.: Baltic Sea freshwater content 11 surements were performed. In order to do that, the model do-
main is divided into horizontal grid cells (i,j) of 1 × 1 km2
in size. Subsequently, the number of error points belonging
to different clusters at each grid cell (i,j) is counted. The
total number of error points belonging to the grid cell (i,j)
is the sum of the points of each cluster. The share of error
points in each grid cell belonging to cluster k is the ratio of
the number of error points of cluster k and the total number
of error points in each grid cell. S will be (Vref + Vf). If S > Sref, then Eq. (B3) shows how
much freshwater should be removed from the volume of wa-
ter (Vref) with the salinity Sref to obtain water with the salinity
S. In this case, the volume of resulting water with S will be
(Vref −Vf). We would like to note that the relationship (B3) is not a lin-
ear relationship between salinity and Vf. There are straight-
forward conclusions that can be drawn from Eq. (B3). First,
to obtain water with a salinity close to zero, an infinite
amount of freshwater is needed, independent of the Sref, Figure A1 displays the results of the K-means clustering
for non-normalized errors. Table A1 presents the correspond-
ing metrics. Within cluster k = 5, the salinity and tempera-
ture values closely align with the observations, with a bias
of dS = −0.03 g kg−1 and dT = 0.006 ◦C, respectively. This
cluster encompasses 77 % of all data points. The points are
distributed throughout the entire Baltic Sea, with a dominant
share exceeding 0.5 (Fig. A1b). Clusters k = 3 and k = 4 ex-
hibit relatively even spatial distributions over the Baltic Sea,
accounting for 8 % and 7 % of the points, respectively. Appendix B The mixing of two water masses (Mref, Mf) with different
salinities (Sref, Sf) results in the mixture (Mref + Mf) with
unknown salinity S: In the natural system, water volume and salinity are con-
served when volume and salt exchange with the outside sys-
tem is allowed. First, we assume that the natural system is
initially filled with water Vref with salinity Sref. Then, if at
some time instance we observe that water salinity has de-
creased to S, so that S < Sref, then Vf was added to the sys-
tem either by river runoff or net precipitation. (Without losing
generality, we neglect the presence of ice in the system and
variations of the water volume of the system.) At the same
time, to fix the volume of the natural system, the amount of
water Vf with salinity S must be removed from the system
due to outflow through the open boundary, for instance. If
water salinity has increased to S, so that S > Sref, then the
amount of freshwater Vf has been removed from the system
either by evaporation or outflow through the open boundary. Simultaneously, to conserve the volume of water in the nat-
ural system, the amount of water Vf with salinity S must be
transported to the system due to inflow from the open bound-
ary. We would like to note that in the current argumentation,
the actual inflow/outflow volume and salt transport through
the open boundary cannot be estimated from knowing the Vf. MrefSref + MfSf = (Mref + Mf)S. (B1) (B1) If one of the water masses, Mf, is freshwater with Sf = 0, and
we assume that the densities of the water masses of different
salinities have negligible difference, then Eq. (B1) simplifies
to If one of the water masses, Mf, is freshwater with Sf = 0, and
we assume that the densities of the water masses of different
salinities have negligible difference, then Eq. (B1) simplifies
to VrefSref = VrefS + VfS,
(B2) (B2) where Vref and Vf are the volumes of reference water
and freshwater, respectively. The formulation of Boyer et
al. (2007) for freshwater content (FWC) follows directly
from Eq. (B2), where the volume of freshwater in the total
volume of the mixture is Vf = Vref
Sref −S
S
. (B3) (B3) In the derivation of Eq. 5
Conclusion These
clusters are particularly noteworthy due to their small salin-
ity biases and variability, which are crucial for estimating
the freshwater content (FWC) directly impacted by salinity. Collectively, approximately 92 % of all validation points ex-
hibit relatively low salinity bias, standard deviation (SD), and
root-mean-square error (RMSE) (Table A1). Consequently,
we anticipate that the model reanalysis data provide suffi-
ciently accurate information for calculating the FWC of the
Baltic Sea. lim
S→0Vf = ∞. Second, no freshwater is needed to add to the water Vref if
the mixture has a salinity equal to Sref. Third, if Second, no freshwater is needed to add to the water Vref if
the mixture has a salinity equal to Sref. Third, if lim
S→∞Vf = −Vref, then all water should be removed from the mixture. In its practical application, the formulation (Eq. B3) means
that a fixed volume equal to Vref was initially filled with the
water of salinity Sref. Then, Vf is the volume of freshwater
that was needed to dilute the water to the observed salinity S. In this case, the volume of the mixture (Vref+Vf) with salinity
S is larger than the initial volume Vref. This means that the
amount of water in the mixture, Vf, with salinity S should
be removed from the system after the mixing is complete. If S > Sref, then Vf < 0, and this is the volume of freshwater
that was removed from the system to obtain water with the
salinity S. In such a case, the volume of the mixture (Vref −
Vf) with salinity S is smaller than the initial volume Vref. This means that the amount of water in the mixture, Vf with
salinity S, should be added to the system. https://doi.org/10.5194/sp-1-osr7-7-2023 (B5) Competing interests. The contact author has declared that none
of the authors has any competing interests. The relationship between salinity and Vf is linear in Eq. (B5). Now some conclusions will be drawn from Eq. (B5). First, if
the salinity is S = 0, then Vf = V ; i.e. all water in the mixture
is freshwater. Second, if S = Sref, then Vf = 0; i.e. there is
no freshwater in the mixture. If S > Sref, then we obtain that
Vf < 0, which means that a fraction of the water in the mix-
ture becomes negative. Therefore, in its initial applications
(Gustafsson and Stigebrandt, 1996; Eilola and Stigebrandt,
1998; Winsor et al., 2001), the relationship (B5) is bounded
to zero when S > Sref. The argumentation about the dynam-
ics of the freshwater content is not applicable to the formu-
lation by Gustafsson and Stigebrandt (1996). In the applica-
bility range S ≤Sref, Eq. (B5) can be interpreted as follows:
initially, a fixed volume, V , is filled in with the water with
salinity Sref, and, then, the amount of water Vf with salin-
ity Sref is removed from the fixed volume and replaced with
freshwater with volume Vf to obtain the mixture with salinity
S. Disclaimer. The Copernicus Marine Service offering is regularly
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services. Publisher’s note: Copernicus Publications remains neutral with
regard to jurisdictional claims in published maps and institutional
affiliations. Review statement. This paper was edited by Pierre Brasseur and
reviewed by three anonymous referees. Technically, Eq. (B5) can also be used for the calculation
of Vf if S > Sref. We have calculated FWC for the whole
Baltic Sea using Eqs. (B3) and (B5) (Fig. B1). The difference
of the calculated FWC of the Baltic Sea is around 100 km3
and rarely exceeds 200 km3, while the FWC anomaly of
the Baltic Sea varies in the range of ±1000 km3. (B5) The esti-
mates used by either formulation are between 10 %–20 %. We would like to point out that FWC calculated by Eq. (B3)
(Boyer et al., 2007) is always larger than FWC calculated by
Eq. (B5) (Gustafsson and Stigebrandt, 1996): Appendix B (B2), we can express FWC as Vf = V (Sref −S)
Sref
. (B5) (B5) Appendix B (B3), the volume of the mixture of
two water masses is not limited. The formulation (B3) answers the question of how much
freshwater (Vf) is needed to dilute the water (Vref) with salin-
ity Sref to the salinity S if S < Sref. The volume of water with The derivation of the formulation by Gustafsson and Stige-
brandt (1996) is based on the conservation of salt in mixing State Planet, 1-osr7, 7, 2023 State Planet, 1-osr7, 7, 2023 https://doi.org/10.5194/sp-1-osr7-7-2023 CHAPTER2.5 CHAPTER2.5 12 U. Raudsepp et al.: Baltic Sea freshwater content U. Raudsepp et al.: Baltic Sea freshwater content U. Raudsepp et al.: Baltic Sea freshwater content Figure B1. Time series of FWC in the Baltic Sea as calculated
according to Eq. (B3) (black line, 1) and Eq. (B5) (brown line, 2)
and difference between Eqs. (B5) and (B3) (blue). From Eq. (B6) we can see that the difference in FWC of two
formulations increases with the increase in the difference be-
tween reference water salinity and the salinity of the mixture. Data availability. This study is based on public databases and the
references are listed in Table 1. Supplement. The supplement related to this article is available
online at: https://doi.org/10.5194/sp-1-osr7-7-2023-supplement. Figure B1. Time series of FWC in the Baltic Sea as calculated
according to Eq. (B3) (black line, 1) and Eq. (B5) (brown line, 2)
and difference between Eqs. (B5) and (B3) (blue). Author contributions. In the study, UR was responsible for con-
ceptualizing the research, developing the methodology, conducting
the investigation, performing formal analysis, and writing the orig-
inal draft of the paper. IM carried out formal analyses, conducted
data curation, and handled data visualization, while also participat-
ing in the initial drafting of the manuscript. AB was involved in
formal analysis, investigation, and data visualization. RU and PL
obtained funding and managed project administration tasks. All au-
thors collaborated in the review and editing of the manuscript. of two water masses; i.e. Eqs. (B1) and (B2) are valid. Addi-
tionally, the assumption behind their formulation is that the
water volume of the mixture, V = Vf + Vref, is known, while
Vref is an unknown volume. Thus, in addition to Eq. (B2), the
unknown volume can be expressed as Vref = V −Vf. (B4) Vref = V −Vf. (B4) Substituting Eq. (B4) into Eq. (B2), we can express FWC as Substituting Eq. (B4) into Eq. Axell, L.: EU Copernicus Marine Service Product User Man-
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022-00489-0, 2022. https://doi.org/10.5194/sp-1-osr7-7-2023 State Planet, 1-osr7, 7, 2023 High-frequency radar-derived coastal upwelling index ition of the Copernicus Ocean State Report (OSR7) Pablo Lorente1, Anna Rubio2, Emma Reyes3, Lohitzune Solabarrieta2, Silvia Piedracoba4,
Joaquín Tintoré3,5, and Julien Mader2
1Puertos del Estado, Madrid, 28042, Spain
2AZTI Marine Research, Basque Research and Technology Alliance (BRTA), Pasaia, 20110, Spain
3Balearic Islands Coastal Ocean Observing and Forecasting System (SOCIB), Palma, 07122, Spain
4CETMAR (Centro Tecnológico del Mar), Vigo, 36208, Spain
5Mediterranean Institute for Advanced Studies (IMEDEA), Esporles, 07190, Spain Pablo Lorente1, Anna Rubio2, Emma Reyes3, Lohitzune Solabarrieta2, Silvia Piedracoba4,
Joaquín Tintoré3,5, and Julien Mader2
1Puertos del Estado, Madrid, 28042, Spain
2AZTI Marine Research, Basque Research and Technology Alliance (BRTA), Pasaia, 20110, Spain
3Balearic Islands Coastal Ocean Observing and Forecasting System (SOCIB), Palma, 07122, Spain
4CETMAR (Centro Tecnológico del Mar), Vigo, 36208, Spain
5Mediterranean Institute for Advanced Studies (IMEDEA), Esporles, 07190, Spain rnicus Ocean State Report (OSR7) Correspondence: Pablo Lorente (plorente@puertos.es)
Received: 30 July 2022 – Discussion started: 30 September 2022
Revised: 24 March 2023 – Accepted: 30 May 2023 – Published: 27 September 2023 Received: 30 July 2022 – Discussion started: 30 September 2022
Revised: 24 March 2023 – Accepted: 30 May 2023 – Published: 27 September 2023 an State Report (OSR7) Abstract. Coastal upwelling has been extensively studied since it plays a critical role in the connectivity be-
tween offshore waters and coastal ecosystems, which has impacts on water quality, fisheries, and aquaculture
production. Significant efforts have been devoted to the quantification of the intensity, duration, and variability
of this phenomenon by means of coastal upwelling indexes (CUIs), derived from wind, sea level pressure, or sea
surface temperature data. Although valuable, first-order descriptors, such classical indexes have been reported to
present some limitations. As one of the major shortcomings is the omission of the direct influence of ocean cir-
culation, this work introduces a novel CUI, generated from remotely sensed hourly surface current observations
provided by a high-frequency radar (HFR). The consistency of the proposed index (CUI-HFR) is assessed in two
different oceanographic areas during two distinct time periods: in the north-western Iberian (NWI) peninsula for
2021 and in the Bay of Biscay (BOB) for 2014. To this aim, CUI-HFR is compared against a traditional CUI
based on hourly wind observations (CUI-WIND) provided by two buoys. Likewise, the skill of CUI-HFR to
identify upwelling and downwelling processes is also qualitatively evaluated. High-frequency radar-derived coastal upwelling index Complementarily, the prognostic
capabilities of the GLOBAL analysis and forecasting system to accurately reproduce upwelling and downwelling
events in the NWI area are also analysed (CUI-GLOBAL). Results obtained in these two pilot areas revealed the
following: (i) noticeable agreement between CUI-HFR and CUI-WIND, with correlation coefficients above 0.67;
and (ii) a proven ability of CUI-HFR and CUI-GLOBAL to categorize a variety of upwelling and downwelling
episodes, which highlights their potential applicability for direct upwelling monitoring over any coastal area of
the global ocean. Published by Copernicus Publications. CHAPTER2.5 CHAPTER2.5 Chapter 2.6 – 7th edition of the Copernicus Ocean State Report (OSR7) Chapter 2.6 – 7th edition of the Copernicus Ocean State Planet, 1-osr7, 8, 2023
https://doi.org/10.5194/sp-1-osr7-8-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License. ter 2.6 – 7th edition of the Copernicus Ocean State Report (O 1
Introduction sensing instrument is high-frequency radar – HFR (Roarty
et al., 2019). HFR networks have become an essential com-
ponent of ocean observatories as they collect, in near-real
time, fine-resolution maps of the upper-layer flow over broad
coastal areas, providing a dynamical framework for other tra-
ditional in situ observation platforms (Lorente et al., 2022;
Rubio et al., 2017). HFR-derived surface circulation is a
reliable source of information for search-and-rescue oper-
ations and oil spill tracking, among other practical appli-
cations (Reyes et al., 2022; Roarty et al., 2019; Rubio et
al., 2017). Equally, it can be used for a detailed investiga- Since coastal waters encompass many unique habitats and
support a wide range of anthropogenic activities (tourism,
transportation, fisheries, etc.), accurate monitoring is re-
quired for efficient marine resources management, the
preservation of vulnerable ecosystems, and the sustained
development of the so-called blue economy (Trincardi et
al., 2020). Cutting-edge technology that has been steadily gaining
worldwide recognition as an effective shore-based remote P. Lorente et al.: High-frequency radar-derived coastal upwelling index De-
spite being valuable first-order descriptors, such classical in-
dexes have been reported to provide an incomplete picture
of coastal UPW due to a number of limitations, encompass-
ing uncertainties related to the estimation of wind stress or
derived from the coarse spatio-temporal resolution of the at-
mospheric pressure fields used (Jacox et al., 2018). As one of the major shortcomings is the omission of the
direct influence of ocean circulation, the present work in-
tends to fill this gap by introducing a novel CUI, gener-
ated from HFR-derived hourly surface current observations
(CUI-HFR). Although such an ocean-based index was firstly
presented in Lorente et al. (2020) as a proof-of-concept in-
vestigation, here we gain further insight into the credibil-
ity of the proposed approach by analysing two different re-
gions (Fig. 1a), the north-western Iberian (NWI) peninsula
upwelling system and the Bay of Biscay (BOB), for distinct
time periods (2021 and 2014, respectively). Nowadays, there is an emerging question about the im-
pact of anthropogenic pressures on future changes in coastal
UPW ecosystems and the potential implications for biodi-
versity conservation (IPCC, 2022; Abrahams et al., 2021a;
Xiu et al., 2018; Bakun et al., 2015; Cropper et al., 2014; Di
Lorenzo, 2015). It has been hypothesized that climate change
could promote greater land–sea temperature gradients to-
gether with stronger alongshore winds, eventually resulting
in intensified wind-driven coastal UPW (Di Lorenzo, 2015;
Varela et al., 2015; Barton et al., 2013). In Wang et al. (2015),
results from an ensemble of climate models showed relevant
changes in the timing, duration, intensity, and spatial hetero-
geneity of coastal UPW in response to future warming in
most eastern boundary upwelling systems. p
p
y
In the NWI region, which extends from 40 to 44◦N
(Fig. 1a), the ocean dynamics are regulated by the relative
changes in the strength and position of the Azores high-
pressure system with respect to the Iceland low-pressure sys-
tem, defining two largely wind-driven oceanographic sea-
sons (Lorente et al., 2020). The UPW season is predominant
from March to October when northerly winds prevail and in-
duce a south-westward surface flow. The upward flux of cold
deep waters supplies nutrients to the euphotic zone, result-
ing in an elongated alongshore strip of maximum concentra-
tion of chlorophyll (Fig. 1b). P. Lorente et al.: High-frequency radar-derived coastal upwelling index 2 Table 1. Products from the Copernicus Marine Service used in this study, including the Product User Manual (PUM) and QUality Information
Document (QUID). Last access for all web pages cited in this table: 2 June 2023. Product
Product ID and type
Data access
Documentation
ref. no. 1
INSITU_GLO_PHY_UV_DISCRETE_NRT_013_048,
EU Copernicus Marine
PUM: Verbrugge et al. (2022a);
in situ observations
Service Product (2022a)
QUID: Verbrugge et al. (2022b)
2
INSITU_GLO_PHY_UV_DISCRETE_MY_013_044,
EU Copernicus Marine
PUM: Etienne et al. (2022);
in situ observations
Service Product (2023a)
QUID: Etienne et al. (2023)
3
INSITU_IBI_PHYBGCWAV_DISCRETE_MYNRT_013_033,
EU Copernicus Marine
PUM: Copernicus Marine In Situ Tac
in situ observations
Service Product (2022b)
Data Management Team (2021);
QUID: Wehde et al. (2022)
4
GLOBAL_ANALYSISFORECAST_PHY_001_024,
EU Copernicus Marine
PUM: Le Galloudec et al. (2022);
numerical models
Service Product (2022c)
QUID: Lellouche et al. (2022)
5
SST_GLO_SST_L4_REP_OBSERVATIONS_010_011,
EU Copernicus Marine
PUM: Worsfold et al. (2022);
satellite observations
Service Product (2023b)
QUID: Worsfold et al. (2023)
6
OCEANCOLOUR_GLO_BGC_L4_MY_009_104,
EU Copernicus Marine
PUM: Colella et al. (2022);
satellite observations
Service Product (2022d)
QUID: Garnesson et al. (2022) Table 1. Products from the Copernicus Marine Service used in this study, including the Product User Manual (PUM) and QUality Information
Document (QUID). Last access for all web pages cited in this table: 2 June 2023. tion of upwelling (UPW) and downwelling (DOW) processes
that modulate the connectivity between offshore waters and
coastal ecosystems (Lorente et al., 2020; Paduan et al., 2018;
Kaplan and Largier, 2006). It occurs when alongshore winds
and the Coriolis effect (due to Earth’s rotation) combine to
drive a near-surface layer of water offshore, a process re-
ferred to as Ekman transport (Ekman, 1905). Such cross-
shelf transport is compensated for by the vertical uplift of
cold and enriched waters that fertilize the uppermost layer. Conversely, during DOW events winds induce net onshore
displacement and subduction of surface coastal waters that
foster the retention of organic matter and pollutants onto the
shoreline with a subsequent impact on residence times and
water renewal mechanisms. hams et al., 2021a, b; González-Nuevo et al., 2014; Benaz-
zouz et al., 2014; Wooster et al., 1976; Bakun, 1973). State Planet, 1-osr7, 8, 2023 CHAPTER2.6 CHAPTER2.6 CHAPTER2.6 P. Lorente et al.: High-frequency radar-derived coastal upwelling index 3 Figure 1. (a) Study areas are marked with black squares: the north-western Iberian (NWI) peninsula upwelling system and the Bay of Biscay
(BOB), where two high-frequency radars (HFRs) are deployed – product ref. nos. 1 and 2 (Table 1). Green dots denote HFR sites, whil
orange dots represent the Silleiro buoy and Bilbao buoy locations (product ref. no. 3) (Table 1), moored within the NWI and BOB areas
respectively. Red lines indicate selected transects: HFR-derived surface circulation and satellite-derived chlorophyll distribution – produc
ref. no. 6 (Table 1) – during a 2 d (b) summer upwelling event and (c) winter downwelling event in the NWI area, when intense northerly
and southerly winds were predominant, respectively. Figure 1. (a) Study areas are marked with black squares: the north-western Iberian (NWI) peninsula upwelling system and the Bay of Biscay
(BOB), where two high-frequency radars (HFRs) are deployed – product ref. nos. 1 and 2 (Table 1). Green dots denote HFR sites, while
orange dots represent the Silleiro buoy and Bilbao buoy locations (product ref. no. 3) (Table 1), moored within the NWI and BOB areas,
respectively. Red lines indicate selected transects: HFR-derived surface circulation and satellite-derived chlorophyll distribution – product
ref. no. 6 (Table 1) – during a 2 d (b) summer upwelling event and (c) winter downwelling event in the NWI area, when intense northerly
and southerly winds were predominant, respectively. The south-eastern BOB (Fig. 1a) is characterized by com-
plex topography wherein a combination of different temporal
and spatial ocean processes (i.e. slope currents, eddies) gov-
erns the local hydrodynamics (Llope et al., 2006). Coastal
UPW and DOW processes depict a marked seasonal vari-
ability, linked to seasonal changes in the wind regime (Prego
et al., 2012; Botas et al., 1990). During autumn and win-
ter, south-westerly winds are prevalent and induce DOW
events. In spring and summer, winds are less intense and
more variable, with the dominance of easterlies and north-
easterlies driving weak but frequent UPW episodes (Fontán
et al., 2008). Although UPW (whenever present) can be con-
sidered weak in comparison with typical UPW areas world-
wide (Borja et al., 2008), this phenomenon has been investi-
gated in the BOB region as they are significantly correlated with the recruitment of commercial fish species (Caballero
et al., 2018). P. Lorente et al.: High-frequency radar-derived coastal upwelling index During the rest of the year, the
predominant DOW season is characterized by (i) prominent
southerly winds that drive the surface circulation northwards
and (ii) low biological productivity, with nutrient concentra-
tions confined in shallower coastal areas (Fig. 1c). Since there is no available ground-truth observation of ver-
tical currents, diverse coastal upwelling indexes (CUIs) have
been derived from historical estimations of other met-ocean
parameters (e.g. wind, sea level pressure, or sea surface tem-
perature) to indirectly infer seasonal trends of UPW along
the shoreline (Gunduz et al., 2022; Mourre et al., 2023; Abra- https://doi.org/10.5194/sp-1-osr7-8-2023 State Planet, 1-osr7, 8, 2023 CHAPTER2.6 CHAPTER2.6 State Planet, 1-osr7, 8, 2023 P. Lorente et al.: High-frequency radar-derived coastal upwelling index In particular, 55 % of the recruitment variabil-
ity of anchovy fisheries can be explained by upwelling over
the spawning area (Borja et al., 2008). Therefore, the HFR
deployed in this region might be very useful to monitor the
surface circulation and characterize the UPW variability by
means of a CUI (Caballero et al., 2018). The main goal of this contribution is twofold: firstly, to
assess the validity of the proposed ocean-based CUI-HFR
through its comparison against a traditional CUI based on
hourly wind observations (CUI-WIND) provided by adjacent
in situ buoys (Fig. 1a). Likewise, the skill of CUI-HFR to cat-
egorize UPW and DOW events was also qualitatively evalu-
ated. The second part of the goal is to infer the prognostic
capabilities of the GLOBAL analysis and forecasting system State Planet, 1-osr7, 8, 2023 https://doi.org/10.5194/sp-1-osr7-8-2023 CHAPTER2.6 CHAPTER2.6 P. Lorente et al.: High-frequency radar-derived coastal upwelling index 4 Table 1), is a two-site CODAR SeaSonde network (Fig. 1a)
that operates at a central frequency of 4.46 MHz, providing
hourly current maps (representative of the first 1.5 m of the
water column) with a spatial resolution of 5 km in an area up
to 150 km from the coast (Solabarrieta et al., 2014). The con-
sistent performance of this system and its potential for the
study of ocean processes and transport patterns have already
been demonstrated by previous works (Manso-Narvarte et
al., 2018; Solabarrieta et al., 2014, 2015, 2016; Rubio et
al., 2011, 2018). (Lellouche et al., 2018) to accurately reproduce UPW and
DOW events previously detected in the NWI region. In this
context, hydrodynamic models can serve as ancillary tools
for gappy HFR surface current maps by offering a seamless
predictive picture of the ocean state. This work is structured as follows: Sect. 2 outlines the ob-
servational and modelled data sources. Section 3 describes
the methodology adopted. Results are presented and dis-
cussed in Sect. 4. Finally, principal conclusions are drawn
in Sect. 5. Data are collected, processed, and quality-controlled fol-
lowing standard recommendations (Mantovani et al., 2020). They are later distributed in near-real time through the Eu-
ropean HFR Node as part of the Copernicus Marine Ser-
vice products. Again, a cut-off filter of 3 was imposed for
the GDOP parameter to mitigate the impact of geometrical
uncertainties on total current vectors accuracy (Fig. A1b). 2
Data All the observational and modelled products used in this
study are gathered in Table 1 and thoroughly described be-
low. 2.1
The HFR system deployed in NWI A five-site CODAR SeaSonde HFR network, deployed along
the Galician–Portuguese coast (Fig. 1b) since 2004, was
used in this work (product ref. nos. 1 and 2 in Table 1). The network is jointly operated by Puertos del Estado,
INTECMAR–Xunta de Galicia, and the Portuguese Hydro-
graphic Institute. While the southernmost HFR site operates
at 13.5 MHz, the other four sites operate at a central fre-
quency of 4.86 MHz, providing hourly radial vectors that are
representative of the currents moving toward or away from
the site. All radial current vectors (from two or several sites)
within a predefined search radius of 25 km are geometri-
cally combined to estimate hourly total current vectors on a
Cartesian regular mesh of 6×6 km horizontal resolution and
200 km range (Lorente et al., 2015, 2020). Data are quality-
controlled and delivered freely through the European HFR
Node, which oversees the harvesting, harmonization, format-
ting, and distribution of HFR data (Corgnati et al., 2021). 2.4
GLOBAL analysis and forecasting system The operational Mercator global ocean analysis and forecast
system provides 10 d of 3D global ocean forecasts updated
daily. This product (product ref. no. 4 in Table 1), named
GLOBAL_ANALYSIS_FORECAST_PHY_001_024
and
freely available through the Copernicus Marine Service
catalogue, includes daily and monthly mean files of temper-
ature, salinity, currents, sea level, mixed layer depth, and ice
parameters from the surface to seafloor (5500 m depth) over
the global ocean. It also includes hourly mean surface fields
for sea level height, temperature, and currents. The global
ocean output files are displayed on 50 vertical levels with
a 1/12◦horizontal resolution over a regular latitude and
longitude equirectangular projection. This product presents
temporal coverage from November 2020 to the present. HFR-derived data used in this study were collected from
August to December 2021, once the southernmost site
(LEÇA) was calibrated and integrated into the pre-existing
network. During this 5-month period, the five sites were si-
multaneously operational, and the spatial coverage was at its
maximum extent. The specific geometry of the HFR domain
and, hence, the intersection angles of radial vectors handicap
the accuracy of the total current vectors resolved at each grid
point. Such a source of uncertainty is quantified by a dimen-
sionless parameter called geometrical dilution of precision –
GDOP (Chapman et al., 1997; Barrick, 2006), which typi-
cally increases with the distance from the HFR sites. In this
work, a cut-off filter of 3 was imposed for the GDOP to get
rid of estimations affected by higher uncertainties (Fig. A1a). The system is based on the Nucleus for European Mod-
elling of the Ocean (NEMO) v3.1 ocean model (Madec and
the NEMO team, 2008) and is forced with 3-hourly atmo-
spheric fields provided by the European Centre for Medium-
Range Weather Forecasts. The GLOBAL system does not in-
clude tides or pressure forcing. Altimeter data, in situ tem- P. Lorente et al.: High-frequency radar-derived coastal upwelling index Finally, HFR-derived current estimations used in this work
were collected from April to August 2014, when the system
operated consistently and provided the longest data series
(Solabarrieta et al., 2015). 2.3
In situ buoys Basic features of two deep-ocean buoys (product ref. no. 3
in Table 1), deployed within each HFR footprint (Fig. 1a)
and operated by Puertos del Estado, are gathered in Table 2. Both in situ devices collect quality-controlled estimations of
sea surface temperature, salinity, and currents, among other
physical parameters. Furthermore, both buoys are equipped
with a wind sensor, providing hourly averaged wind vectors
at 3 m height. State Planet, 1-osr7, 8, 2023 P. Lorente et al.: High-frequency radar-derived coastal upwelling index Lorente et al.: High-frequency radar-derived coastal upwelling index 5 Table 2. Description of the buoys (product ref. no. 3 in Table 1) deployed within the coverage of each HFR system (product ref. no. 1 and
no. 2 in Table 1), as shown in Fig. 1. More information on products can be found in the text and in the product table. Name (area)
Type
Deployment
Longitude
Latitude
Depth
Sampling
Coriolis parameter
Silleiro (NWI)
Seawatch
1998
9.44◦W
42.12◦N
600 m
1 h
9.75 × 10−5 s−1
Bilbao (BOB)
Seawatch
1990
3.04◦W
43.64◦N
580 m
1 h
10 × 10−5 s−1 parameter (whose values are shown in Table 2). In this case,
u and v denote the hourly time series of zonal and meridional
wind at 3 m height, respectively, as measured by each buoy. The sign is changed to define positive (negative) magnitudes
of CUI-WIND as a response to the predominant equatorward
(poleward) wind over NWI and the predominant westward
(eastward) wind over BOB. perature and salinity vertical profiles, and satellite sea sur-
face temperature data are jointly assimilated to estimate the
initial conditions for numerical ocean forecasting. For fur-
ther details, the reader is referred to the GLOBAL Product
User Manual (Le Galloudec et al., 2022) and to Lellouche et
al. (2018). Assuming the prompt and direct reaction of the upper
ocean layer to intense and prolonged wind forcing in NWI
(Herrera et al., 2005) and BOB (Solabarrieta et al., 2015),
it seems reasonable to develop an ocean-based indicator for
UPW and DOW conditions. Analogously, the CUI-HFR is
defined as follows. 2.5
Satellite-derived data Surface fields of temperature and chlorophyll (product ref. nos. 5 and 6 in Table 1, respectively) provided by satellite
missions were downloaded from the Copernicus Marine Ser-
vice catalogue and used to analyse the impact of UPW and
DOW events on their spatial distribution. For the NWI region: For the NWI region: UEkman = CUI −HFR
m3
skm UEkman = CUI −HFR
m3
skm 2.2
The HFR system deployed in BOB This HFR system, deployed in the south-eastern BOB since
2009 and owned by Euskalmet (product ref. nos. 1 and 2 in State Planet, 1-osr7, 8, 2023 https://doi.org/10.5194/sp-1-osr7-8-2023 CHAPTER2.6 CHAPTER2.6 https://doi.org/10.5194/sp-1-osr7-8-2023 3
Methodology 2f) at the
northernmost sector of the transect, in the vicinity of Cape
Finisterre (Fig. 1a), which has been largely documented to
act as the locus of frequent UPW (Lorente et al., 2020; Tor-
res et al., 2003). Finally, the intense DOW event identified
by CUI-HFR and CUI-GLOBAL for 21 December 2021 (de-
noted as DOW-1 in Fig. 2b) was coincident with a general
minimum of Chl concentration (Fig. 2f), resulting in reduced
primary production. These findings confirm the strong con-
nection between the wind-induced circulation, coastal UPW,
and the modulation of SST and Chl fields at the uppermost
layer, in line with previous works. For instance, Alvarez et
al. (2012) postulated that the high seasonal variability of Chl
in NWI was mainly related to UPW episodes during spring
and summer, while Chl variations depended on other addi-
tional factors (such as the input of nutrients from land run-
off) during autumn and winter. To gain further insight into the three specific events pre p
y
g
With regard to the 5-month period (August–December
2021) of concurrent CUI estimations (Fig. 2b), the degree of
agreement was rather satisfactory. Both ocean-based CUIs
were able to reproduce the temporal variability, capturing
the most prominent events fairly well (marked and denoted
in black). Hovmöller diagrams of CUI were computed at a
selected transect of constant longitude (9.43◦W, shown in
Fig. 1a) to infer its spatio-temporal evolution (Fig. 2c–d). There were clear similarities (in terms of intensity and tim-
ing) between CUI-HFR and CUI-GLOBAL during the en-
tire 5-month period, with a predominance of UPW (DOW)
events during the summer and autumn (early winter) of 2021. Representative UPW and DOW episodes were selected for
each study area to analyse the prevailing met-ocean con-
ditions (wind and surface circulation, among others) along
with the spatial distribution of CUI. In the case of the NWI
area, a CUI was also derived from the surface currents pre-
dicted by the GLOBAL analysis and forecast system (Lel-
louche et al., 2018) following Eq. (3). CUI-GLOBAL and
CUI-HFR were intercompared to infer strengths and weak-
nesses of each index and infer the potential of the GLOBAL
model as a predictive tool for UPW conditions in this specific
region. 3
Methodology To this aim, a variety of outcomes were computed,
ranging from 2D maps, time series, and the best linear fit of
scatter plots to Hovmöller diagrams, which are the common
way of plotting met-ocean data to depict changes over time
of scalar quantities such as the CUI (Benazzouz et al., 2014). g
y
The Hovmöller diagrams of sea surface temperature (SST)
and chlorophyll a (Chl) concentration at the same tran-
sect corroborated the consistency of the proposed approach
(Fig. 2e–f). An abrupt cooling (with SST below 14 ◦C) and
a relevant peak of Chl (with values above 2 mg m−3) were
observed by mid-August 2021, coincident with the UPW-1
event previously categorized (Fig. 2b–d). Equally, the mod-
erate UPW episode that took place on 20 September 2021
(denoted as UPW-2 in Fig. 2b) could also be related to a local
drop in SST (Fig. 2e) and a maximum of Chl (Fig. 2f) at the
northernmost sector of the transect, in the vicinity of Cape
Finisterre (Fig. 1a), which has been largely documented to
act as the locus of frequent UPW (Lorente et al., 2020; Tor-
res et al., 2003). Finally, the intense DOW event identified
by CUI-HFR and CUI-GLOBAL for 21 December 2021 (de-
noted as DOW-1 in Fig. 2b) was coincident with a general
minimum of Chl concentration (Fig. 2f), resulting in reduced
primary production. These findings confirm the strong con-
nection between the wind-induced circulation, coastal UPW,
and the modulation of SST and Chl fields at the uppermost
layer, in line with previous works. For instance, Alvarez et
al. (2012) postulated that the high seasonal variability of Chl
in NWI was mainly related to UPW episodes during spring
and summer, while Chl variations depended on other addi-
tional factors (such as the input of nutrients from land run-
off) during autumn and winter. 3
Methodology Bakun (1973, 1975) proposed a CUI (the so-called Bakun
index) based on Ekman theory (Ekman, 1905) and available
estimates of atmospheric conditions to derive estimates of
cross-shore Ekman transport as a proxy for coastal UPW. Following the same approach, in the present contribution two
CUIs were computed (as benchmarks to compare CUI-HFR
against) from hourly wind estimations provided by in situ
buoys moored within each HFR coverage (Fig. 1a). Then,
the CUI-WIND is defined as follows. = −ρa · Cd ·
√
u2 + v2 · v · 1000
f · ρw
· C
(3) (3) For the BOB region: g
VEkman = CUI −HFR
m3
skm
= −ρa · Cd ·
√
u2 + v2 · u · 1000
f · ρw
· C
(4) For the NWI region: For the NWI region: (4) f · ρw UEkman = CUI −WIND
m3
skm Here, u and v represent the filtered hourly time series of
zonal and meridional surface current velocities (m s−1) pro-
vided by the HFR, respectively. A 25 h running-mean fil-
ter was used to smooth time series data by suppressing the
main diurnal and semidiurnal tidal constituents (Shirahata et
al., 2016), particularly the M2 signal, which is the largest
harmonic constituent in the study area. Furthermore, C rep-
resents a dimensionless parameter that acts as a proportional-
ity constant between wind and surface current observations,
assuming a direct relationship between the two parameters
(Lorente et al., 2020; Solabarrieta et al., 2015). The value of
this parameter, which depends on the selected study area, can
be easily derived from the best linear fit against CUI-WIND. For instance, C is equal to 2300 (3500) for the NWI (BOB)
region. = −ρa · Cd ·
√
u2 + v2 · v · 1000
f · ρw
(1) (1) For the BOB region: For the BOB region:
VEkman = CUI −WIND
m3
skm
= −ρa · Cd ·
√
u2 + v2 · u · 1000
f · ρw
(2) (2) Here, ρa is the air density at standard temperature and pres-
sure conditions (1.22 kg m−3), ρw is the seawater density
(1025 kg m−3), Cd is a dimensionless empirical drag coef-
ficient (1.4×10−3), and f is the latitude-dependent Coriolis In order to obtain a single time series of CUI-HFR, which
is representative of the entire study area, hourly 2D maps State Planet, 1-osr7, 8, 2023 https://doi.org/10.5194/sp-1-osr7-8-2023 CHAPTER2.6 P. State Planet, 1-osr7, 8, 2023 3
Methodology Lorente et al.: High-frequency radar-derived coastal upwelling index 6 were spatially averaged over a delimited HFR spatial sub-
domain (see Fig. A1). In particular, two prerequisites were
imposed to select such a subdomain: (i) it should be between
60 and 1200 m bathymetric depths to represent coastal waters
while avoiding shallow water effects and the potential impact
of impulsive-type freshwater discharges on the coastal circu-
lation, and (ii) a predefined threshold of 3 was established
for the GDOP parameter to minimize geometrical uncertain-
ties in the remotely sensed currents. Finally, as a rough ap-
proximation, we also assumed that the local coastline was
perfectly aligned in the south–north axis for the NWI region
and in the east–west axis for the BOB region, which implies
that v and u surface current components were parallel to the
coastline. of the most relevant UPW (positive values) and DOW (nega-
tive values) episodes such as those observed during February
2021, whose values were higher than 3000 m3 s−1 km−1 and
lower than −5000 m3 s−1 km−1, respectively (Fig. 2a). lower than −5000 m3 s 1 km 1, respectively (Fig. 2a). With regard to the 5-month period (August–December
2021) of concurrent CUI estimations (Fig. 2b), the degree of
agreement was rather satisfactory. Both ocean-based CUIs
were able to reproduce the temporal variability, capturing
the most prominent events fairly well (marked and denoted
in black). Hovmöller diagrams of CUI were computed at a
selected transect of constant longitude (9.43◦W, shown in
Fig. 1a) to infer its spatio-temporal evolution (Fig. 2c–d). There were clear similarities (in terms of intensity and tim-
ing) between CUI-HFR and CUI-GLOBAL during the en-
tire 5-month period, with a predominance of UPW (DOW)
events during the summer and autumn (early winter) of 2021. The Hovmöller diagrams of sea surface temperature (SST)
and chlorophyll a (Chl) concentration at the same tran-
sect corroborated the consistency of the proposed approach
(Fig. 2e–f). An abrupt cooling (with SST below 14 ◦C) and
a relevant peak of Chl (with values above 2 mg m−3) were
observed by mid-August 2021, coincident with the UPW-1
event previously categorized (Fig. 2b–d). Equally, the mod-
erate UPW episode that took place on 20 September 2021
(denoted as UPW-2 in Fig. 2b) could also be related to a local
drop in SST (Fig. 2e) and a maximum of Chl (Fig. https://doi.org/10.5194/sp-1-osr7-8-2023 P. Lorente et al.: High-frequency radar-derived coastal upwelling index 7 Figure 2. Time series of diverse hourly coastal upwelling index (CUI) in the north-western Iberia (NWI) region (a) for the entirety of 2021
and (b) for August–December 2021, as derived from wind observations from the Silleiro buoy (CUI-WIND) (product ref. no. 3; Table 1),
HFR surface currents (CUI-HFR) (product ref. nos. 1 and 2; Table 1), and modelled surface currents (CUI-GLOBAL) (product ref. no. 4;
Table 1). CUI-WIND raw (grey dots) was filtered by applying a 24 h moving mean (blue line). Hovmöller diagrams of (c) CUI-HFR, (d) CUI-
GLOBAL, (e) sea surface temperature (SST) (product ref. no. 5; Table 1), and (f) chlorophyll (Chl) (product ref. no. 6; Table 1) concentration
during the period August–December 2021 for a selected transect of constant longitude (9.43◦W), depicted in Fig. 1a. Figure 2. Time series of diverse hourly coastal upwelling index (CUI) in the north-western Iberia (NWI) region (a) for the entirety of 2021
and (b) for August–December 2021, as derived from wind observations from the Silleiro buoy (CUI-WIND) (product ref. no. 3; Table 1),
HFR surface currents (CUI-HFR) (product ref. nos. 1 and 2; Table 1), and modelled surface currents (CUI-GLOBAL) (product ref. no. 4;
Table 1). CUI-WIND raw (grey dots) was filtered by applying a 24 h moving mean (blue line). Hovmöller diagrams of (c) CUI-HFR, (d) CUI-
GLOBAL, (e) sea surface temperature (SST) (product ref. no. 5; Table 1), and (f) chlorophyll (Chl) (product ref. no. 6; Table 1) concentration
during the period August–December 2021 for a selected transect of constant longitude (9.43◦W), depicted in Fig. 1a. tial distribution of CUI was quite similar for HFR (Fig. 3c)
and GLOBAL (Fig. 3d), with a core of maximum UPW ob-
served to the south of Rías Baixas (several coastal embay-
ments characterized by high biodiversity, denoted in Fig. 1a). The main discrepancy between the two patterns was that in
the case of GLOBAL, the peak appeared in the form of an
elongated belt of positive values of CUI (confined landward
close to the shoreline), whereas the HFR-derived pattern re-
vealed a wider dipole-like structure, with two main cores of
maximum CUI-HFR (close to 4000 m3 s−1 km−1). The drop
in CUI-HFR is consistent (in timing and location) with the
drop in Chl concentration shown in Fig. 1b, supporting this
HFR pattern, which was already documented in Lorente et
al. (2020). Finally, during the DOW-1 event (Fig. 4
Results To quantify the consistency of both CUI-HFR and CUI-
GLOBAL in the NWI area, hourly time series were com-
pared against CUI-WIND, derived from wind estimations
provided by the Silleiro buoy (Fig. 2a–b). The visual re-
semblance between the three different CUIs was notice-
able, with significantly high correlation coefficients: (i) 0.72
and 0.74 between CUI-GLOBAL and CUI-WIND for the
entirety of 2021 and for August–December 2021, respec-
tively, as reflected by their best linear fit of scatter plots
(Fig. A2a–b); (ii) 0.80 between CUI-HFR and CUI-WIND
for August–December 2021 (Fig. A2c); (iii) 0.91 between
CUI-GLOBAL and CUI-HFR for August–December 2021
(Fig. A2d). According to the statistical results in Fig. A2a–c,
we can state that (i) the slope and intercept values were close
to 1 and moderately low, respectively, and (ii) ocean-based
CUI and CUI-WIND are strongly correlated, likely due to
the role of alongshore wind stress as a primary driver of UPW
conditions in the NWI area. Hourly alongshore winds (from
Silleiro buoy) and HFR-derived alongshore currents (at the
grid point closest to the buoy) are highly correlated (0.80) for
August–December 2021 (not shown). It is also worth high-
lighting the ability of the GLOBAL model to capture many To gain further insight into the three specific events pre-
viously identified (Fig. 2b), daily averaged maps of CUI
and circulation patterns were computed from current esti-
mations provided by both HFR and the GLOBAL model
(Fig. 3). During the UPW-1 (Fig. 3a–b) and UPW-2 (Fig. 3c–
d) events, intense northerlies (with gusts above 10 m s−1)
were predominant over the study area according to the wind
roses derived from Silleiro buoy observations. Despite the
observed discrepancies in magnitude and direction, maps of
wind-induced surface currents shared some common fea-
tures: (i) the prevailing S-SW surface circulation (as a re-
sponse to northerly winds) along with the typical offshore
deflection of the flow, associated with UPW-favourable con- https://doi.org/10.5194/sp-1-osr7-8-2023 State Planet, 1-osr7, 8, 2023 CHAPTER2.6 State Planet, 1-osr7, 8, 2023 5
Conclusions In this previous work, it was sug-
gested that positive divergence, localized at the tip of
Cape Finisterre, induced topographic UPW and then up-
welled waters were advected southwards away from the
promontory. Similar initiatives with HFR current obser-
vations were effectively addressed on the west coast of
the USA (Roughan et al., 2005), proposing that confined
areas of semi-persistent UPW were not due to local or
remote wind forcing but rather to the divergence of the
prevailing southerly flow as it passed the Point Loma
headland. ii. It provides high-resolution two-dimensional maps that
can aid in elucidating the spatial distribution and magni-
tude of the coastal, together with the potential existence
of recurrent patterns and/or filaments in intricate regions
with complex geometry configurations. The small-scale
belt of UPW, confined in shallower coastal areas and ev-
idenced in Fig. 3a and c, is consistent with HFR-derived
maps of horizontal divergence previously published in
Lorente et al. (2020). In this previous work, it was sug-
gested that positive divergence, localized at the tip of
Cape Finisterre, induced topographic UPW and then up-
welled waters were advected southwards away from the
promontory. Similar initiatives with HFR current obser-
vations were effectively addressed on the west coast of
the USA (Roughan et al., 2005), proposing that confined
areas of semi-persistent UPW were not due to local or
remote wind forcing but rather to the divergence of the
prevailing southerly flow as it passed the Point Loma
headland. A Hovmöller diagram of CUI-HFR was computed at a
selected transect of constant latitude (43.54◦N, denoted in
Fig. 1a) to deduce its spatio-temporal variability (Fig. 4b). The six events previously categorized were clearly observed
and marked in the diagram, where the UPW and DOW fea-
tures were evidenced throughout the entire transect. A num-
ber of secondary UPW events could be observed: although
relevant in strength and duration, they were spatially con-
fined to the westernmost sector of the transect (coincident
with Cape Matxitxako, denoted in Fig. 1a) during the be-
ginning of April, late July, and early August 2014. This fact
highlighted the importance of coastal promontories as mod-
ulators of UPW processes by inducing important wind stress
variations and zones of retention (Pitcher et al., 2010). During DOW-1 event (Fig. P. Lorente et al.: High-frequency radar-derived coastal upwelling index 2b), both
HFR and GLOBAL captured the so-called Iberian poleward
current fairly well, a narrow surface poleward flow along the ditions; (ii) the rather uniform circulation westwards (south-
westwards) to the north (south) of Cape Finisterre (indicated
in Fig. 1a); (iii) the absence of submesoscale structures (i.e. eddies, small meanders) due to the strong wind-induced ho-
mogenization. It is also worth mentioning that the GLOBAL
model predicted a more pronounced alongshore circulation
(i.e. a more intense meridional – v – velocity component) to
the south of this coastal promontory, which probably gave
rise to higher CUI values (Fig. 3b) than those derived from
HFR current estimations (Fig. 3a), according to Eq. (3). In-
deed, this could be also observed in Fig. 2b where the peak
of CUI-GLOBAL (green line) was higher than the concomi-
tant peak of CUI-HFR (red line) during the UPW-1 episode. By contrast, local maximums of CUI-GLOBAL and CUI-
HFR time series during the UPW-2 event were rather alike in
terms of timing and strength (Fig. 2b). Analogously, the spa- State Planet, 1-osr7, 8, 2023 State Planet, 1-osr7, 8, 2023 https://doi.org/10.5194/sp-1-osr7-8-2023 CHAPTER2.6 CHAPTER2.6 P. Lorente et al.: High-frequency radar-derived coastal upwelling index P. Lorente et al.: High-frequency radar-derived coastal upwelling index 8 NWI shelf edge (Torres and Barton, 2006). As reflected in
Fig. 3e–f, DOW-favourable southerly winds induced a net
flow to the north that settled in the continental shelf and cir-
cuited the western and northern Iberia margins. Again, the
main difference resided in the existence of both a longitu-
dinal gradient and a narrow strip of very negative CUI val-
ues close to the coastline in the case of GLOBAL (Fig. 3f),
while the HFR-derived map of CUI exhibited a dipole-like
distribution wherein the values were not so negative (Fig. 3e). This was also evidenced in the spatially averaged hourly time
series of CUI shown in Fig. 2b, where the drop in CUI-
GLOBAL was sharper than observed in CUI-HFR. events denoted in Fig. 4a (not shown) were very similar to the
DOW-1 case shown here (Fig. 4c), sharing common circu-
lation features and comparable spatial distributions of CUI. Most of the surface current patterns were clearly related to
specific wind patterns that are recurrent in the study area, in
line with Borja et al. (2008) and Solabarrieta et al. (2015). State Planet, 1-osr7, 8, 2023 5
Conclusions Over the last decades, relevant efforts have been dedicated
to the indirect quantification of the intensity, duration, and
variability of UPW since it seriously impacts biogeochemi-
cal cycles and ecosystem productivity (Lachkar and Gruber,
2011). Diverse CUIs have been traditionally derived from
wind or sea level pressure estimations, but they present some
limitations such as the omission of the direct influence of
ocean circulation (Jacox et al., 2018). In the present contri-
bution, attention was placed on the development of a purely
ocean-based CUI for the NWI and BOB regions (Fig. 1a),
constructed from reliable hourly surface current maps pro-
vided by two different HFR remote sensing systems. To further verify the validity of the proposed methodology,
a similar CUI was generated for a 5-month period (April–
August 2014) from an hourly surface current estimation pro-
vided by another HFR system deployed in the BOB since
2009 (Solabarrieta et al., 2014). This CUI-HFR was vali-
dated against a CUI-WIND based on hourly estimations pro-
vided by the Bilbao buoy (located within the HFR footprint
and depicted in Fig. 1a), used here as a reference benchmark
(Fig. 4a). The visual resemblance between the two time se-
ries was significantly high, with a correlation coefficient and
a slope of 0.68 and 1, respectively, for a set of 3672 hourly
data (Fig. A2e). During the analysed period, DOW events
(5) were predominant with respect to UPW episodes (1). It
seemed that CUI-HFR tended to slightly underestimate the
intensity of some DOW events (i.e. DOW-2, DOW-3, and
DOW-4), while it clearly overestimated the strength of the
UPW-1 episode (Fig. 4a). In this context, the proposed CUI-HFR presents additional
advantages with respect to previous traditional CUIs, namely
the following. i. It takes into consideration the direct influence of coastal
waters dynamics, thereby providing a more complete
portrait of this phenomenon. ii. It provides high-resolution two-dimensional maps that
can aid in elucidating the spatial distribution and magni-
tude of the coastal, together with the potential existence
of recurrent patterns and/or filaments in intricate regions
with complex geometry configurations. The small-scale
belt of UPW, confined in shallower coastal areas and ev-
idenced in Fig. 3a and c, is consistent with HFR-derived
maps of horizontal divergence previously published in
Lorente et al. (2020). 5
Conclusions 4c), intense westerly winds (up
to 10–12 m s−1) were dominant and a counterclockwise re-
circulation pattern prevailed, revealing the associated mech-
anisms of convergence and subduction (and the subsequent
vertical mixing), especially in the vicinity of Cape Matx-
itxako (denoted in Fig. 1a) where a local minimum of CUI
(down to −3000 m3 s−1 km−1) was detected. By contrast,
weak north-easterly winds induced a general surface flow
to the west during UPW-1 (Fig. 4d). Two local cores of
UPW (ranging from 1000 to 1500 m3 s−1 km−1) could be
observed: one on the south-western French coast and a sec-
ondary one near Cape Matxitxako. The rest of the DOW iii. It is generated from consistent remotely sensed hourly
surface current observations, not from coarse-resolution
atmospheric forecasts, which are probably affected by
higher uncertainties. This interpretation is supported by
the fact that operational atmospheric and ocean mod-
els include assimilation schemes in which remote ob-
servations are routinely ingested to improve their pre- https://doi.org/10.5194/sp-1-osr7-8-2023 State Planet, 1-osr7, 8, 2023 CHAPTER2.6 P. Lorente et al.: High-frequency radar-derived coastal upwelling index 9 y averaged maps of circulation and coastal upwelling index (CUI) as derived from surface current estimations p
cy radar (HFR, left column, product ref. no. 1 and no. 2 in Table 1) and the GLOBAL model (right column, pro
fic upwelling (UPW) and downwelling (DOW) episode categorized in Fig. 2b. Daily wind roses derived from h
m the Silleiro buoy (represented by an orange dot, product ref. no. 3 in Table 1) are also provided, indicating inco
peed. coastal upwelling index (CUI) as derived from surface current estimations provided by
ref. no. 1 and no. 2 in Table 1) and the GLOBAL model (right column, product ref. 4)
ng (DOW) episode categorized in Fig. 2b. Daily wind roses derived from hourly wind
an orange dot, product ref. no. 3 in Table 1) are also provided, indicating incoming wind Figure 3. Daily averaged maps of circulation and coastal upwelling index (CUI) as derived from surface current estimations provided by
a high-frequency radar (HFR, left column, product ref. no. 1 and no. 2 in Table 1) and the GLOBAL model (right column, product ref. 4)
for each specific upwelling (UPW) and downwelling (DOW) episode categorized in Fig. 2b. Daily wind roses derived from hourly wind
estimations from the Silleiro buoy (represented by an orange dot, product ref. no. 3 in Table 1) are also provided, indicating incoming wind
direction and speed. CHAPTER2.6
https://doi.org/10.5194/sp-1-osr7-8-2023
State Planet, 1-osr7, 8, 2023 State Planet, 1-osr7, 8, 2023 https://doi.org/10.5194/sp-1-osr7-8-2023 CHAPTER2.6 P. Lorente et al.: High-frequency radar-derived coastal upwelling index 10 P. Lorente et al.: High frequency radar derived coastal upwelling index
4. (a) Coastal upwelling indexes (CUIs) in the Bay of Biscay (April–August 2014) based on hourly wind observations (from the
buoy, product ref. no. 3 in Table 1) and hourly surface currents (from an HFR system, product ref. no. 1 and no. 2 in Table 1)
IND raw (grey dots) was filtered by applying a 24 h moving mean (blue line). Identification of six UPW–DOW events. (b) Hovmölle
m of CUI-HFR for a transect of constant latitude, where UPW (DOW) events are marked with black dotted squares. (c–d) Daily
d maps of surface circulation and CUI-HFR for two events. Daily wind roses from the Bilbao buoy (represented by an orange dot
ref. no. 3 in Table 1) are also provided, indicating incoming wind direction and speed. Figure 4. P. Lorente et al.: High-frequency radar-derived coastal upwelling index (a) Coastal upwelling indexes (CUIs) in the Bay of Biscay (April–August 2014) based on hourly wind observations (from the
Bilbao buoy, product ref. no. 3 in Table 1) and hourly surface currents (from an HFR system, product ref. no. 1 and no. 2 in Table 1). CUI-WIND raw (grey dots) was filtered by applying a 24 h moving mean (blue line). Identification of six UPW–DOW events. (b) Hovmöller
diagram of CUI-HFR for a transect of constant latitude, where UPW (DOW) events are marked with black dotted squares. (c–d) Daily
averaged maps of surface circulation and CUI-HFR for two events. Daily wind roses from the Bilbao buoy (represented by an orange dot,
product ref. no. 3 in Table 1) are also provided, indicating incoming wind direction and speed. Figure 4. (a) Coastal upwelling indexes (CUIs) in the Bay of Biscay (April–August 2014) based on hourly wind observations (from the
Bilbao buoy, product ref. no. 3 in Table 1) and hourly surface currents (from an HFR system, product ref. no. 1 and no. 2 in Table 1). CUI-WIND raw (grey dots) was filtered by applying a 24 h moving mean (blue line). Identification of six UPW–DOW events. (b) Hovmöller
diagram of CUI-HFR for a transect of constant latitude, where UPW (DOW) events are marked with black dotted squares. (c–d) Daily
averaged maps of surface circulation and CUI-HFR for two events. Daily wind roses from the Bilbao buoy (represented by an orange dot,
product ref. no. 3 in Table 1) are also provided, indicating incoming wind direction and speed. CHAPTER2.6
State Planet, 1-osr7, 8, 2023
https://doi.org/10.5194/sp-1-osr7-8-2023 https://doi.org/10.5194/sp-1-osr7-8-2023 State Planet, 1-osr7, 8, 2023 State Planet, 1-osr7, 8, 2023 CHAPTER2.6 P. Lorente et al.: High-frequency radar-derived coastal upwelling index
dictive skills (Wilczak et al., 2019; Hernandez-Lasheras
et al., 2021). favourab
between 11 favourable conditions (Fig. 3e–f). The discrepancies detected
between CUI-HFR and CUI-GLOBAL maps in this specific
subregion could be attributed to the fact that coastal and
shelf phenomena are still poorly replicated or even misrep-
resented as the model grid mesh is too coarse (e.g. nominal
1/12◦). This is especially true for complex geometry regions
like semi-enclosed coastal embayments where the coastline,
seamounts, and bottom topography are not well resolved. In
this context, mixing schemes, river inflows, and atmospheric
forcings have been traditionally identified as areas of fur-
ther research in global ocean modelling (Holt et al., 2017). P. Lorente et al.: High-frequency radar-derived coastal upwelling index Nevertheless, this comparison potentially opens future path-
ways for the design of fit-for-purpose metrics that quantify
the model skill in reproducing specific ocean processes and
their seasonal variability. dictive skills (Wilczak et al., 2019; Hernandez-Lasheras
et al., 2021). To assess the credibility of the proposed CUI-HFR in-
dexes, they were spatially averaged over specific subdomains
(Fig. A1) and later validated against CUI-WIND time series,
based on hourly wind observations collected by two in situ
buoys moored within each HFR footprint, during two distinct
time periods: in NWI for August–December 2021 (Fig. 2)
and in BOB for April–August 2014 (Fig. 4), respectively. The results obtained evidenced the significant agreement be-
tween CUI-HFR and CUI-WIND, with correlation coeffi-
cients of 0.80 (Fig. A2c) and 0.68 (Fig. A2e), respectively,
for these two pilot areas. Furthermore, CUI-HFRs were able
to adequately identify a variety of UPW and DOW episodes,
regardless of their length and intensity, corroborating the re-
current relationship between the surface circulation and pre-
dominant wind patterns in NWI (Herrera et al., 2005) and
BOB (Solabarrieta et al., 2015). Thanks to the computation
of Hovmöller diagrams at selected transects, coastal promon-
tories such as Cape Finisterre (NWI) and Cape Matxitxako
(BOB) were revealed as important modulators of UPW pro-
cesses, in line with previous works that acknowledged that
capes and bays may induce significant variations in wind
stress (Torres and Barton, 2006; Enriquez and Friehe, 1995). Therefore, the obtained outcomes support the potential im-
plementation of a predictive application to infer UPW–DOW
conditions even 10 d ahead, which is the maximum forecast
horizon provided by the GLOBAL ocean model. Comple-
mentarily, the methodology proposed in this work could also
be applied to the GLOBAL ocean physics reanalysis prod-
uct (which covers the period 1 January 1993–31 December
2020) to analyse long-term seasonal trends in both study
areas, as extremely active and persistent UPW and DOW
episodes might negatively impact coastal ecosystems. Dur-
ing periods of increased offshore advection, some fish and in-
vertebrate populations are exported from coastal habitats and
exhibit reduced recruitment success (Bjorkstedt and Rough-
garden, 1997). Moreover, an excessive enrichment of surface
waters inshore may support the proliferation of harmful algal
blooms (Pitcher et al., 2010). By contrast, the opposite-phase
circulation patterns during DOW-favourable wind conditions
might be related to the transport and retention of pollutants
onto the shoreline, with subsequent biological and socioeco-
nomic consequences. P. Lorente et al.: High-frequency radar-derived coastal upwelling index The strong link between HFR-derived wind-induced circu-
lation and the modulation of surface fields of temperature and
chlorophyll (provided by two independent satellite missions)
was also shown in the NWI area, coherent with prior liter-
ature (Picado et al., 2013). Intense northerly winds and the
general flow induced to the south-west are closely associated
with the cooling and fertilization of coastal waters with nu-
trients, fuelling high primary production that ultimately sup-
ports the notable biological diversity in this region. Within
this framework, future investigations should explore the con-
nection between ocean dynamics and marine communities
as well as how the latter respond to persistent changes in
the former. This could be achieved by analysing the relation-
ship between the proposed CUI-HFRs and food availability,
which is often represented by recruitment indexes (Borja et
al., 1996, 2008). In summary, results seem to suggest that the HFR perfor-
mances were sound and credible for the two distinct peri-
ods and areas analysed, providing reliable surface current
estimations that could be effectively used for coastal mon-
itoring and the characterization of recurring UPW and DOW
episodes. Future research endeavours should include the syn-
ergetic combination of HFRs and GLOBAL model products
to implement a valuable long-term ocean monitoring indi-
cator that might be used over any coastal area of the global
ocean for wise decision-making to mitigate adverse effects
of climate change. As a proof-of-concept investigation, the prognostic capa-
bilities of the GLOBAL analysis and forecasting system to
accurately reproduce UPW–DOW events in the NWI area
were also assessed (Figs. 2 and 3). Following the same
approach, CUI-GLOBAL demonstrated significant consis-
tency, with annual correlation coefficients of 0.74 and 0.72
for 2020 (Fig. A3) and 2021 (Fig. 2a). From a qualitative
perspective, the daily maps of surface circulation and spatial
patterns of CUI-GLOBAL presented similarities with those
derived from HFR remotely sensed observations, namely
(i) the rather uniform S-SW surface circulation as well as
the related offshore deflection of the main flow during UPW-
favourable conditions (Fig. 3a–d) and (ii) the narrow sur-
face poleward flow along the NWI shelf edge during DOW- State Planet, 1-osr7, 8, 2023 https://doi.org/10.5194/sp-1-osr7-8-2023 CHAPTER2.6 CHAPTER2.6 P. Lorente et al.: High-frequency radar-derived coastal upwelling index The blue area represents the
entire HFR spatial grid, while the green area denotes the subdomain
where the value of the dimensionless GDOP parameter is below
3. The yellow area is the selected HFR subdomain to compute the
coastal upwelling index (CUI) and must fulfil two requirements:
(i) GDOP must be below 3, and (ii) it must be between bathymetric
contours (red lines) of 60 and 1200 m depth. Green dots represent
the HFR sites that compose each network deployed in the NWI (a) Figure A2. Best linear fit of scatter plots between the following:
(a–b) CUI-GLOBAL (product ref. no. 4 in Table 1) and CUI-WIND
(filtered), product ref. no. 3 (Table 1), in the NWI area for the en-
tirety of 2021 and August–December 2021; (c) CUI-HFR, prod-
uct ref. nos. 1 and 2 (Table 1), and CUI-WIND (filtered), product
ref. no. 2 (Table 1), in the NWI area for August–December 2021;
(d) CUI-GLOBAL, product ref. no. 4 (Table 1), and CUI-HFR,
product ref. nos. 1 and 2 (Table 1) in the NWI area for August–
December 2021; (e) CUI-HFR, product ref. nos. 1 and 2 (Table 1),
and CUI-WIND (filtered), product ref. no. 3 (Table 1), in the BOB
area for April–August 2014. Statistical metrics are gathered in white
boxes. Figure A1. Selection of subdomains within each HFR coverage –
product ref. nos. 1 and 2 (Table 1). The blue area represents the
entire HFR spatial grid, while the green area denotes the subdomain
where the value of the dimensionless GDOP parameter is below
3. The yellow area is the selected HFR subdomain to compute the
coastal upwelling index (CUI) and must fulfil two requirements:
(i) GDOP must be below 3, and (ii) it must be between bathymetric
contours (red lines) of 60 and 1200 m depth. Green dots represent
the HFR sites that compose each network deployed in the NWI (a)
and BOB (b) regions. https://doi.org/10.5194/sp-1-osr7-8-2023 State Planet, 1-osr7, 8, 2023 P. Lorente et al.: High-frequency radar-derived coastal upwelling index P. Lorente et al.: High-frequency radar-derived coastal upwelling index 12 Appendix A
Figure A1. Selection of subdomains within each HFR coverage –
product ref. nos. 1 and 2 (Table 1). The blue area represents the
entire HFR spatial grid, while the green area denotes the subdomain
where the value of the dimensionless GDOP parameter is below
3. The yellow area is the selected HFR subdomain to compute the
coastal upwelling index (CUI) and must fulfil two requirements:
(i) GDOP must be below 3, and (ii) it must be between bathymetric
contours (red lines) of 60 and 1200 m depth Green dots represent
Figure A2. Best linear fit of scatter plots between the following:
(a–b) CUI-GLOBAL (product ref. no. 4 in Table 1) and CUI-WIND
(filtered), product ref. no. 3 (Table 1), in the NWI area for the en-
tirety of 2021 and August–December 2021; (c) CUI-HFR, prod-
uct ref. nos. 1 and 2 (Table 1), and CUI-WIND (filtered), product
ref. no. 2 (Table 1), in the NWI area for August–December 2021;
(d) CUI-GLOBAL, product ref. no. 4 (Table 1), and CUI-HFR,
product ref. nos. 1 and 2 (Table 1) in the NWI area for August–
December 2021; (e) CUI-HFR, product ref. nos. 1 and 2 (Table 1),
and CUI-WIND (filtered), product ref. no. 3 (Table 1), in the BOB
area for April–August 2014. Statistical metrics are gathered in white
boxes. Appendix A Figure A2. Best linear fit of scatter plots between the following:
(a–b) CUI-GLOBAL (product ref. no. 4 in Table 1) and CUI-WIND
(filtered), product ref. no. 3 (Table 1), in the NWI area for the en-
tirety of 2021 and August–December 2021; (c) CUI-HFR, prod-
uct ref. nos. 1 and 2 (Table 1), and CUI-WIND (filtered), product
ref. no. 2 (Table 1), in the NWI area for August–December 2021;
(d) CUI-GLOBAL, product ref. no. 4 (Table 1), and CUI-HFR,
product ref. nos. 1 and 2 (Table 1) in the NWI area for August–
December 2021; (e) CUI-HFR, product ref. nos. 1 and 2 (Table 1),
and CUI-WIND (filtered), product ref. no. 3 (Table 1), in the BOB
area for April–August 2014. Statistical metrics are gathered in white
boxes. Figure A1. Selection of subdomains within each HFR coverage –
product ref. nos. 1 and 2 (Table 1). P. Lorente et al.: High-frequency radar-derived coastal upwelling index 13 Figure A3. (a) Time series of hourly coastal upwelling index (CUI)
in the north-western Iberia (NWI) region for the entirety of 2020 as
derived from wind observations from Silleiro Buoy (CUI-WIND),
product ref. no. 3 (Table 1), and from modelled surface currents
(CUI-GLOBAL), product ref. no. 4 (Table 1). CUI-WIND raw (grey
dots) was filtered by applying a 25 h moving mean (blue line);
(b) best linear fit of the scatter plot between CUI-GLOBAL and
CUI-WIND (filtered). Statistical metrics are gathered in the white
box. Competing interests. The contact author has declared that none
of the authors has any competing interests. Competing interests. The contact author has declared that none
of the authors has any competing interests. Disclaimer. Publisher’s note: Copernicus Publications remains
neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Acknowledgements. This study has been developed in the
framework of the Work Package WP3 of EuroSea project (https:
//eurosea.eu/, last access: 29 June 2023), which is aimed at improv-
ing and integrating the European ocean observing and forecasting
system. The authors acknowledge the financial support of the EU
H2020 Programme’s JERICO-S3 project. It is also worth mention-
ing that this work builds upon a previous proof-of-concept inves-
tigation conducted within the context of the RADAR_ON_RAIA
project (Interreg V, a Spain–Portugal programme). Finally, the au-
thors are grateful to INTECMAR–Consellería do Mar–Xunta de
Galicia and the Hydrographic Institute of Portugal for the strong co-
operation to jointly operate the Galician HFR network. Equally, the
authors thank the Emergencies and Meteorology Directorate (Secu-
rity Department) of the Basque Government for public data provi-
sion from the Basque Operational Oceanography System EuskOOS. This study has been conducted using EU Copernicus Marine Ser-
vice Information. Financial support. This research has been partially funded
through the EU H2020 Programme’s JERICO-S3 project (grant
agreement no. 871153). Financial support. This research has been partially funded
through the EU H2020 Programme’s JERICO-S3 project (grant
agreement no. 871153). Figure A3. (a) Time series of hourly coastal upwelling index (CUI)
in the north-western Iberia (NWI) region for the entirety of 2020 as
derived from wind observations from Silleiro Buoy (CUI-WIND),
product ref. no. 3 (Table 1), and from modelled surface currents
(CUI-GLOBAL), product ref. no. 4 (Table 1). P. Lorente et al.: High-frequency radar-derived coastal upwelling index CUI-WIND raw (grey
dots) was filtered by applying a 25 h moving mean (blue line);
(b) best linear fit of the scatter plot between CUI-GLOBAL and
CUI-WIND (filtered). Statistical metrics are gathered in the white
box. Review statement. This paper was edited by Joanna Staneva and
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terpolated)
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N.,
Etienne,
H.,
Corgnati,
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Mantovani,
C.,
Reyes, E., Solabarrieta, L., Rubio, A., Carval, T., Mader,
J.,
and
Drouineau,
L.:
EU
Copernicus
Marine
Service
Quality
Information
Document
for
the
Global
Ocean-
in-situ
Near
real
time
observations
of
ocean
currents, Rubio, A., Mader, J., Corgnati, L., Mantovani, C., Griffa, A.,
Novellino, A., Quentin, C., Wyatt, L., Schulz-Stellenfleth, J.,
Horstmann, J., Lorente, P., Zambianchi, E., Hartnett, M., Fer-
nandes, C., Zervakis, V., Gorringe, P., Melet, A., and Puillat, I.: State Planet, 1-osr7, 8, 2023 https://doi.org/10.5194/sp-1-osr7-8-2023 CHAPTER2.6 Ocean heat content in the Iberian–Biscay–Ireland
regional seas n of the Copernicus Ocean State Report (OSR7) Álvaro de Pascual-Collar1, Roland Aznar1, Bruno Levier2, and Marcos García-Sotillo1
1Nologin Consulting, Avda. de Ranillas 1D, 50018 Zaragoza, Spain
2Mercator Ocean, 8-10, rue Hermès, 31520, Ramonville Saint-Agne, France Álvaro de Pascual-Collar1, Roland Aznar1, Bruno Levier2, and Marcos García-Sotillo1
1Nologin Consulting, Avda. de Ranillas 1D, 50018 Zaragoza, Spain
2Mercator Ocean, 8-10, rue Hermès, 31520, Ramonville Saint-Agne, France
Correspondence: Álvaro de Pascual-Collar (alvaro.depascual@nologin.es)
Received: 28 July 2022 – Discussion started: 23 September 2022
Revised: 12 April 2023 – Accepted: 23 April 2023 – Published: 27 September 2023 o de Pascual-Collar1, Roland Aznar1, Bruno Levier2, and Marcos García-Sotillo1
1Nologin Consulting, Avda. de Ranillas 1D, 50018 Zaragoza, Spain
2Mercator Ocean, 8-10, rue Hermès, 31520, Ramonville Saint-Agne, France rnicus Ocean State Report (OSR7) Received: 28 July 2022 – Discussion started: 23 September 2022
Revised: 12 April 2023 – Accepted: 23 April 2023 – Published: 27 September 2023 Abstract. The ocean has the largest heat capacity of any single component of the climate system and plays
a key dominant role in global heat content changes. To analyse ocean heat content (OHC) variability in the
Iberia–Biscay–Ireland (IBI) region, several Copernicus Marine reanalysis and observational products are used
together to provide multi-product estimations of OHC anomalies over the water column (at upper layers 150,
700, and 2000 m). This work provides a study of spatial and temporal variability of OHC in the northeastern
Atlantic region through the analysis of area-averaged time series, trend maps, and trends linked with the main
water masses found in the IBI region. an State Report (OSR7) The work states the key role that subsurface water masses play in the OHC trends in the IBI region. The study
shows that, although no significant trends are detected for the surface water layers, the intermediate and deep
water layers show significant trends (with rates of +0.40 W m−2). However, the high interannual variability of
the subsurface water masses masks these trends. Two of the main water masses described in the region (i.e. Sub-
Arctic Intermediate Water and Mediterranean Outflow Water) are found to explain more than 50 % of the OHC
variability. Since the variability of both water masses is linked to the North Atlantic Oscillation, the work shows
the mechanisms by which atmospheric forcing is able to affect the subsurface water layers without showing a
signal in the surface. P. Lorente et al.: High-frequency radar-derived coastal upwelling index 17 Wooster, W. S., Bakun, A., and McLain, D. R.: Seasonal upwelling
cycle along eastern boundary of North-Atlantic, J. Mar. Res., 34,
131–141, 1976. INSITU_GLO_PHY_UV_DISCRETE_NRT_013_048,
Is-
sue: 2.2, Mercator Ocean International, https://catalogue.marine. copernicus.eu/documents/QUID/CMEMS-INS-QUID-013-048. pdf (last access: 2 June 2023), 2022b. Is- Worsfold, M., Good, S., Martin, M., McLaren, A., Roberts-
Jones, J., and Fiedler, E.: EU Copernicus Marine Service
Product User Manual for the Global Ocean OSTIA Sea
Surface Temperature Reprocessing, SST-GLO-SST-L4-REP-
OBSERVATIONS-010-011, Issue: 1.4, Mercator Ocean Interna-
tional, https://catalogue.marine.copernicus.eu/documents/PUM/
CMEMS-SST-PUM-010-011.pdf (last access: 2 June 2023),
2022. Wang, D., Gouhier, T., Menge, B., and Ganguly, A. R.: In-
tensification
and
spatial
homogenization
of
coastal
up-
welling
under
climate
change,
Nature,
518,
390–394,
https://doi.org/10.1038/nature14235, 2015. p
g
Wehde,
H.,
Schuckmann,
K. V.,
Pouliquen,
S.,
Grouazel,
A.,
Bartolome,
T.,
Tintore,
J.,
De
Alfonso
Alonso-
Munoyerro,
M.,
Carval,
T.,
Racapé,
V.,
and
the
IN-
STAC
team:
EU
Copernicus
Marine
Service
Quality
Information
Document
for
the
Atlantic
Iberian
Biscay
Irish Ocean- In-Situ Near Real Time Observations, IN-
SITU_IBI_PHYBGCWAV_DISCRETE_MYNRT_013_033,
Issue
2.2,
Mercator
Ocean
International,
https:
//catalogue.marine.copernicus.eu/documents/QUID/
CMEMS-INS-QUID-013-030-036.pdf (last access: 2 June
2023), 2022. Worsfold, M., Good, S., McLaren, A., Fiedler, E., Roberts-
Jones, J., and Martin, M.: EU Copernicus Marine Ser-
vice Quality Information Document for the Global Ocean
OSTIA Sea Surface Temperature Reprocessing, SST-GLO-
SST-L4-REP-OBSERVATIONS-010-011, Issue: 3.0, Merca-
tor Ocean International, https://catalogue.marine.copernicus.eu/
documents/QUID/CMEMS-SST-QUID-010-011.pdf (last ac-
cess: 2 June 2023), 2023. Xiu, P., Chai, F., Curchitser, E. N., and Castruccio, F. S.: Future
changes in coastal upwelling ecosystems with global warming:
The case of the California Current System, Scientific Reports, 8,
2866, https://doi.org/10.1038/s41598-018-21247-7, 2018. Wilczak, J. M., Olson, J. B., Djalalova, I., Bianco, L., Berg, L. K.,
Shaw, W. J., Coulter, R. L., Eckman, R. M., Freedman, J., Finley,
C., and Cline, J.: Data assimilation impact of in situ and remote
sensing meteorological observations on wind power forecasts
during the first Wind Forecast Improvement Project (WFIP),
Wind Energy, 22, 932–944, https://doi.org/10.1002/we.2332,
2019. https://doi.org/10.5194/sp-1-osr7-8-2023 State Planet, 1-osr7, 8, 2023 CHAPTER2.6 Chapter 2.7 – 7th edition of the Copernicus Ocean State Report (OSR7) Chapter 2.7 – 7th edition of the Copernicus Ocean State Planet, 1-osr7, 9, 2023
https://doi.org/10.5194/sp-1-osr7-9-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License. ter 2.7 – 7th edition of the Copernicus Ocean State Report (O Published by Copernicus Publications. 1
Introduction (2022b)
3
INSITU_GLO_PHY_TS_OA_MY_013_052
(CORA)
In situ observations
EU Copernicus Marine
Service Product (2022c)
QUID: Szekely (2022a)
PUM: Szekely (2022b)
4
MULTIOBS_GLO_PHY_TSUV_3D_MYNRT_015_012
(ARMOR)
In situ observations and Satellite observations
EU Copernicus Marine
Service Product (2021a)
QUID: Greiner et al. (2021)
PUM: Guinehut (2021)
5
GLOBAL_OMI_OHC_trend
(GLO-OMI-trend)
Numerical models, in situ observations, and satellite observations
EU Copernicus Marine
Service Product (2021b)
QUID: von Schuckmann et al. (2021)
PUM: Monier et al. (2021) and the white ocean, e.g. the sea ice extent OMI (ARC-
TIC_OMI_SI_extent). Among the multiple OMIs provided
by Copernicus Marine, an important family includes the
indicators focused on evaluating OHC trends and variability. Particularly, the indicator GLOBAL_OMI_OHC_trend (see
Tables 1 and 2 for more details on the product; hereafter this
product will be referred to as GLO-OMI-trend) provides a
global map of trends of OHC integrated in the upper 2000 m. Attending to the spatial variability of trends in the IBI region,
this global OMI shows spatial variability of trends, ranging
from negative trends of −5 W m−2 northward of the parallel
40◦N up to positive trends of 2.5 W m−2 observed westward
of the Gulf of Cádiz. However, this global information
should be treated cautiously when looking at regions close
to coastal areas and marked by the combination of on-shelf
and open waters, such as occurs in the IBI domain. in the IBI region we could mention the northern limit of
the Canary Current, the upwelling system that influences the
Iberian Peninsula and African coasts, the spreading Mediter-
ranean waters that influence the intermediate hydrographic
properties and promote the formation of long-lasting ed-
dies, and the influence of the eastern closure of the sub-
tropical gyre that brings warm waters from the Gulf Stream,
influencing the climate of western Europe. In this region,
the literature describes a number of water masses but three
groups of salinity extrema mainly determine the intermedi-
ate hydrographic structure: a subsurface salinity minima con-
nected with Sub-Arctic Intermediate Water (SAIW) at po-
tential density anomalies 27.3 < σθ kg m−3, salinity maxima
connected with Mediterranean Outflow Water (MOW) at the
neutral density 27.25 < σθ < 27.45 kg m−3, and salinity min-
ima connected with Labrador Sea Water (LSW) underneath
the isopycnal 27.8 > σθ kg m−3 (Talley and McCarney, 1982;
Iorga and Lozier, 1999a, b; van Aken, 2000; Prieto et al.,
2013; de Pascual-Collar et al., 2019). 1
Introduction system, this is typically done from the ocean’s surface down
to a reduced depth (such as 700 or 2000 m). The choice of
these levels is due to the fact before the year 2000, tempera-
ture measurements were most often taken in the upper 700 m
of the water column, but by about 2005 the Argo array had
sufficient space–time sampling to yield an improved mea-
surement of OHC down to a depth of 2000 m (von Schuck-
mann et al., 2016; Abraham et al., 2013; Cheng et al., 2022,
2017). It is well established that the main storage (> 90 %) of ex-
tra heat from increasing greenhouse gases is absorbed by
the oceans; consequently, oceans are the dominant source of
changes in global warming (Levitus et al., 2005, 2012; Tren-
berth et al., 2014; Cheng et al., 2017; von Schuckmann et
al., 2020; Gulev et al., 2021). Additionally, the heat stored
in oceans has increased during the last decades at basin and
global scales (Gulev et al., 2021; Abraham et al., 2013). Therefore, ocean heat content (OHC) is one of the six global
climate indicators recommended by the World Meteorolog-
ical Organization for Sustainable Development Goal 13 im-
plementation (WMO, 2017). The Copernicus Marine service provides marine data cov-
ering the global ocean and European seas, splitting them
into six different regions. One of those, the Iberian–Biscay–
Ireland (IBI) region, covers the northeastern Atlantic from
the Canary Islands (26◦N) up to Ireland (55◦N), being
limited by the 20◦W meridian and the continental margin. Among the variety of hydrographic processes taking place Ideally, the estimations of OHC are integrated over the full
depth of the ocean, but for limitations related to the observing CHAPTER2.7 CHAPTER2.7 Á. de Pascual-Collar et al.: Ocean heat content in the Iberian–Biscay–Ireland regional seas 2 Table 1. List of Copernicus Marine products used for the computation of ocean heat content (OHC) in the Iberia–Biscay–Ireland region
(IBI). Product
ref. no. Product ID/acronym/type
Data access
Documentation
QUID: Quality Information Document
PUM: Product User Manual
1
IBI_MULTIYEAR_PHY_005_002
(IBI-REA)
Numerical models
EU Copernicus Marine
Service Product (2022a)
QUID: Levier et al. (2022)
PUM: Amo-Baladrón et al. (2022)
2
GLOBAL_MULTIYEAR_PHY_001_030
(GLO-REA)
Numerical models
EU Copernicus Marine
Service Product (2022b)
QUID: Drévillon et al. (2022a)
PUM: Drévillon et al. Á. de Pascual-Collar et al.: Ocean heat content in the Iberian–Biscay–Ireland regional seas 3 Table 2. Spatial and temporal coverage of products. Product reference
Resolution
Temporal
Vertical coverage
coverage
1. IBI-REA
0.083◦× 0.083◦
1993–2020
0–5500 m (50 levels)
2. GLO-REA
0.083◦× 0.083◦
1993–2020
0–5500 m (50 levels)
3. CORA
∼0.36◦× 0.5◦
1993–2021
0–2000 m (152 levels)
4. ARMOR
0.25◦× 0.25◦
1993–2021
0–5500 m (50 levels)
5. GLO-OMI-trend
0.25◦× 0.25◦
2005–2009
Integrated 0–2000 (1 level) Table 2. Spatial and temporal coverage of products. Earth’s positive energy imbalance dominates the observed re-
gional changes around Europe, but the year-to-year variabil-
ity in the region potentially masks the long-term warming
trend. Earth’s positive energy imbalance dominates the observed re-
gional changes around Europe, but the year-to-year variabil-
ity in the region potentially masks the long-term warming
trend. a coupling between the spreading areas of both water masses
and the NAO index. The present work pursues two main objectives: on one
hand, the availability of higher-resolution specific regional
products allows us to refine the study of OHC trends in the
IBI region; thus, this work explores the spatial and temporal
variability of OHC trends in the region as well as explain-
ing its causes in the period 1993–2021, providing a better
understanding of the processes controlling such trends. Addi-
tionally, since OMIs are simplified indicators that statistically
summarise ocean information, a study of the oceanographic
processes behind each indicator is needed to have a proper
understanding of the changes represented by the OMI. Thus,
the work analyses the use and interpretation of OHC OMIs
on regional scales and its sources of variability and uncer-
tainty. Since the distribution of various water masses is one of the
main sources of variability (spatial and temporal) in the IBI
region, analysis of the heat stored by them can provide infor-
mation on OHC trends at regional and local scales. For exam-
ple, Potter and Lozzier (2004), based on 50 years of hydro-
graphic data, studied the temperature and salinity trends of
the MOW, finding positive trends that lead to a heat content
gain in the MOW reservoir that surpasses the average gain
of the North Atlantic basin. Nonetheless, the literature on
OHC variability of specific water masses in the IBI region is
rather limited. Alternatively, since several studies have con-
centrated efforts on assessing the thermohaline variability of
water masses, they may provide some clues as to what can
be expected with respect to OHC. Á. de Pascual-Collar et al.: Ocean heat content in the Iberian–Biscay–Ireland regional seas This paper is organised as follows: Sect. 2 presents the
datasets used, as well as the methodology applied, to com-
pute the OHC in the IBI region. In Sect. 3 the time series
of OHC averaged over the whole IBI region are discussed to
provide a general view of the regional trends estimated. Sec-
tion 4 is devoted to showing and discussing maps of trends
computed in the same way as the ones provided in the GLO-
OMI-trend product. Section 5 analyses the vertical profiles
of OHC trends, studying the variability associated with dif-
ferent water masses. Section 6 summarises the availability
of the data used in this article. Finally, main conclusions are
summed up in Sect. 7. Regarding the SAIW, Leadbetter et al. (2007) studied the
temperature variability of the water column in the period
1981–2005 in a section at 36◦N, concluding that the vari-
ability in the SAIW is consistent with the displacement of
neutral density surfaces driven by changes in surface wind
forcing and linked with North Atlantic Oscillation (NAO). Several studies have focused on the temporal variability of
MOW. The analysis of hydrographic properties in the MOW
core concluded that changes in MOW properties are not dom-
inated by changes in Mediterranean Sea Water properties
(Lozier and Sindlinger, 2009; Bozec et al., 2011). However,
the variability of MOW is strongly influenced by year-to-
year processes. Some studies described the MOW interan-
nual variability as an oscillation of the water tongue shifting
the dominant spreading pathway and interacting with the un-
derlying water masses such as North Atlantic Deep Water
and LSW (Bozec et al., 2011; de Pascual-Collar et al., 2019);
this variability is also correlated with NAO. 1
Introduction The density ranges for
these water masses show considerable overlap, which allows
both diapycnal and isopycnal mixing. In the last decades, the upper North Atlantic Ocean experi-
enced a reversal of climatic trends for temperature and salin-
ity. While the period 1990–2004 is characterised by decadal-
scale ocean warming, the period 2005–2014 shows a substan-
tial cooling and freshening (González-Pola et al., 2020; Hol-
liday et al., 2020; Somavilla et al., 2009). Such changes are
discussed to be linked to ocean internal dynamics and air–sea
interactions (Fox-Kemper et al., 2021; Collins et al., 2019;
Robson et al., 2016), together with changes linked to the con-
nectivity between the North Atlantic Ocean and the Mediter-
ranean Sea (Masina et al., 2022). Previous works show a con-
sistency of regional OHC with this decadal-scale variabil-
ity in the IBI region (von Schuckmann et al., 2016, 2018);
however, in spite of the year-to-year variability, a long-term
warming trend of 0.9 ± 0.4 W m−2 in the upper 700 m of the
IBI region is also detected. These studies concluded that the Among the Copernicus Marine Service products are
the Ocean Monitoring Indicators (OMIs), which are free
downloadable trends and datasets covering the past quarter
of a century. These are indicators that allow us to track
the vital health signs of the ocean and changes in line with
climate change. These OMIs are proposed to cover the
blue ocean, e.g. the mean volume transport across sections
from Reanalysis OMI (GLOBAL_OMI_WMHE_voltrp);
the
green
ocean,
e.g. the
chlorophyll
a
time
se-
ries and trends from Observations Reprocessing OMI
(OMI_HEALTH_CHL_GLOBAL_OCEANCOLOUR_trend); https://doi.org/10.5194/sp-1-osr7-9-2023 State Planet, 1-osr7, 9, 2023 CHAPTER2.7 CHAPTER2.7 3
Analysis of OHC time series Figure 1 shows combined results of products IBI-REA,
GLO-REA, CORA, and ARMOR (listed in Tables 1 and 2),
with panels displaying the ensemble mean and the ensem-
ble standard deviation of OHC for the period 1993–2021. Corresponding to the ensemble spread, time series reveal
an increase in uncertainties when deeper layers are included
(0–700 and 0–2000 m); this result can be explained by the
decrease in observational data available in deeper levels. It
is worth noting the decrease in uncertainties observed after
2003 in the time series integrated over the upper 2000 m. These differences in uncertainties are explained considering
the remarkable improvement in the global ocean observing
system achieved with the implementation of the global Argo
array in 2005 (von Schuckmann et al., 2016; Abraham et
al., 2013; Cheng et al., 2022, 2017). The period 1999–2001
shows larger uncertainties observed in the record. This in-
dicates larger discrepancies between ensemble members in
representing the minimum of OHC observed in this period. These discrepancies affect both the year when the minimum
is reached (while GLO-PHY-REA estimates the minimum in
2000, the other products reach the minimum in 2001) and the
magnitude of the minimum values (with all products agree-
ing on observed negative anomalies during this year). Each product used is supplied for specific vertical levels
with specific thickness; all vertical integrations were com-
puted taking into consideration the thickness of each product
level. Similarly, since most of the products used are provided
with regular lat–long grids, the surface of each grid cell de-
pends on the latitude, and the spatial averages (when used in
this study) were computed considering the specific surface of
each product grid cell. This work shows different results of OHC, mixing differ-
ent products with specific spatial resolutions (see Table 2). The OHC has been computed for all products using Eq. (1)
on the grid of the distributed products and integrating results
(from the surface down to 150, 700, and 2000 m) using the
product layer thicknesses. The presentation of the results as
time series or as maps implies a difference in the way the re-
sults are averaged to compute the ensemble mean and spread. Regarding the time series of OHC, anomalies were calcu-
lated referenced to the climatic mean of the period 1993–
2019. Then the vertical integrations and spatial average were
obtained, preserving the service grid of each product. 2
Data and methods Following the same methodology as in previous Copernicus
Marine Ocean State Report contributions (Lima et al., 2020;
Mayer et al., 2021), the estimates of OHC anomalies were
computed in the IBI region according to the follow equation: OHC =
z2
z1
ρ0Cp (Tm −Tclim)dz,
(1) The interannual variability of LSW has been described in
previous works, concluding that some of the variability in
the water mass can be explained by diapycnal mixing with
the overlying MOW (van Aken, 2000) as well as changes in
the source regions over the North Atlantic basin (Leadbetter
et al., 2007). Additionally, Bozec et al. (2011) studied the
distribution of LSW and MOW from 1950 to 2006, observing (1) where
ρ0
is
the
density
at
a
reference
depth
(ρ0 = 1020 kg m−3),
Cp
is
the
specific
heat
capacity
(Cp = 4181.3 J kg−1 ◦C−1), z1 and z2 are the range of
depths to compute the total OHC, Tm is the monthly average https://doi.org/10.5194/sp-1-osr7-9-2023 State Planet, 1-osr7, 9, 2023 State Planet, 1-osr7, 9, 2023 CHAPTER2.7 CHAPTER2.7 CHAPTER2.7 Á. de Pascual-Collar et al.: Ocean heat content in the Iberian–Biscay–Ireland regional seas 4 potential temperature at a specific depth, and Tclim is the
climatological potential temperature of the corresponding
month and depth. grid, it was considered to be the reference grid; thus, CORA
and ARMOR products were spatially interpolated. This in-
terpolation was made over the OHC integrated on the respec-
tive layer before averaging the ensemble. The comparison of
interpolated and non-interpolated results of each ensemble
member did not show relevant changes in the field structure
or mathematical artefacts. As can be seen in Eq. (1), the OHC anomalies are obtained
from integrated differences between the monthly tempera-
ture and the climatological one along a vertical profile in the
ocean. In the present work the anomalies have been refer-
enced to the monthly climatology computed between 1993
and 2019. Additionally, the OHC is presented for the typical
depths of 700 and 2000 m, but also for the upper 150 m to
analyse the OHC variability in the upper layer. This paper focuses on the analysis of OHC trends in the
IBI regions. For this purpose, OHC trends are analysed on
different time periods within the registry. 2
Data and methods The selection of
time periods corresponds to different criteria such as the de-
tection of trend changes, comparison of results with other
works, or selection of periods representative of large-scale
patterns. In the case of the analysis of vertical trend profiles
(Sect. 5), the time record 1993–2021 has been divided into
two periods characterised by a differentiated behaviour of
the NAO (NOAA, 2022), considering that (i) the NAO in-
dex in 1994 was moderately positive and (ii) it has a min-
imum in 2010 and (iii) a maximum in 2018; the periods
1993–2010 and 2010–2019 were selected as representative
of NAO changes in phase from positive to negative (period
1993–2010) and vice versa, from negative to positive (period
2010–2019; see Fig. S1 in the Supplement). In order to allow assessing uncertainties of results, differ-
ent Copernicus products were used to provide multi-product
estimations of OHC; therefore, all results were previously
computed for a collection of Copernicus products and com-
bined to give an ensemble mean and the standard deviation
of the ensemble. Since the objective of this work is the anal-
ysis of OHC in the IBI region integrating results from the
surface down to a maximum of 2000 m depth, this study has
included all Copernicus Marine products that deliver gridded
data on potential temperature with vertical coverage from the
surface down to at least 2000 m. As shown in Tables 1 and
2, four different products meet these stated conditions: two
model reanalyses (the global and regional ones: GLO-REA
and IBI-REA, respectively) and two observation-based prod-
ucts (CORA and ARMOR). It is worth mentioning that when
OHC was computed, the GLO-REA product did not cover
the year 2020, so that year was not considered in the men-
tioned product. 4
Analysis of regional trends of OHC Figure 2 shows trend maps of OHC computed at 0–2000 m
for the IBI region. The figure includes the computation of
trends considering two different periods. The period 2005–
2019 was selected to allow comparison of results obtained
in this work (Fig. 2a) with those obtained with the prod-
uct GLO-OMI-trend (Fig. 2b), computed for the same pe-
riod and cropped in the figure to only show the study region. On the other hand, the period 1993–2021 was selected to
study the spatial distribution of long-term trends in the IBI
region (Fig. 2c). The comparison of results obtained in this
work with the GLO-OMI-trend (Fig. 2a and b) shows a high
level of agreement, with differences mostly being related to
the different resolution. Thus, both figures estimate a neg-
ative trend that mainly affects the offshore ocean north of
38◦N and a tongue between 31 and 38◦N that shows warm-
ing trends. Figure 1. OHC averaged in the IBI domain integrated from the
ocean’s surface down to 150 m (a), 700 m (b), and 2000 m (c). Time
series computed from four Copernicus Marine products (i.e. IBI-
REA, GLO-REA, CORA, and ARMOR), providing a multi-product
approach. The blue line represents the ensemble mean, and shaded
grey areas represent the standard deviation of the ensemble. The
analysis of trends (at 95 % confidence interval) computed in the pe-
riod 1993–2020 is included (bottom right box). Trend lines (dashed
line) are only included in the figures when a significant trend is ob-
tained. cant. Considering that the trend integrated at 0–2000 m is at
the limit of significance, we can consider this to be a mathe-
matical result; thus, results suggest a dominance of the vari-
ability at intermediate levels over the OHC trend. It is worth
mentioning that, despite the positive trends observed in the
whole period (1993–2020) of time series integrated down to
700 and 2000 m, a change in trends of these time series after
the year 2005 can be appreciated. Table 3 shows the trend
analysis by dividing the time record into two halves: the pe-
riod 1993–2005 and the period 2005–2021. While the results
show a significant warming of integration depths 0–700 and It worth mentioning that the higher resolutions of the prod-
ucts used in this work allow computing OHC trends along the
northwestern European shelf, showing a significant warming
of the region. 3
Analysis of OHC time series Additionally, this reversal of the
trend explains the discrepancies observed between the long-
term trends estimated in this work and the ones observed at
0–700 m in von Schuckmann et al. (2016) (0.8 ± 0.3 W m−2)
and von Schuckmann et al. (2018) (0.9 ± 0.4 W m−2) for the
periods 1993–2015 and 1993–2016, respectively. The cited
works exclude the last years, which have a large influence on
the overall trend. 3
Analysis of OHC time series There-
fore, the ensemble time series are averaged from time series
computed over the service grid of each product. However,
to compute ensemble results that comprise spatial informa-
tion (i.e. results presented as maps), each ensemble member
must be interpolated to obtain all estimations on the same
grid. Since IBI-REA and GLO-REA products share the same Trends of time series obtained in Fig. 1 show a barely sig-
nificant warming of the IBI region in the upper (0–700 m;
0.39 ± 0.27 W m−2) and intermediate to deep layers (0–
2000 m; 0.40 ± 0.39 W m−2); conversely, such a trend does
not affect the surface layer, where the trend is not signifi- State Planet, 1-osr7, 9, 2023 State Planet, 1-osr7, 9, 2023 https://doi.org/10.5194/sp-1-osr7-9-2023 CHAPTER2.7 Á. de Pascual-Collar et al.: Ocean heat content in the Iberian–Biscay–Ireland regional seas Á. de Pascual-Collar et al.: Ocean heat content in the Iberian–Biscay–Ireland regional seas 5 Table 3. Mean OHC trends (in W m−2) averaged in the IBI do-
main and integrated from the ocean’s surface down to 150, 700, and
2000 m. The confidence interval of trends is computed with 95 %
confidence. In bold are the values for which the absolute trend ex-
ceeds the confidence interval. Figure 1. OHC averaged in the IBI domain integrated from the
ocean’s surface down to 150 m (a), 700 m (b), and 2000 m (c). Time
series computed from four Copernicus Marine products (i.e. IBI-
REA, GLO-REA, CORA, and ARMOR), providing a multi-product
approach. The blue line represents the ensemble mean, and shaded
grey areas represent the standard deviation of the ensemble. The
analysis of trends (at 95 % confidence interval) computed in the pe-
riod 1993–2020 is included (bottom right box). Trend lines (dashed
line) are only included in the figures when a significant trend is ob-
tained. Integration
OHC trend (W m−2) computed
depth (m)
in period
1993–2005
2005–2021
1993–2021
0–150
0.36 ± 0.46
0.03 ± 0.25
0.10 ± 0.12
0–700
1.6 ± 0.57
–0.56 ± 0.35
0.39 ± 0.27
0–2000
1.86 ± 1.09
–1.02 ± 0.48
0.40 ± 0.39 0–2000 in the period 1993–2005, the period 2005–2021 is
characterised by a cooling of both integration layers. This re-
sult is consistent with the decadal-scale warming and fresh-
ening observed in the North Atlantic Ocean in the period
1990–2020 (González-Pola et al., 2020; Holliday et al., 2020;
Somavilla et al., 2009). 4
Analysis of regional trends of OHC This warming may seem low when compared
with the values observed in open ocean, but it should be con-
sidered that this warming is affected by the shallower depths
in the region. For the sake of brevity, Fig. 2 only shows re-
sults for the 0–2000 m layer; however, as occurred in the State Planet, 1-osr7, 9, 2023 State Planet, 1-osr7, 9, 2023 https://doi.org/10.5194/sp-1-osr7-9-2023 CHAPTER2.7 CHAPTER2.7 Á. de Pascual-Collar et al.: Ocean heat content in the Iberian–Biscay–Ireland regional seas Á. de Pascual-Collar et al.: Ocean heat content in the Iberian–Biscay–Ireland regional seas 6 Figure 2. Regional maps of OHC trend computed at 0–2000 m (a) over the periods 2005–2019 and (c) 1993–2021. Trends computed using
the four Copernicus Marine products (IBI-REA, GLO-REA, CORA, and ARMOR), providing a multi-product approach. Shaded colours
represent mean trends (using all products), while shaded grey indicates areas with less robust signatures (where the noise – ensemble standard
deviation of trends – exceeds the signal – ensemble mean). (b) Same as panels (a) and (c) but obtained from the product GLO-OMI-trend
over the period 2005–2019. Figure 2. Regional maps of OHC trend computed at 0–2000 m (a) over the periods 2005–2019 and (c) 1993–2021. Trends computed using
the four Copernicus Marine products (IBI-REA, GLO-REA, CORA, and ARMOR), providing a multi-product approach. Shaded colours
represent mean trends (using all products), while shaded grey indicates areas with less robust signatures (where the noise – ensemble standard
deviation of trends – exceeds the signal – ensemble mean). (b) Same as panels (a) and (c) but obtained from the product GLO-OMI-trend
over the period 2005–2019. tical profile of trends in the region. However, this analysis
cannot be carried out for all products and for all points of
the grid. Therefore, it has been decided to study the trend
profile obtained from the IBI-REA product for two charac-
teristic subregions centred at 35 and 48◦N (Fig. 3a and b). Hereafter these subregions will be referred to as 35N and
48N, respectively. time series analysed in the previous section, the observed
trends (positive and negative) are subsurface-intensified, so
the larger the integration depth, the larger the observed trend
(results not shown). Such intensification of trends suggests
that both signals are stronger underneath the upper layer, sug-
gesting that they are more related to the evolution of interme-
diate and deep water masses than to the year-to-year interac-
tion with the atmosphere. 4
Analysis of regional trends of OHC The IBI-REA product was selected for this purpose be-
cause it assimilates observational (in situ and satellite) data
and uses the GLO-REA product as initial and boundary con-
ditions, therefore indirectly incorporating from the parent
products information from the other products. On the other
hand, the subregions chosen were selected to provide a de-
tailed analysis of the main features described in the previous
section. A first analysis has shown that, as seen with verti-
cally integrated data, the resulting trends show a dependency
on the selected period. Hence, as explained in the “Data and
methods” section (Sect. 2), in order to provide information
on the temporal variability of the water bodies in the IBI
area, the trend analysis has been performed by dividing the
time period into two periods representative of the positive
and negative trend of the NAO index: the period 1993–2010
when the NAO evolves from positive to negative and the pe-
riod 2010–2019 representing the NAO transition from nega-
tive to positive. Examining trends computed for the whole time record
(Fig. 2c) we conclude that, as estimated by the averaged time
series in the previous section, the trend calculated for the
whole time record indicates a generalised warming of the IBI
area. However, the significance of such warming is smaller,
existing in regions with no evidence of OHC trend. As occurred with the analysis of time series, trend maps
show a dependence of the results on the time period selected
for the analysis (comparing Fig. 2a and c). This suggests a
strong influence of interannual processes on the observed
trends. However, it is worth mentioning that the warming
trend of the region around 34◦N latitude is consistent for
both analyses. State Planet, 1-osr7, 9, 2023 5
Analysis of OHC trends across different water
masses 2b and 3b are not directly comparable, since temporal
coverage differs. Table 4. Mean thermic trends (in W m−2) of SAIW, MOW, and
0–2000 m in the IBI subregions (35N and 48N) computed for the
period 1993–2021 with the product IBI-REA. Significance of trends
computed with 95 % confidence. Table 4. Mean thermic trends (in W m−2) of SAIW, MOW, and
0–2000 m in the IBI subregions (35N and 48N) computed for the
period 1993–2021 with the product IBI-REA. Significance of trends
computed with 95 % confidence. Water type
Averaged trend (W m−2) in
IBI subregions (1993–2021)
35N
48N
Sub-Arctic Intermediate Water (SAIW)
+0.52 (44 %)
+0.40 (27 %)
Mediterranean Outflow Water (MOW)
+0.52 (44 %)
+0.36 (24 %)
Total (0–2000 m)
+1.18
+1.46 Water type
Averaged trend (W m−2) in
IBI subregions (1993–2021)
35N
48N
Sub-Arctic Intermediate Water (SAIW)
+0.52 (44 %)
+0.40 (27 %)
Mediterranean Outflow Water (MOW)
+0.52 (44 %)
+0.36 (24 %)
Total (0–2000 m)
+1.18
+1.46 Water type The trends of OHC averaged for the subregions defined
at 35N and 48N have been computed at each level to ob-
tain a vertical profile of trends. These trend profiles are pre-
sented in Fig. 3c, d, e, and f combined with the temperature
and salinity data on a yearly basis. Each profile shown in the
θ/S diagrams corresponds to the annual mean temperature
and salinity observed in the selected period (1993–2010 or
2010–2021) and averaged over the corresponding study re-
gion (35N or 48N). The different markers used correspond
to the different OHC trends observed for each depth. There-
fore, the shown θ/S diagrams allow discussing the trends of
OHC at each layer, linking these results with the different
water masses observed in the region. Apart from the estimation of density levels defining each
water mass (shown in Fig. 3), an estimation of the heat trends
for each water mass was done for the entire study period
of 1993–2021 (see results in Table 4). It is observed that,
in line with the results shown in Fig. 2, the overall OHC
trends in both regions are positive. 5
Analysis of OHC trends across different water
masses The analysis of OHC trend maps for these two periods
shows that during the transition to negative NAO phases
(Fig. 3a), the water masses in the region undergo signifi- Since it has been observed in the data that OHC trends are
accentuated in depth, the following section analyses the ver- https://doi.org/10.5194/sp-1-osr7-9-2023 State Planet, 1-osr7, 9, 2023 CHAPTER2.7 Á. de Pascual-Collar et al.: Ocean heat content in the Iberian–Biscay–Ireland regional seas Á. de Pascual-Collar et al.: Ocean heat content in the Iberian–Biscay–Ireland regional seas 7 . (a, b) Maps of regional trends of OHC (0–2000 m) over the periods 1993–2010 (a) and 2010–2019 (b) derived from the
Grey shaded areas represent regions where the trend is not significant (95 % confidence). Dashed rectangles denote the subre
N where θ/S diagrams are averaged in other panels. (c–f) θ/S diagrams averaged in subregions (35 and 48◦N) and over th
10 and 2010–2019. (c) Region 48◦N period 1993–2010, (d) region 48◦N period 2010–2019, (e) region 35◦N period 19
gion 35◦N period 2010–2019. Figure 3. (a, b) Maps of regional trends of OHC (0–2000 m) over the periods 1993–2010 (a) and 2010–2019 (b) derived from the IBI-REA
product. Grey shaded areas represent regions where the trend is not significant (95 % confidence). Dashed rectangles denote the subregions 35
and 48◦N where θ/S diagrams are averaged in other panels. (c–f) θ/S diagrams averaged in subregions (35 and 48◦N) and over the periods
1993–2010 and 2010–2019. (c) Region 48◦N period 1993–2010, (d) region 48◦N period 2010–2019, (e) region 35◦N period 1993–2010,
and (f) region 35◦N period 2010–2019. CHAPTER2.7
https://doi.org/10.5194/sp-1-osr7-9-2023
State Planet, 1-osr7, 9, 2023 State Planet, 1-osr7, 9, 2023 https://doi.org/10.5194/sp-1-osr7-9-2023 CHAPTER2.7 CHAPTER2.7 Á. de Pascual-Collar et al.: Ocean heat content in the Iberian–Biscay–Ireland regional seas Á. de Pascual-Collar et al.: Ocean heat content in the Iberian–Biscay–Ireland regional seas 8 Á. de Pascual-Collar et al.: Ocean heat content in the Iberian–Biscay–Ireland regional sea cant warming over almost the entire IBI area. However, this
warming is not significant in part of the southern half of the
domain, in the vicinity of the Gulf of Cádiz and the Seine
and Horseshoe Abyssal Plains. In contrast, the trend map
associated with the NAO transition period towards positive
values (Fig. 3b) reveals a generalised cooling pattern with a
warming trend around the Horseshoe region similar to that
observed in Fig. 2b. Take into account, however, the fact that
Figs. 5
Analysis of OHC trends across different water
masses Considering that each wa-
ter mass has different thickness (SAIW approximately 300 m
and MOW approximately 400–500 m), we must conclude
that although the total trend shown in Table 4 is of the same
magnitude for both water masses, the heat gain per cubic me-
tre is higher for SAIW than for MOW. Additionally, the rel-
ative influence should be noted that both water masses have
on the water column trends down to 2000 m, explaining the
sum of the two water masses (a layer approximately 700–
800 m thick): 88 % (51 %) of the OHC trend in 35N (48N),
respectively. The θ/S profiles shown in Fig. 3c, d, e, and f are consis-
tent with the water masses that the literature has described in
the northeastern Atlantic: the SAIW characterised by a salin-
ity minima at potential density σθ = 27.2 kg m−3, the salin-
ity maxima connected with MOW at the neutral density sur-
face σθ = 27.6 kg m−3, and a deeper salinity minima corre-
sponding to LSW underneath the isopycnal σθ = 27.8 kg m−3
(Talley and McCarney, 1982; Iorga and Lozier, 1999a, b;
van Aken, 2000; Prieto et al., 2013; de Pascual-Collar et al.,
2019); however, the core of LSW is only clearly visible in
subregion 48N where this water mass has a greater presence. 6
Conclusions The present work uses several Copernicus Marine products
to generate a multi-product OMI of ocean heat content from
the surface down to a set of depths over the period 1993–
2021. These indicators are able to detect decadal trends of
OHC. Specifically, the IBI region presents a warming of
+0.39 W m−2 in the upper 700 m. However, the study of both
time series trends and spatial distribution of trends shows a
high sensitivity to the time period selected, and therefore the
high inter-decadal variability detected makes these trends not
very significant. On the other hand, the OMIs integrated up
to 150 and 2000 m does not allow detecting clear significant
trends of results, which suggest that OHC variability in the
upper 2000 m may be mainly controlled by intermediate lev-
els. Regarding the OHC variability of SAIW, results in Fig. 3
show a similar behaviour of the water mass at 48N and 35N. Thus, at both latitudes, the SAIW shows a warming (cool-
ing) associated with the negative (positive) NAO transition. On the contrary, the OHC trends of MOW shows an inverse
behaviour between the subregions 35N and 48N. Thus, while
in subregion 35N, the MOW experiences a cooling (warm-
ing) associated with the negative (positive) NAO transition
(periods 1993–2010 and 2010–2021, respectively), in subre-
gion 48N the opposite occurs, and a warming (cooling) of
the MOW associated with the negative (positive) NAO tran-
sition is observed. These are consistent with the processes
described in the literature. Thus, the SAIW trends are coher-
ent with the changes in wind forcing associated with NAO as
described by Hurrel (1995) and Leadbetter et al. (2007), and
the MOW results are consistent with studies that observed a
significant anticorrelation between the westward and north-
ward transport of MOW (Bozec et al., 2011) as well as works
that describe the east–west shift of water mass boundaries in
the Horseshoe basin (de Pascual-Collar et al., 2019). Although the regional analysis of OHC trends integrated
in different depths may provide some clues about the ori-
gin of such trends, a finer analysis focusing on the differ-
ent water masses involved concludes that the vertically in-
tegrated trend is the result of different trends (positive and
negative) contributing at different layers. 6
Conclusions The analysis of wa-
ter masses in the region shows the existence of three water
masses (well referenced in the literature): SAIW, MOW, and State Planet, 1-osr7, 9, 2023 https://doi.org/10.5194/sp-1-osr7-9-2023 CHAPTER2.7 Á. de Pascual-Collar et al.: Ocean heat content in the Iberian–Biscay–Ireland regional seas Á. de Pascual-Collar et al.: Ocean heat content in the Iberian–Biscay–Ireland regional seas 9 Á. de Pascual-Collar et al.: Ocean heat content in the Iberian–Biscay–Ireland regional seas LSW. Since the LSW is found in the depth limit established
here (2000 m), we put the focus on studying the temporal
variability of the heat stored by the other two involved water
masses: the SAIW and MOW. The study states that the IBI-
REA can simulate the OHC behaviour of SAIW and MOW
in a consistent way, with the OHC variability being associ-
ated with the NAO, consistent with the variability described
in the literature. Supplement. The supplement related to this article is available
online at: https://doi.org/10.5194/sp-1-osr7-9-2023-supplement. Author contributions. This work was conceptualised through the
participation of all authors. Data analysis and drafting of the first
version were carried out by AdPC. Additionally, RA, BL, and MGS
contributed to the final writing and subsequent revisions of the
manuscript. Despite the results showing a strong relationship between
the variability of the NAO and the OHC of SAIW and MOW,
both water masses show a differentiated behaviour. While
SAIW shows a homogeneous behaviour over the whole IBI
area (OHC trends associated with NAO have the same sign
in subregions 35N and 48N), MOW shows an anticorrelated
behaviour between subregions 35N and 48N (when the trend
is positive in 35N, in 48N it is negative and vice versa). Competing interests. The contact author has declared that none
of the authors has any competing interests. Disclaimer. Publisher’s note: Copernicus Publications remains
neutral with regard to jurisdictional claims in published maps and
institutional affiliations. p
g
The work states the key role that subsurface water masses
play in the OHC trends in the IBI region by comput-
ing the OHC trends for SAIW and MOW over the period
1993–2021. The results show that, despite high interannual
variability, both water masses have experienced significant
warming in the study period. Additionally, the relative influ-
ence that these two water masses have on the integrated OHC
trends down to 2000 m is remarkable. 6
Conclusions Thus, it is found that
the sum of both water masses accounts for up to 88 % of the
integrated OHC variability from the surface down to 2000 m. However, at more northerly latitudes, this relative influence
decreases to 50 %. The greater presence of LSW in the north-
ern regions of the IBI domain suggests that this water mass
may share relevance with respect to OHC trends with SAIW
and MOW; however, this hypothesis has not been demon-
strated in the present work. Acknowledgements. The authors thank the Copernicus Marine
Environment Monitoring Service for providing the data for the arti-
cle. Additionally, the helpful comments of Karina von Schuckmann
and the other referees are gratefully acknowledged. Review statement. This paper was edited by Marta Marcos and
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and Gianpiero Cossarini National Institute of Oceanography and Applied Geophysics – OGS, Trieste, Italy
Correspondence: Valeria Di Biagio (vdibiagio@ogs.it)
Received: 22 July 2022 – Discussion started: 30 September 2022
Revised: 13 March 2023 – Accepted: 31 March 2023 – Published: 27 September 2023 rnicus Ocean State Report (OSR7) ean State Report (OSR7) Abstract. Oxygen is essential to all aerobic organisms, and its dynamics in the ocean involve interconnected
physical and biological processes that form the basis of the functioning of the marine ecosystem. The study
of dissolved oxygen (DO) variations under multiple drivers is currently one of the main goals of climate and
marine-ecological scientific communities, and the quantification of DO levels is essential for the assessment of
the environmental status, especially in coastal areas. We investigate the 1999–2021 interannual variability in DO in the southern Adriatic Sea, a marginal area of
the Mediterranean Sea, where deep-water formation processes occur, contributing significantly to the ventilation
of the eastern Mediterranean Basin. Following the Marine Strategy Framework Directive, which promotes the
integration of different observational platforms, we use DO modelled by the Copernicus Marine Mediterranean
Sea biogeochemical reanalysis, which assimilates satellite chlorophyll concentrations and to which we apply a
bias correction using DO Argo float measurements in 2014–2020. A correlation analysis of the time series of the
first three modes of variability (86 % of the total variance) of the DO profiles extracted from the bias-corrected
reanalysis with key meteo-marine indicators shows a link with (i) net heat fluxes related to oxygen solubility,
(ii) vertical mixing, (iii) biological production at the surface and in subsurface layers, and (iv) circulation asso-
ciated with the entrance of northern Adriatic waters. The alternating entrance of Levantine and Atlantic waters
through the North Ionian Gyre (NIG) appears to be the driver of the fourth mode of variability, which explains
8 % of the total variance. Moreover, we find that the first temporal mode of variability is the main driver of the
negative anomaly of DO in the 0–600 m layer in 2021 with respect to the 1999–2020 climatology. We ascribe
the lower content of DO in 2021 to a negative anomaly of the subsurface biological production in the same year,
in agreement with the previous correlation analysis, but not to heat fluxes. Indeed, in agreement with previous
studies, we observe a sharp increase in salinity favoured by the cyclonic circulation of NIG from 2019 onwards. Á. de Pascual-Collar et al.: Ocean heat content in the Iberian–Biscay–Ireland regional seas Cossarini, G., Dagneaux, Q., Desportes, C., Dye, S., Fratianni, C., Good, S., Greiner, E., Gourrion, J., Hamon, M., Holt, J., Hy-
der, P., Kennedy, J., Manzano-Muñoz, F., Melet, A, Meyssignac, von Schuckmann, K., Storto, A., Simoncelli, S., Raj, R. P.,
Samuelsen, A., Pascual-Collar, A., Garcia-Sotillo, M., and Sz-
erkely, T.: Ocean Heat Content, in: Copernicus Marine Service State Planet, 1-osr7, 9, 2023 https://doi.org/10.5194/sp-1-osr7-9-2023 CHAPTER2.7 Chapter 3.1 – 7th edition of the Copernicus Ocean State Report (OSR7) State Planet, 1-osr7, 10, 2023
https://doi.org/10.5194/sp-1-osr7-10-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License. Chapter 3.1 – 7th edition of the Copernicus Ocean ter 3.1 – 7th edition of the Copernicus Ocean State Report (O Dissolved oxygen as an indicator of multiple drivers of
the marine ecosystem: the southern Adriatic Sea
case study ition of the Copernicus Ocean State Report (OSR7) Valeria Di Biagio, Riccardo Martellucci, Milena Menna, Anna Teruzzi, Carolina Amadio, Elena Mauri,
and Gianpiero Cossarini
National Institute of Oceanography and Applied Geophysics – OGS, Trieste, Italy
Correspondence: Valeria Di Biagio (vdibiagio@ogs.it)
Received: 22 July 2022 – Discussion started: 30 September 2022
Revised: 13 March 2023 – Accepted: 31 March 2023 – Published: 27 September 2023 Valeria Di Biagio, Riccardo Martellucci, Milena Menna, Anna Teruzzi, Carolina Amadio, Elena Mauri,
and Gianpiero Cossarini
National Institute of Oceanography and Applied Geophysics – OGS, Trieste, Italy
Correspondence: Valeria Di Biagio (vdibiagio@ogs.it)
Received: 22 July 2022 – Discussion started: 30 September 2022
Revised: 13 March 2023 – Accepted: 31 March 2023 – Published: 27 September 2023 Valeria Di Biagio, Riccardo Martellucci, Milena Menna, Anna Teruzzi, Carolina Amadio, Elena Mauri,
and Gianpiero Cossarini
National Institute of Oceanography and Applied Geophysics – OGS, Trieste, Italy 1
Introduction elongated, semi-enclosed, and roughly north–south-oriented
basin characterized by a shallow northern shelf (shallower
than 80 m) and a deep pit in its southern part (maximum
depth of approximately 1200 m) which is connected to the Io-
nian Sea (central Mediterranean Basin) through the Otranto
Strait (with a maximum depth of 800 m). The Adriatic Sea is
characterized by a cyclonic circulation governed by several
drivers: river runoff, wind stress, surface buoyancy fluxes,
and mass exchanges through the Otranto Strait (Cushman-
Roisin et al., 2013). Dissolved oxygen (DO) is a key indicator for monitoring
the marine ecosystem functioning because it is the result
of several atmospheric, hydrodynamic, and biogeochemical
driving processes (such as air–sea fluxes, vertical convec-
tion and mixing, horizontal transport, and biological produc-
tion and consumption; Keeling and Garcia, 2002; Oschlies et
al., 2018; Pitcher et al., 2021). Indeed, DO is currently being
studied under the global warming scenarios by climate and
marine-ecological scientific communities (e.g. IPCC, 2019;
Kwiatkowski et al., 2020; Garcia-Soto et al., 2021), as oxy-
gen depletion has been observed in the global ocean as well
as at the local scale (Breitburg et al., 2018). Climate models
predict a reduction in global-ocean dissolved oxygen con-
tent (Matear et al., 2000; Oschlies et al., 2008; Stramma et
al., 2010; Reale et al., 2022), so this parameter is of primary
interest, especially in those areas where oceanic processes
connect surface and deep layers. The SAdr is strongly influenced by the inflow of water
masses from the northern Adriatic Sea (i.e. North Adriatic
Dense Water; Querin et al., 2016) and the Ionian Sea. In par-
ticular, the inflow of southern water masses is triggered by
the periodic reversal of North Ionian Gyre circulation (Gaˇci´c
et al., 2002; Civitarese et al., 2010; Menna et al., 2019; Gaˇci´c
et al., 2021). This oscillating system, called the Adriatic–
Ionian Bimodal Oscillating System (BiOS), changes the cir-
culation of the North Ionian Gyre from cyclonic to anticy-
clonic and vice versa, modulating the advection of water
masses in the Adriatic Sea (Gaˇci´c et al., 2010; Rubino et
al., 2020). The cyclonic circulation of the North Ionian Gyre
causes the advection of saline water masses of Levantine ori-
gin (i.e. Levantine Intermediate Water, LIW; Cretan Inter-
mediate Water; Ionian Surface Water; and Levantine Surface The southern Adriatic Sea (SAdr; Fig. Valeria Di Biagio, Riccardo Martellucci, Milena Menna, Anna Teruzzi, Carolina Amadio, Elena Mauri,
and Gianpiero Cossarini We interpret this as a possible regime shift that is not captured by the time series analysis and whose possible
consequences for Ionian–Adriatic system ventilation and for marine organisms should be carefully monitored in
the near future. Published by Copernicus Publications. CHAPTER3.1 V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea 2 Table 1. Products used in the present work. Prod. ref. nos. 4 and 5 are a forcing for prod. ref. nos. 1 and 2, and prod. ref. no. 8 is a forcing
for prod. ref. nos. 4 and 5. Prod. Product ID and type
Data access
Documentation
ref. no. 1
MEDSEA_MULTIYEAR_BGC_006_008
EU Copernicus Marine Service
Quality Information Document
(multi-year product), numerical models
Product (2022a)
(QUID): Teruzzi et al. (2022);
Product User Manual (PUM):
Lecci et al. (2022a)
2
MEDSEA_MULTIYEAR_BGC_006_008
EU Copernicus Marine Service
QUID: Teruzzi et al. (2022);
(INTERIM product), numerical models
Product (2022b)
PUM: Lecci et al. (2022a)
3
INSITU_MED_PHYBGCWAV_DISCRETE
EU Copernicus Marine Service
QUID: Wehde et al. (2022);
_MYNRT_013_035, in situ observations
Product (2022c)
PUM: Pouliquen et al. (2022)
4
MEDSEA_MULTIYEAR_PHY_006_004
EU Copernicus Marine Service
QUID: Escudier et al. (2022);
(multi-year product), numerical models
Product (2022d)
PUM: Lecci et al. (2022b)
5
MEDSEA_MULTIYEAR_PHY_006_004
EU Copernicus Marine Service
QUID: Escudier et al. (2022);
(INTERIM product), numerical models
Product (2022e)
PUM: Lecci et al. (2022b)
6
SEALEVEL_EUR_PHY_L4_MY_008_068,
EU Copernicus Marine Service
QUID: Pujol et al. (2023);
satellite observations
Product (2023b)
PUM: Pujol (2022)
7
SEALEVEL_EUR_PHY_L4_NRT
EU Copernicus Marine Service
QUID: Pujol et al. (2023)
_OBSERVATIONS_008_060,
Product (2023a)
PUM: Pujol (2022)
satellite observations
8
ERA5 hourly data on single levels from
https://doi.org/10.24381/cds.adbb2d47,
Hersbach et al. (2023)
1940 to present, global climate
EU Copernicus Climate Change
and weather reanalysis
Service Product (2023) State Planet, 1-osr7, 10, 2023 V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea 3 V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea
3
Figure 1. (a) Southern Adriatic area (blue square) within the Mediterranean Sea. (b) Cross-correlation map of surface oxygen, nitrate, and
chlorophyll concentration provided by Copernicus biogeochemical reanalysis (prod. ref. nos. 1 and 2, Table 1) in the southern Adriatic area
with respect to the central point of the pit indicated by the red star; the black contour line delimits the area with cross-correlation equal to or
higher than 0.9; dashed lines indicate the trajectories of BGC-Argo floats (in situ TAC data, prod. ref. no. 3) passing the area. (c) Hovmöller
diagrams of the dissolved oxygen concentration from in situ TAC data (prod. ref. no. 3) within the 0.9 cross-correlation area (b). Data have
been interpolated for readability of the plot. (d) Hovmöller diagrams of dissolved oxygen concentration from Copernicus biogeochemical
reanalysis (prod. ref. nos. 1 and 2), spatially averaged within the area of cross-correlation equal to 0.9 (a) in the time period of 1999–2021,
after the bias correction procedure based on in situ TAC data (prod. ref. no. 3). Figure 1. (a) Southern Adriatic area (blue square) within the Mediterranean Sea. (b) Cross-correlation map of surface oxygen, nitrate, and
chlorophyll concentration provided by Copernicus biogeochemical reanalysis (prod. ref. nos. 1 and 2, Table 1) in the southern Adriatic area
with respect to the central point of the pit indicated by the red star; the black contour line delimits the area with cross-correlation equal to or
higher than 0.9; dashed lines indicate the trajectories of BGC-Argo floats (in situ TAC data, prod. ref. no. 3) passing the area. (c) Hovmöller Figure 1. (a) Southern Adriatic area (blue square) within the Mediterranean Sea. (b) Cross-correlation map of surface oxygen, nitrate, and
chlorophyll concentration provided by Copernicus biogeochemical reanalysis (prod. ref. nos. 1 and 2, Table 1) in the southern Adriatic area
with respect to the central point of the pit indicated by the red star; the black contour line delimits the area with cross-correlation equal to or
higher than 0.9; dashed lines indicate the trajectories of BGC-Argo floats (in situ TAC data, prod. ref. no. 3) passing the area. (c) Hovmöller
diagrams of the dissolved oxygen concentration from in situ TAC data (prod. ref. no. 3) within the 0.9 cross-correlation area (b). V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea Data have
been interpolated for readability of the plot. (d) Hovmöller diagrams of dissolved oxygen concentration from Copernicus biogeochemical
reanalysis (prod. ref. nos. 1 and 2), spatially averaged within the area of cross-correlation equal to 0.9 (a) in the time period of 1999–2021,
after the bias correction procedure based on in situ TAC data (prod. ref. no. 3). Oesterwind et al., 2016) and for understanding anthro-
pogenic impacts on the marine environment (IPCC, 2022). The emerging ecosystem-based management method pro-
posed by the MSFD (2008/56/EC) promotes the use of dif-
ferent observational platforms, allowing information on the
space-time distribution of important parameters related to
water quality to be synoptically collected (Martellucci et
al., 2021). Water; Manca et al., 2006), while the anticyclonic circula-
tion favours the inflow of Atlantic Water and a relative de-
crease in salinity in the SAdr (Gaˇci´c et al., 2011; Menna et
al., 2022a). This feature has a strong influence on the biogeo-
chemical properties of the SAdr, affecting nutrient availabil-
ity (Civitarese et al., 2010), phytoplankton blooms (Gaˇci´c et
al., 2002; Civitarese et al., 2010), and species composition
(Batisti´c et al., 2014; Mauri et al., 2021). Water; Manca et al., 2006), while the anticyclonic circula-
tion favours the inflow of Atlantic Water and a relative de-
crease in salinity in the SAdr (Gaˇci´c et al., 2011; Menna et
al., 2022a). This feature has a strong influence on the biogeo-
chemical properties of the SAdr, affecting nutrient availabil-
ity (Civitarese et al., 2010), phytoplankton blooms (Gaˇci´c et
al., 2002; Civitarese et al., 2010), and species composition
(Batisti´c et al., 2014; Mauri et al., 2021). In this context, the present work integrates the state-of-
the-art approach of in situ measurements (in 2014–2020,
distributed by Copernicus In Situ Thematic Centre, INS
TAC) with the Copernicus biogeochemical reanalysis in the
Mediterranean Sea at high resolution (Cossarini et al., 2021)
with the aim of characterizing the DO dynamics in the SAdr
in the time period of 1999–2021. In particular, we aim to as-
sess DO interannual variability in an area (SAdr) sensitive
to multiple drivers (e.g. atmospheric forcing, Mediterranean
circulation, and biological processes) and to evaluate the rel-
ative importance of the different drivers in this area. While hydrodynamic and biogeochemical properties of
the SAdr have been widely described in several studies (e.g. 1
Introduction 1a) is one of these
areas, as it is an area of deep-water formation (Gaˇci´c et
al., 2002; Pirro et al., 2022) and represents one of the deep
engines of the eastern Mediterranean thermohaline circula-
tion (Malanotte-Rizzoli et al., 1999), which is crucial for the
eastern basin ventilation. The Adriatic Sea (Fig. 1a) is an State Planet, 1-osr7, 10, 2023 https://doi.org/10.5194/sp-1-osr7-10-2023 CHAPTER3.1 2
Data and methods In the present study the DO concentration in the SAdr area
(Fig. 1a) was assessed by combining data from the Coper-
nicus biogeochemical reanalysis in the Mediterranean Sea
(product reference numbers – prod. ref. nos. – 1 and 2 in
Table 1; Cossarini et al., 2021) in 1999–2021 and the Coper-
nicus in situ dataset (prod. ref. no. 3), available for the period
2014-2020 (Figs. 1b-c). The temporal evolution of the com-
bined model–in situ DO concentration profile in the time pe-
riod of 1999–2021 is shown in Fig. 1d. – heat fluxes in the SAdr as a proxy for thermal and mix-
ing and stratification cycles (from prod. ref. no. 8 in Ta-
ble 1; Fig. 2a); – mixed-layer depth in the SAdr as a proxy for both lo-
cal vertical mixing and water residence times in the pit
(prod. ref. nos. 4 and 5; Escudier et al., 2021; Fig. 2b); – chlorophyll concentration at the surface and in the sub-
surface in the SAdr as a proxy for biological production
in spring and late spring–summer, respectively (prod. ref. nos. 1 and 2; Fig. 2c–d); In particular, we used the Biogeochemical Argo (BGC-
Argo) float measurements of in situ DO to compute a bias
correction of the daily DO concentrations simulated by the
biogeochemical reanalysis at 1/24◦horizontal resolution. In
fact, the biogeochemical reanalysis does not include BGC-
Argo float DO assimilation and displays an average RMSD
(root mean square difference) of 15 mmol m−3 for DO in
the 0–600 m depth layer with respect to the observations
in the area (Cossarini et al., 2021; Teruzzi et al., 2022). Quantile mapping, a technique largely used for climate sim-
ulations (e.g. Hopson and Webster, 2010; Jakob Themeßl
et al., 2011; Gudmundsson et al., 2012), was adopted to
perform the reanalysis bias correction. The quantile map-
ping technique adjusts the cumulative distribution of the
data simulated for the past or future period by applying
a transformation between the quantiles of the simulated
and observed data in the present. In our application, we
adapted the code publicly provided by Beyer et al. (2020) at
https://doi.org/10.17605/OSF.IO/8AXW9 (Beyer, 2023) and
included available in situ data of daily DO (Fig. 1c) within
a representative area (Fig. 1b) of the southern Adriatic in
the period 2014–2020 and DO reanalysis data for the same
days of measurements. 2
Data and methods The representative area was identi-
fied by applying a spatial cross-correlation analysis (Martel-
lucci et al., 2021) to the biogeochemical reanalysis centred
on the SAdr pit and selecting the correlation threshold of 0.9
(Fig. 1b). Specifically, we considered the cross-correlation
between the surface data of DO, nitrate, and chlorophyll con-
centrations in the central point of the pit and those at each
spatial grid point in the domain to identify the area that dis-
played the same dynamics at the surface from a phenomeno-
logical perspective. Further details of the quantile mapping
bias correction are included in Appendix A. – heat fluxes in the northern Adriatic Sea (NAdr), as
a proxy for oxygen-rich dense-water formation in the
NAdr and its transport into the pit (prod. ref. no. 8;
Fig. 2e); – North Ionian Gyre (NIG) vorticity derived from satel-
lite altimetry, as a proxy for the inflow of Levantine wa-
ters and Atlantic Water (AW) (prod. ref. nos. 6 and 7;
Fig. 2f). In particular, the temporal phases of the NIG are defined
as cyclonic and anticyclonic, respectively, when the vortic-
ity field is positive and negative, as highlighted by the de-
seasonalized time series in Fig. 2f. Mixed-layer depth (computed in prod. ref. nos. 4 and 5
considering the 0.03 kg m−3 density difference with respect
to the near-surface value at 10 m depth) and the chlorophyll
at the surface and in the subsurface (30–80 m, where the deep
chlorophyll maximum is located) were spatially averaged
in the SAdr area (41.6–42.1◦N, 17.6–18.1◦E; to consider
the whole volume of the pit); heat fluxes were calculated in
both the SAdr area and in the NAdr area (44.5–45.5◦N, 13–
13.5◦E), while current vorticity was computed in the north-
ern Ionian Sea (37–39◦N, 17–19.5◦E). In the correlation analysis, the time series of the heat
fluxes in the NAdr (Fig. 2e) has been temporally lagged by
2 months as an estimated mean time for the entrance in the
SAdr pit of waters originating in the northern Adriatic area
(Vilibi´c and Mihanovi´c, 2013; Querin et al., 2016; Mihanovi´c
et al., 2021). Moreover, we tested the significance of the cor-
relation coefficients between EOF and driver time series us-
ing a parametric t test (with a reference significance level of
0.05). We then applied the empirical orthogonal function (EOF)
analysis (e.g. Thomson and Emery, 2014) to the vertical pro-
files in Fig. V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea 4 dence of the mechanisms driving oxygen concentration and
dynamics in the area: 2
Data and methods 1d to describe DO variability in the SAdr area in
the period 1999–2021. The EOF analysis allows us to iden-
tify the spatial patterns of variability (i.e. EOF vertical pat-
terns), describe how they change in time by means of time
series (i.e. EOF time series), and associate the explained vari-
ance with each mode. 3
Results 3.1
Temporal scales of variability in connection with
drivers V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea Civitarese et al., 2010; Cushman-Roisin et al., 2013; Lip-
izer et al., 2014; Kokkini et al., 2018, 2020; Mavropoulou et
al., 2020; Mihanovi´c et al., 2021; Menna et al., 2022b), to the
best of our knowledge DO dynamics in the area in connec-
tion with relevant driving processes over decadal timescales
have not been addressed yet. Investigating the DO multidecadal variability is crucial
for quantifying the state of the marine environment (Ma-
rine Strategy Framework Directive, MSFD: EU-COM, 2008; State Planet, 1-osr7, 10, 2023 State Planet, 1-osr7, 10, 2023 https://doi.org/10.5194/sp-1-osr7-10-2023 CHAPTER3.1 CHAPTER3.1 CHAPTER3.1 State Planet, 1-osr7, 10, 2023 3.1
Temporal scales of variability in connection with
drivers Dissolved oxygen in the southern Adriatic area (Fig. 1a)
shows in the subsurface layers an alternation between peri-
ods of enrichment (in 2004–2006, 2010–2013, 2016–2017) Finally, we performed a Pearson correlation analysis be-
tween the EOF time series in 1999–2021 and the following
series of forcing indexes (reported in Fig. 2), providing evi- State Planet, 1-osr7, 10, 2023 https://doi.org/10.5194/sp-1-osr7-10-2023 https://doi.org/10.5194/sp-1-osr7-10-2023 CHAPTER3.1 CHAPTER3.1 V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea
Figure 2. Time series of the main forcing in the time period of 1999–2021: (a) net heat fluxes in SAdr (prod. ref. no. 8 in Table 1
layer depth (prod. ref. nos. 4 and 5), (c) surface chlorophyll concentration (prod. ref. nos. 1 and 2), (d) subsurface chlorophyll c
(30–80 m layer in which deep chlorophyll maximum, DCM, is located; prod. ref. nos. 1 and 2), (e) net heat fluxes in the NA
no. 8), and (f) NIG current vorticity (grey line) and de-seasonalized time series as obtained by applying a low-pass filter of 13 m
black line) (prod. ref. nos. 6 and 7). V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea 5 Figure 2. Time series of the main forcing in the time period of 1999–2021: (a) net heat fluxes in SAdr (prod. ref. no. 8 in Table 1), (b) mixed-
layer depth (prod. ref. nos. 4 and 5), (c) surface chlorophyll concentration (prod. ref. nos. 1 and 2), (d) subsurface chlorophyll concentration
(30–80 m layer in which deep chlorophyll maximum, DCM, is located; prod. ref. nos. 1 and 2), (e) net heat fluxes in the NAdr (prod. ref. no. 8), and (f) NIG current vorticity (grey line) and de-seasonalized time series as obtained by applying a low-pass filter of 13 months (thick
black line) (prod. ref. nos. 6 and 7). and sharp declines that impacted the oxygen minimum layer
(OML), located between 100 and 300 m. Low concentration
values are also observed in the years between 1999 and 2003. The first mode (Fig. 3a–b), accounting for 48.9 % of the
explained variance, can be associated with the seasonal cycle
of oxygen concentration in the upper layers: its vertical pat-
tern mainly affects the first levels (Fig. 3b), the correspond-
ing time series shows relative maximum values in spring
(Fig. https://doi.org/10.5194/sp-1-osr7-10-2023 State Planet, 1-osr7, 10, 2023 V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea 6 Figure 3. EOF time series (a, c, e, g) and vertical patterns (b, d, f, h)
of the first four modes computed on the bias-corrected dissolved
oxygen concentration in the southern Adriatic area shown in Fig. 1d. The explained variances of the four modes are 48.9 %, 19.7 %,
17.7 %, and 8.4 %. The fourth mode (Fig. 3g–h), which describes 8 % of
the variance, can be ascribed mainly to the vorticity of the
NIG (r = −0.37, last column in Table 2), which affects the
oxygen concentration in the intermediate layer (100–500 m
depth), filled by LIW, and acts in the opposite direction in
the upper and deeper layers (Fig. 3h). Analysing the four modes in order of decreasing explained
variance, we ascribe the seasonal variability connected with
solubility mainly to the first mode, whereas we associate the
biological contribution to oxygen dynamics to multiple in-
teracting modes. In fact, the first mode explains the onset
of the subsurface oxygen maximum (SOM) in spring, while
the summer dynamics of the SOM are partially related to the
third mode. The second mode, whose time series is correlated
with surface chlorophyll evolution among other factors, can
explain that part of the oxygen variability that is related to
winter surface productivity. The SOM, evident in summer oxygen profiles in Fig. 1c–d
at about 40 m depth, is a feature that has already been ob-
served in a great part of oligotrophic oceans (Riser and John-
son, 2008; Yasunaka et al., 2022) and of the Mediterranean
Sea (e.g. Kress and Herut, 2001; Copin-Montégut and Bé-
govic, 2002; Manca et al., 2004; Cossarini et al., 2021; Di
Biagio et al., 2022), and it represents an emerging property
resulting from multiple interacting ecosystem processes (i.e. air–sea interactions, transport, mixing, and biological pro-
duction and consumption) and is, indeed, captured by mul-
tiple modes. Figure 3. EOF time series (a, c, e, g) and vertical patterns (b, d, f, h)
of the first four modes computed on the bias-corrected dissolved
oxygen concentration in the southern Adriatic area shown in Fig. 1d. The explained variances of the four modes are 48.9 %, 19.7 %,
17.7 %, and 8.4 %. Table 2. Correlations between the first four temporal modes of
EOFs of DO (Fig. 3a, c, e, g) and the forcing fields (with heat fluxes
in the northern Adriatic Sea time-lagged by 2 months; Fig. 2). V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea Non-
statistically significant correlations are identified by a significance
level higher than 0.05 and indicated by “n.s.” in the table. The third mode, which also describes the high concentra-
tion values in the deep layers in the period 2005–2006 and
2012–2014, is also moderately associated with a multiannual
signal of the inflow of deep, denser, and oxygenated water
from the northern Adriatic Sea (r = 0.68, third column in Ta-
ble 2; Querin et al., 2016). Finally, it is worth noting that an
EOF analysis of detrended DO time series (not shown) yields
fairly similar results but with the third mode only weakly cor-
related with the forcing indexes (r < 0.4). Indeed, we can
conclude that the third mode captures a signal of long-term
evolution of oxygen concentration associated with changes
in heat fluxes and chlorophyll concentration. Mode 1
Mode 2
Mode 3
Mode 4
Heat flux (SAdr)
0.56
0.15
0.51
0.32
Mixed-layer depth
n.s. −0.28
−0.41
−0.25
(SAdr)
Surface chlorophyll
n.s. −0.41
−0.61
n.s. (SAdr)
Subsurface chlorophyll
0.43
0.13
0.48
0.34
(SAdr)
Heat flux (NAdr,
n.s. 0.48
0.68
0.16
2-month lag)
NIG vorticity
n.s. −0.40
n.s. −0.37
(North Ionian) 3.1
Temporal scales of variability in connection with
drivers 3a), and it shows a statistically significant but moderate
correlation (r = 0.56) with heat flux and a lower correlation
with the subsurface chlorophyll concentration (r = 0.43) in
the SAdr area (first column in Table 2). The EOF analysis was performed on the vertical profiles of
the oxygen anomaly, derived by removing the mean profile in
the period 1999–2021 and then normalized dividing by their
standard deviation. The time series of the first four EOF modes, which explain
up to 95 % of the oxygen variability in the water column,
are shown along with the corresponding vertical patterns in
Fig. 3a, c, e, g and Fig. 3b, d, f, h, respectively. The second and third modes (Fig. 3c–d and Fig. 3e–f, re-
spectively), describing 19.7 % and 17.7 % of the variance, re-
spectively, affected both the upper and deeper layers. Both
modes display relative maximum values in summer, but they
have different correlation coefficients with the explanatory
factors. The time series of the second mode (second col-
umn in Table 2) shows a significant but low correlation
with multiple drivers, exceeding 0.4 only for surface chloro- The EOFs are interpreted considering the correlation of
the EOF time series (Fig. 3a, c, e, g) with the time series of
the forcing indicators shown in Fig. 2 (see Table 2), with heat
fluxes in the northern Adriatic Sea time-lagged by 2 months
as the estimated time of entry of the NAdr dense water in the
SAdr pit. https://doi.org/10.5194/sp-1-osr7-10-2023 State Planet, 1-osr7, 10, 2023 CHAPTER3.1 CHAPTER3.1 CHAPTER3.1 V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea 3.2
The 2021 anomaly The year 2021 shows an overall negative anomaly in the oxy-
gen concentration profile (Fig. 4b) compared to the 1999–
2020 climatological profiles (Fig. 4a). In particular, the
anomaly affects a layer that thinned during the year, mov-
ing from 0–600 m depth in winter–early spring to 30–400 m
in late spring–summer and 0–80 m in autumn. The (absolute)
maximum values correspond to 25–30 mmol m−3 at the sur-
face in spring and at the SOM depth in summer. phyll (r = −0.41) and waters from the NAdr area (r = 0.48). The time series of the third mode (third column, same ta-
ble) is moderately correlated with both surface chlorophyll
(r = −0.61) and NAdr waters (r = 0.68 correlation), but also
with heat fluxes in the area (r = 0.51) and, to a lower extent,
with mixed-layer depth (r = −0.41) and subsurface chloro-
phyll (r = 0.48). We verified that, among the EOF modes, the negative
anomaly of the first mode is the main contributor to the 2021
negative oxygen anomaly (not shown). The time series of the
first mode (Fig. 3a) is actually negative from 2019 and cor- https://doi.org/10.5194/sp-1-osr7-10-2023 V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea Indeed, as our second result, the variability that is not ex-
plained by the EOF decomposition appears to be connected
with a possible regime shift, associated with the entrance of
new water masses that are warmer, markedly saltier, and less
oxygenated which were not previously observed in the anal-
ysed time period. One of the causes of the decrease in total oxygen concen-
tration in the SAdr could be due to the exceptional saliniza-
tion observed in the SAdr since 2017 (Mihanovi´c et al., 2021;
Menna et al., 2022b). This increase was related to the inflow
of new, warmer, and noticeably saltier water masses from the
north-eastern Ionian Sea (Mihanovi´c et al., 2021; Menna et
al., 2022b). The inflow of saltier and warmer water masses
is also evident by observing the temporal evolution of these
parameters through the Strait of Otranto (Fig. B1). In par-
ticular, in the upper layer (0–150 m) both temperature and
salinity show an overall positive trend throughout the pe-
riod 1999–2021, whereas the decrease observed in 2006–
2011 and 2017–2018 can be associated with the inflow of
less saline AW, triggered by the anticyclonic circulation of
the NIG (Fig. 2f). In the intermediate layer (150–600 m),
salinity shows a positive trend in 1999–2021, while no clear
trend is observed for temperature. Moreover, a sharp increase
in salinity (∼0.1) is observed in 2019. This increase oc-
curred after the NIG inversion from anticyclonic to cyclonic
(Fig. 2f), resulting in a further increase in salinity due to both
the decrease in AW advection and the increase in LIW inflow. The exceptional increase in salinity occurring after 2019
has already been documented (Mihanovi´c et al., 2021;
Menna et al., 2022b) and also observed north of the SAdr pit. Further monitoring of such anomalously high salinity val-
ues and assessment of their potential impact on the marine
food web are of great importance, as picoplankton groups
are sensitive to this environmental variable (Mella-Flores et
al., 2011), and changes in biomass and production due to
salinity have already been observed in previous studies in the
Adriatic Sea (Beg Paklar et al., 2020; Mauri et al., 2021). V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea 7 Figure 4. Hovmöller diagrams of 1999–2020 mean of daily oxygen
concentration computed from Copernicus biogeochemical reanaly-
sis (prod. ref. nos. 1 and 2, Table 1) after the bias correction proce-
dure based on in situ TAC data (prod. ref. no. 3) (a) and anomaly in
2021 with respect to the period of 1999–2020 (b). spect to the mean over 1999–2020. This study enriches our
knowledge of the dissolved oxygen state and long-term dy-
namics in the area by proposing a seamless time and space
perspective that is complementary to previous climatologies
and data aggregation information (e.g. Lipizer et al., 2014)
and adding an explanatory framework for the driving mech-
anisms in the marine environment. The EOF statistical analysis that we conducted on the ver-
tical oxygen profiles yielded two key results. First, in contrast
with a climatological view, the analysis was able to capture
most of the interannual oxygen variability associated with
variability in the main drivers (i.e. heat fluxes affecting sol-
ubility, biological productivity, vertical mixing). We do not
detect a clear deoxygenation trend in the subsurface layer,
while the multiannual variability is characterized by an al-
ternation of enrichment and reduction phases, whose domi-
nant correlations with the drivers for each EOF time series
are in the (absolute) range of 0.40–0.70. The possibility of
observing such cyclic signals is enhanced by the relatively
small volume and short residence time of the SAdr pit wa-
ters (Querin et al., 2016) with respect to other Mediterranean
areas (Coppola et al., 2018). This feature makes the SAdr a
potential efficient probe to detect a rapid response to changes
in its meteo-marine drivers, i.e. circulation and atmospheric
patterns. Figure 4. Hovmöller diagrams of 1999–2020 mean of daily oxygen
concentration computed from Copernicus biogeochemical reanaly-
sis (prod. ref. nos. 1 and 2, Table 1) after the bias correction proce-
dure based on in situ TAC data (prod. ref. no. 3) (a) and anomaly in
2021 with respect to the period of 1999–2020 (b). responds to the negative anomaly of only one of its drivers
(Table 2), i.e. subsurface chlorophyll (Fig. 2d), and not heat
fluxes (Fig. 2a). In particular, we estimated a mean negative
anomaly approximately equal to 6 % with respect to the cli-
matological mean (1999–2020) for subsurface chlorophyll in
2021. V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea Moreover, if such a strong negative oxygen anomaly as that
observed in 2021 were to persist, it could have direct im-
pacts on local marine organisms, as well as on the cycling
of dissolved chemical elements (Conley et al., 2009), poten-
tially altering the energy flux towards the higher trophic lev-
els (Ekau et al., 2010). The importance of the relationship
between dissolved oxygen and the catch distribution of some
marine species has already been proved in the Adriatic Sea
(Chiarini et al., 2022). CHAPTER3.1 CHAPTER3.1 V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea 4
Conclusions Merging the Copernicus biogeochemical reanalysis in the
Mediterranean Sea with in situ TAC data of biogeochemical
Argo floats allowed us to characterize the interannual vari-
ability in dissolved oxygen in the southern Adriatic Sea in
the time period of 1999–2021 and the 2021 anomaly with re- By integrating model and in situ data, our study demon-
strates the importance of following up the oxygen content in
a seamless spatial and temporal way, as it is a fundamental
indicator of good environmental status (GES; Oesterwind et https://doi.org/10.5194/sp-1-osr7-10-2023 State Planet, 1-osr7, 10, 2023 CHAPTER3.1 CHAPTER3.1 V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea
ctiv- V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea 8 al., 2016) and a factor that significantly affects fishing activ-
ities and the economy. Appendix A: Quantile mapping bias correction of DO
concentration profiles Figures A1 and A2 show the modelled DO concentration pro-
files and histogram distributions before and after the quantile
mapping bias correction, respectively, conducted by using
the BGC-Argo float measurements available in 2014–2020
(Fig. 1c). The quantile mapping, better than other methods
(i.e. additive delta change, multiplicative delta change, and
variance scaling; results not shown), acted on the profiles by
modifying the values of the concentrations (as indicated by
the different colour bars in Fig. A1a and A1b) but, at the
same time, maintaining the main dynamics observed before
the correction: mixing and stratification at the surface dur-
ing the year, subsurface oxygen maximum onset in spring
and development in summer, and interannual variability re-
lated to the mixed-layer-depth dynamics in the intermediate
layers. The distributions of the values of the model output
before and after the quantile mapping bias correction and the
values from BGC-Argo floats are displayed in Fig. A2. The
correction actually changed the modelled values (Fig. A2a)
to reproduce the shape of the distribution of the observations
(Fig. A2c). In particular, after the correction (Fig. A2b) the
modelled data show higher variability and a more skewed
distribution toward the higher values, similarly to the obser-
vations. Figure A1. Hovmöller diagram of the modelled oxygen concentrations spatially averaged within the area of autocorrelation equal to 0.9, Figure A1. Hovmöller diagram of the modelled oxygen concentrations spatially averaged within the area of autocorrelation equal to 0.9,
indicated in Fig. 1b, before the bias correction by quantile mapping (a) and after the procedure (b). Figure A1. Hovmöller diagram of the modelled oxygen concentrations spatially averaged within the area of autocorrelation equal to 0.9,
indicated in Fig. 1b, before the bias correction by quantile mapping (a) and after the procedure (b). CHAPTER3.1
State Planet, 1-osr7, 10, 2023
https://doi.org/10.5194/sp-1-osr7-10-2023 State Planet, 1-osr7, 10, 2023 https://doi.org/10.5194/sp-1-osr7-10-2023 CHAPTER3.1 V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea 9 Figure A2. Frequency histogram of modelled oxygen concentrations before the bias correction by quantile mapping (a) and after the
procedure (b), compared with BGC-Argo observations (c). Figure A2. Frequency histogram of modelled oxygen concentrations before the bias correction by quantile mapping (a) and after the
procedure (b), compared with BGC-Argo observations (c). Appendix B: Time series of surface and intermediate
temperature and salinity at the Otranto Strait
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neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Data availability. Publicly available datasets were analysed in this
study. Modelling and in situ data can be found at the Copernicus
Marine Service, with references and DOIs indicated in Table 1 of
the paper. Acknowledgements. This study has been conducted using EU
Copernicus Marine Service Information. Acknowledgements. This study has been conducted using EU
Copernicus Marine Service Information. Author contributions. VDB and GC conceived the idea. VDB,
RM, and MM conducted the analysis. VDB, RM, and GC wrote
the first draft, with contributions from the other co-authors. All the
authors discussed and reviewed the submitted manuscript. Financial support. This study has been partly funded by the
Copernicus Mediterranean – Monitoring Forecasting Centre (con-
tract LOT reference: 21002L5-COP-MFC MED-5500, issued by
Mercator Ocean) within the framework of the Marine Copernicus
Service. Competing interests. The contact author has declared that none
of the authors has any competing interests. State Planet, 1-osr7, 10, 2023 State Planet, 1-osr7, 10, 2023 https://doi.org/10.5194/sp-1-osr7-10-2023 https://doi.org/10.5194/sp-1-osr7-10-2023 V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea 10 Review statement. This paper was edited by Marilaure Grégoire
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Surface State Planet, 1-osr7, 10, 2023 https://doi.org/10.5194/sp-1-osr7-10-2023 CHAPTER3.1 Characterization of the organic vs. inorganic fraction of
suspended particulate matter in coastal waters based on
ocean color radiometry remote sensing n of the Copernicus Ocean State Report (OSR7) Hubert Loisel1, Lucile Duforêt-Gaurier1, Trung Kien Tran1, Daniel Schaffer Ferreira Jorge1,
François Steinmetz2, Antoine Mangin3, Marine Bretagnon3, and Odile Hembise Fanton d’Andon3
1Université du Littoral Côte d’Opale, CNRS, Univ. Lille, IRD, UMR 8187 – LOG – Laboratoire d’Océanologie
et de Géosciences, 62930 Wimereux, France
2HYGEOS, Euratechnologies, 165 avenue de Bretagne, 59000 Lille, France
3ACRI-ST, 260 Route du Pin Montard, 06904 Sophia-Antipolis, France
Correspondence: Hubert Loisel (hubert.loisel@univ-litoral.fr)
Received: 30 August 2022 – Discussion started: 30 September 2022
Revised: 14 February 2023 – Accepted: 27 February 2023 – Published: 27 September 2023 Hubert Loisel1, Lucile Duforêt-Gaurier1, Trung Kien Tran1, Daniel Schaffer Ferreira Jorge1,
François Steinmetz2, Antoine Mangin3, Marine Bretagnon3, and Odile Hembise Fanton d’Andon3
1Université du Littoral Côte d’Opale, CNRS, Univ. Lille, IRD, UMR 8187 – LOG – Laboratoire d’Océanologie
et de Géosciences, 62930 Wimereux, France
2HYGEOS, Euratechnologies, 165 avenue de Bretagne, 59000 Lille, France
3ACRI-ST, 260 Route du Pin Montard, 06904 Sophia-Antipolis, France
Correspondence: Hubert Loisel (hubert.loisel@univ-litoral.fr)
Received: 30 August 2022 – Discussion started: 30 September 2022
Revised: 14 February 2023 – Accepted: 27 February 2023 – Published: 27 September 2023 cus Ocean State Report (OSR7) Abstract. Knowledge of the organic and inorganic particulate fraction of suspended material in coastal waters
is essential for the study of particle dynamics and biogeochemical cycles in these complex and highly variable
environments. Thanks to the availability of appropriate spatial sensors and to the considerable improvements in
algorithms dedicated to the satellite observation of coastal waters from ocean color radiometry (OCR) achieved
in the last 2 decades, various optical and biogeochemical parameters can now be routinely monitored over coastal
waters. Here we show that a proxy for particulate composition (PPC) can be estimated from OCR observations. The present algorithm, based on a neural network approach, has been validated using a broad range of biogeo-
chemical data collected in various contrasted coastal waters and has been applied to MERIS observations over
the global coastal ocean at a 1 km × 1 km spatial resolution from 2002 to 2012. The relevance of the temporal
occurrence of PPC in a given water pixel has been illustrated over the global coastal ocean, and its pertinence
has been discussed in depth for the English Channel and the southern North Sea, which are characterized by a
well-documented variability in suspended particulate matter composition. V. Di Biagio et al.: Dissolved oxygen in the southern Adriatic Sea Teruzzi, A., Di Biagio, V., Feudale, L., Bolzon, G., Lazzari,
P., Salon, S., Coidessa, G., and Cossarini, G.: EU Coper-
nicus Marine Service Quality Information Document for
the Mediterranean Sea Biogeochemistry Reanalysis, MED-
SEA_MULTIYEAR_BGC_006_008, Issue 3.2, Mercator Ocean
International,https://catalogue.marine.copernicus.eu/documents/
QUID/CMEMS-MED-QUID-006-008.pdf (last access: 6 March
2023), 2022. State Planet, 1-osr7, 10, 2023 State Planet, 1-osr7, 10, 2023 CHAPTER3.1 Chapter 3.2 – 7th edition of the Copernicus Ocean State Report (OSR7) Chapter 3.2 – 7th edition of the Copernicus Ocean State Planet, 1-osr7, 11, 2023
https://doi.org/10.5194/sp-1-osr7-11-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License. ter 3.2 – 7th edition of the Copernicus Ocean State Report (O Characterization of the organic vs. inorganic fraction of
suspended particulate matter in coastal waters based on
ocean color radiometry remote sensing The present algorithm can directly be
applied to all OCR sensors. Among the large set of water quality parameters sampled
in coastal waters, the concentration of the suspended partic-
ulate matter (SPM) or equivalent parameters (e.g., the tur-
bidity) has been intensively studied by the scientific com-
munity as a key parameter for understanding sediment trans-
port, downstream sedimentation, and coastal geomorpholog-
ical processes (Velegrakis et al., 1997; Lahet and Stramski,
2010; Vantrepotte et al., 2012; Loisel et al., 2014; Anthony et
al., 2015; Marchesiello et al., 2019). For instance, combining
SPM spatiotemporal products with wave data allows resus-
pension areas to be identified (Loisel et al., 2014). While the
SPM spatiotemporal patterns provide relevant information
on the suspended particulate dynamics, the variation in the
composition (i.e., chemical nature) of SPM may disclose rel- Published by Copernicus Publications. H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing 2 Table 1. CMEMS and non-CMEMS products used in this study, including information on data documentation. Product
Product ID and
Data access
Documentation
ref. no. type
1
RRS (remote-
sensing
reflectance),
satellite
observations
https://www.globcolour.info/ (last access:
28 April 2023)
Product User Guide: https://www.globcolour.info/CDR_
Docs/GlobCOLOUR_PUG.pdf (last access: 28 April
2023)
2
PPC, satellite
observations
It will be introduced in GlobColour and in
the Copernicus Marine Service (EU Coper-
nicus Marine Service Product, 2022)
Quality Information Document (QUID):
Garnesson et al. (2022);
Product User Manual (PUM):
Colella et al. (2022) et al., 2016; Reynolds and Stramski, 2019) and satellite
ocean color radiometry (OCR) observations (Vantrepotte et
al., 2011). From in situ data collected in the near-shore ma-
rine environment at Imperial Beach in California, Wo´zniak
et al. (2010) set threshold values for the POC / SPM ratio
to identify changes in the particulate assemblage from the
dominance of mineral particles (POC / SPM < 0.06) to the
dominance of organic particles (POC / SPM > 0.25) and for
mixed particulate assemblages (0.25 < POC / SPM < 0.6). Neukermans et al. (2016) and Reynolds et al. (2016) fol-
lowed the approach of Wo´zniak et al. (2010) to partition their
Arctic seawater datasets into these three broad compositional
classes. evant information on the complex chemical, physical, and bi-
ological processes occurring in coastal waters. For instance,
the portion of particulate organic matter (POM) in SPM is
of particular interest when investigating the adsorption of
trace elements on particles, abrupt changes in water quality
due to pelagic or benthic blooms, or the fate of suspended
matter between the water column and sediments. Modeling
particulate transport requires specific modules coupled with
hydrodynamical models. For example, in the SUBSTANCE
module (Mengual et al., 2017), which can be coupled with
CROCO, a French code built upon the well-known Regional
Oceanic Modeling System (Shchepetkin and McWilliams,
2005), conservative and non-conservative (i.e., biological)
particulate substances have to be defined by their own den-
sity and/or settling velocity, depending on the nature of the
SPM (mineral vs. organic). The settling and flocculation pro-
cesses, closely linked to the organic fraction of SPM and to
the transport of particulate variables in the water column, are
also considered in these modules. H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing Due to the high variability in the physical and biogeo-
chemical processes occurring in coastal waters, traditional
approaches such as oceanographic cruises and in situ time
series, although essential, are very time-consuming and ex-
pensive, and it is sometimes uncertain whether they will yield
meaningful results for the studied phenomena. Satellite ob-
servation of OCR is now well-recognized as a powerful tool
to monitor the spatiotemporal distribution of biogeochemi-
cal and optical parameters in coastal waters (IOCCG, 2000;
Loisel et al., 2013; IOCCG, 2018; Groom et al., 2019). Over
the past decades, various OCR bio-optical algorithms have
shown that SPM (Ahn et al., 2006; Nechad et al., 2010; Feng
et al., 2014; Han et al., 2016; Balasubramanian et al., 2020;
Pahlevan et al., 2022) and POC concentrations (Liu et al.,
2015; Hu et al., 2016; Wo´zniak et al., 2016; Le et al., 2017;
Tran et al., 2019) can be estimated over coastal waters. Particulate organic carbon (POC) encompasses living
(phytoplankton, heterotrophic bacteria, and viruses) and non-
living (i.e., detritus) organic particles in suspension. Infor-
mation on the SPM and POC variability represents crucial
input for the initiation and validation of sediment transport
models (Douillet et al., 2001; Ford and Fox, 2014; Wu et
al., 2020) and biogeochemical models (Aumont et al., 2015). While the analysis of the variation in the absolute values of
SPM and POC concentrations brings relevant information for
our understanding of the carbon cycle and marine particulate
dynamics in coastal waters, the dimensionless POC / SPM
ratio is used in many studies to describe the temporal vari-
ability in the particulate matter pool composition and ori-
gin (Coynel et al., 2005; Emmerton et al., 2008; Doxaran
et al., 2012, 2015; Ehn et al., 2019), which is often related
to variation in the regional environmental forcing (e.g., wa-
ter discharge, phytoplankton bloom dynamics). This ratio is
also used to better interpret the in situ optical measurements
(Babin et al., 2003; Loisel et al., 2007; Wo´zniak et al., 2011;
Doxaran et al., 2012; Neukermans et al., 2016; Reynolds The objective of this study is to provide a proxy for partic-
ulate composition (PPC) from remote sensing. For that pur-
pose, the POC / SPM ratio value is used as an intermediate
product which allows the PPC, composed of three different
classes (i.e., organically dominated, mineral-dominated, and
mixed), to be estimated. 1
Introduction Water quality parameters display large spatiotemporal vari-
ability in coastal waters as these areas are the location of
strong coupling between aquatic and terrestrial systems and
are under pressure from great natural and anthropogenic forc-
ing. The characterization of the spatiotemporal distribution
of biological, biogeochemical, and physical parameters in
coastal waters is of fundamental importance for a variety of
applications dedicated to coastal management, which often
involves economic interests, and for improving our under-
standing of the dynamics of the coastal ecosystems and their
associated biogeochemical cycles. CHAPTER3.2 CHAPTER3.2 2.1.1
In situ datasets In situ measurements were collected between 1997 and 2014
in the southeastern Beaufort Sea (Bélanger et al., 2008),
French Guiana (Vantrepotte et al., 2012, 2015), European
coastal waters (the English Channel, North Sea, Bay of Bis-
cay) (Lubac and Loisel, 2007; Lubac et al., 2008; Neuker-
mans et al., 2012; Bonato et al., 2016; Novoa et al., 2017),
and the South China Sea/Vietnam East Sea (Loisel et al.,
2014, 2017). The sampling strategies, the field measurement
protocols, and data processing are described in related pa-
pers. Measurements include concentrations of POC and SPM
(µgL−1), remote-sensing reflectances (Rrs, sr−1), the par-
ticulate backscattering coefficient (bbp), and the particulate
attenuation coefficient (cp) (m−1) at 650 nm. The samples
cover a wide range of biogeochemical variability as POC and
SPM concentrations span 4 and 3 orders of magnitude, re-
spectively. The first in situ database, named DS0, includes
300 coincident POC, SPM, bbp, and cp measurements (Ta-
ble 2). In Sect. 2.3, DS0 will be used to examine the em-
pirical relationship between bbp/cp and POC / SPM. The
POC / SPM ratio ranges between 1.1×10−3 and 8.7×10−1. In comparison, Wo´zniak et al. (2010) collected 44 sam-
ples in the near-shore area off Imperial Beach (California)
with POC / SPM values between 2.3×10−2 and 4.2×10−1. The second in situ database, referred to as DS, is made
of 325 coincident POC, SPM, and Rrs measurements, with
3.9 × 10−4 ≤POC/SPM ≤5.6 × 10−1 (Table 2). It will be
used to test the performance of POC / SPM estimates from
the neural network algorithm (Sect. 3.1). H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing of data
Years
In situ POC
SPM
POC
SPM derived from
POC
SPM derived from
bbp(650)
cp(550)
satellite Rrs
in situ Rrs
DS0
European coastal
300
2010–2014
0.1136
–
–
0.0162
waters
[0.0001, 0.8700]
–
–
[0.0013, 0.519]
(0.1465)
–
–
(0.0076)
DS
European coastal waters,
325
1997–2018
0.0895
–
0.0894
–
French Guiana, Beaufort Sea,
[0.0004, 0.5606]
–
[0.0026, 0.5382]
–
Vietnam East Sea
(0.1046)
–
(0.1024)
–
DSM
French
101
2002–2018
0.0801
0.1116
–
–
coastal waters,
[< 0.0001, 0.5606]
[0.0002, 0.5574]
–
–
European coastal waters
(0.1074)
(0.1117)
–
–
State Planet, 1-osr7, 1 H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing We will re-examine the relevance
of the POC / SPM threshold values of Wo´zniak et al. (2010),
developed to assess the organic vs. mineral fraction of the
bulk particulate matter. This will be done through the ex-
amination of the relationship between the POC / SPM ratio State Planet, 1-osr7, 11, 2023 https://doi.org/10.5194/sp-1-osr7-11-2023 CHAPTER3.2 CHAPTER3.2 H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing 3 H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing and the bbp/cp optical ratio, which is an indicator of the bulk
particulate assemblage chemical composition (Twardowski
et al., 2001; Loisel et al., 2007). An extensive in situ dataset
collected in a biogeochemically contrasted environment has
been gathered for that purpose. A neural network (NN) al-
gorithm will be developed and validated against a large in
situ dataset collected in various coastal environments to as-
sess PPC from OCR. The new algorithm will then be applied
to MERIS (MEdium Resolution Imaging Spectrometer) ob-
servations (2002–2012) over global coastal waters at a 1 km2
spatial resolution to discuss the significance of this new prod-
uct. A specific focus will be on the English Channel and the
southern North Sea, for which the temporal occurrence of
the organic vs. inorganic fraction for a given pixel, built from
10-year temporal series, will be discussed. CHAPT
Table 2. Information on the in situ data used in this study: mean [minimum, maximum] and standard deviation (SD). Dataset
Region
No. of data
Years
In situ POC
SPM
POC
SPM derived from
POC
SPM derived from
bbp(650)
cp(550)
satellite Rrs
in situ Rrs
DS0
European coastal
300
2010–2014
0.1136
–
–
0.0162
waters
[0.0001, 0.8700]
–
–
[0.0013, 0.519]
(0.1465)
–
–
(0.0076)
DS
European coastal waters,
325
1997–2018
0.0895
–
0.0894
–
French Guiana, Beaufort Sea,
[0.0004, 0.5606]
–
[0.0026, 0.5382]
–
Vietnam East Sea
(0.1046)
–
(0.1024)
–
DSM
French
101
2002–2018
0.0801
0.1116
–
–
coastal waters,
[< 0.0001, 0.5606]
[0.0002, 0.5574]
–
–
European coastal waters
(0.1074)
(0.1117)
–
–
State Planet, 1-osr7, 1 Table 2. Information on the in situ data used in this study: mean [minimum, maximum] and standard deviation (SD). Dataset
Region
No. 2.1.2
The global coastal MERIS Rrs and match-up
datasets MERIS level 1 data were used to study the PPC spatial and
temporal distribution (Sect. 3.2) and for the match-up ex- https://doi.org/10.5194/sp-1-osr7-11-2023 2.2
Algorithm development Two different approaches were initially tested to estimate
PPC from Rrs. For the first approach, SPM is estimated by
the Han et al. (2016) algorithm (referred to as HA16) which
consists of semi-analytical relationships between SPM and
Rrs in the red or NIR bands, according to the level of turbid-
ity. The typical band–ratio relationship using the red to blue–
green bands is used to assess POC from the algorithm of Tran
et al. (2019) (referred to as TR19). Once POC and SPM are
derived, the POC / SPM ratio is calculated, and PPC is es-
timated using the different threshold values (see Sect. 2.3). However, Tran et al. (2019) showed that POC concentration
can be overestimated in the presence of mineral waters. The
result is that the POC / SPM ratio is also overestimated when
mineral-dominated waters dominate (not shown). Moreover,
the errors in both POC and SPM estimations are additive
when the POC / SPM ratio is finally calculated. To limit this
error propagation, we focus on the development of a single
algorithm to derive the POC / SPM ratio from Rrs in one step. The objective here is to re-examine the pertinence of the
POC / SPM threshold values of Wo´zniak et al. (2010) on a
larger in situ coastal dataset (DS0) (covering a wider range of
optical and biogeochemical variability) through the examina-
tion of the POC / SPM to bbp/cp relationship. As expected,
bbp/cp decreases when POC / SPM increases, that is when
we move from a mineral-dominated to an organically dom-
inated environment, with bbp/cp values typically lower than
0.010–0.012 (Twardowski et al., 2001; Loisel et al., 2007)
(Fig. 1). The regression line (bbp/cp vs. POC / SPM; black
line) is plotted, and the estimated regression coefficients are
indicated with their standard error (Fig. 1). The threshold
values are first fixed according to the bbp/cp values (as a
given range of bbp/cp values corresponds to a given range of
the refractive index of the bulk particulate matter) and then
adjusted, with a careful examination of each data point for
which ancillary data (i.e., chlorophyll a, counted cells, phy-
toplankton to particulate absorption ratio, and Rrs spectra)
are used to better characterize the bulk particulate matter. The
first threshold value has been shifted to 0.08 (correspond-
ing to a bbp/cp value of 0.012) to encompass data points
collected in mineral-dominated environments (close to river
mouths). CHAPTER3.2 The cri-
teria considered for the match-up selection are described in
Bailey and Werdell (2006). Due to the absence of organically
dominated match-up data points using the MERIS sensor,
complementary match-up data points were added to DSM
by looking at SeaWiFS (Sea-Viewing Wide Field-of-View
Sensor) match-up with DS. We only kept the match-up data
points with a good Rrs retrieval (only possible using DS). For
that purpose, only data points with Rrs(in situ) /Rrs(satellite)
values from 412 to 560 nm, below 0.5, or above 1.5 are se-
lected. The DSM dataset is composed of 101 matched points
after the application of these criteria. The POC / SPM mean
value is 0.0801 for DSM instead of 0.1136 and 0.0895 for
DS0 and DS, respectively. date this NN. Overall, 60 % of the observations were used to
construct and train the NN, 20 % were used for its validation,
and 20 % were used to test its performance independently. The training and validation phases are performed jointly, al-
lowing us to stop the training procedure when the generaliza-
tion of the NN stops improving. We tested several combina-
tions of Rrs bands (412, 443, 490, 510, 560, and 665 nm) to
best predict the POC / SPM ratio. The final NN architecture
was best trained using Rrs at 412, 490, 510, and 560 nm as
the input layer, two hidden layers (8 and 10 neurons), and one
output layer (POC / SPM ratio). The metrics used to evalu-
ate the performance of the NN optimization are described in
Portillo Juan and Negro Valdecantos (2022). 2.3
Determination of the organic, mineral, and
mineral–organic mixed fraction As previously explained, the POC / SPM ratio is an indica-
tor of the particle assemblage and can be used to partition in
situ data into three water types as defined by Wo´zniak et al. (2010). In addition, some theoretical and field studies showed
that the variability in the ratio bbp/bp can be related to the
particle composition (Boss et al., 2004; Twardowski et al.,
2001; Loisel et al., 2007; Duforêt-Gaurier et al., 2018). Low
bbp/bp values are observed for a particle population domi-
nated by low refractive-index material such as phytoplank-
ton. In contrast, high bbp/bp values are generally observed in
the presence of a relatively high concentration of inorganic
particles. At 650 nm, cp is dominated by the scattering, and
the optical ratio bbp/cp can be used instead of bbp/bp (Loisel
et al., 2007). State Planet, 1-osr7, 11, 2023 CHAPTER3.2 H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing 4 ercise (Sect. 3.1). MERIS level 1 data (∼1 km pixel res-
olution) over the 2002–2012 period were processed using
the polymer atmospheric correction algorithm (Steinmetz et
al., 2011; Steinmetz and Ramon, 2018), which was adapted
for coastal waters within the framework of the GlobCoast
project. Following Mélin and Vantrepotte (2015), only pixels
presenting a distance to the coast lower than 200 km and with
a bottom depth not deeper than 4000 m are selected (Loisel et
al., 2017). A third dataset, named DSM (for DataSet Match-
up), was composed of collocated MERIS data with in situ
data points of POC and SPM (Table 2), collected within
the framework of the French Coastal Monitoring Network
SOMLIT (Service d’Observation en Milieu Littoral, https:
//www.somlit.fr/en/, last access: 22 March 2023). The cri-
teria considered for the match-up selection are described in
Bailey and Werdell (2006). Due to the absence of organically
dominated match-up data points using the MERIS sensor,
complementary match-up data points were added to DSM
by looking at SeaWiFS (Sea-Viewing Wide Field-of-View
Sensor) match-up with DS. We only kept the match-up data
points with a good Rrs retrieval (only possible using DS). For
that purpose, only data points with Rrs(in situ) /Rrs(satellite)
values from 412 to 560 nm, below 0.5, or above 1.5 are se-
lected. The DSM dataset is composed of 101 matched points
after the application of these criteria. The POC / SPM mean
value is 0.0801 for DSM instead of 0.1136 and 0.0895 for
DS0 and DS, respectively. ercise (Sect. 3.1). MERIS level 1 data (∼1 km pixel res-
olution) over the 2002–2012 period were processed using
the polymer atmospheric correction algorithm (Steinmetz et
al., 2011; Steinmetz and Ramon, 2018), which was adapted
for coastal waters within the framework of the GlobCoast
project. Following Mélin and Vantrepotte (2015), only pixels
presenting a distance to the coast lower than 200 km and with
a bottom depth not deeper than 4000 m are selected (Loisel et
al., 2017). A third dataset, named DSM (for DataSet Match-
up), was composed of collocated MERIS data with in situ
data points of POC and SPM (Table 2), collected within
the framework of the French Coastal Monitoring Network
SOMLIT (Service d’Observation en Milieu Littoral, https:
//www.somlit.fr/en/, last access: 22 March 2023). 2.2
Algorithm development An asymptote is reached at high POC / SPM values
(above 0.2) and concerns data points with low bbp/cp (below For that purpose, a neural network approach has been se-
lected as a second approach. We used a feed-forward network
with log-sigmoid hidden neurons and linear output neurons
coupled to a Levenberg–Marquardt algorithm allowing an ef-
ficient back propagation through the training procedure (Lv
et al., 2018; Hagan et al., 1996). The DS dataset was ran-
domly divided into three datasets to develop, train, and vali- https://doi.org/10.5194/sp-1-osr7-11-2023 CHAPTER3.2 CHAPTER3.2 H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing 5 satellite Rrs (Fig. 2b). This strongly emphasizes the impact
of atmospheric correction on PPC, which is a common fea-
ture of OCR products. In Fig. 2b, all mineral-dominated data
are from the SOMLIT dataset. As the in situ Rrs values are
not available for SOMLIT data, we cannot apply the criteria
described in Sect. 2.1.2 to remove inaccurate satellite Rrs re-
trievals. Removing such Rrs values will certainly allow us to
identify strongly misclassified patterns. In Fig. 2b, 68.4 % of
mineral-dominated data, 44.4 % of mixed data, and 73.7 %
of organically dominated data are well-classified. Due to at-
mospheric correction uncertainties, a proper estimation of
POC / SPM values from remote sensing is still very challeng-
ing, while the estimation of PPC can still be performed with
a reasonable accuracy. Extra match-up data points, including
both in situ Rrs and POC / SPM measurements, are, however,
needed to definitely support this conclusion. 0.075) values typical of phytoplankton-dominated environ-
ments. The new threshold value of POC / SPM for organi-
cally dominated waters is set to 0.2 (i.e., bbp/cp < 0.075) to
encompass in situ data points collected during bloom events. This value is, however, very similar to the value previously
obtained by Wo´zniak et al. (2010) (0.25). Data points located
along the asymptote are therefore associated with organically
dominated waters. The thresholds are applied to monthly POC / SPM values
derived from MERIS data, and the frequency of dominance
is computed for each pixel of the scene over the 10 years
(2002–2012) as detailed below. A pixel geographically lo-
cated at a given latitude and longitude is named the k pixel
(k = 1, Stot). Stot is the total number of pixels over the se-
lected geographical area. 3.2
Global and regional PPC patterns The PPC algorithm has been applied to MERIS monthly
Rrs(λ) data over the 2002–2012 time period, and the max-
imum occurrence of PPC has been calculated over this 10-
year time period as described in Sect. 2.3 (Fig. 3a). As ex-
pected, we observe a well-marked near-shore–off-shore gra-
dient from mineral-dominated waters to organically domi-
nated waters with a transition zone corresponding to mixed
particulate assemblages. Large deltas and estuaries charac-
terized by intense sediment discharge, such as the Ama-
zon Estuary, Mekong Delta, Huanghe (Yellow River) Delta,
Yangtze Estuary, or Ganges–Brahmaputra Delta, present a
very high occurrence of mineral-dominated waters (70 %–
90 %). These areas can extend much further from the river
outlet, depending on the bathymetry and the surface cur-
rents, as for instance in the central part of the Yellow Sea
at the Yangtze Estuary. Values of POC / SPM of 0.12–0.15,
depicting mix-dominated particulate assemblages, have been
measured in the East China Sea region (124–126◦E, 30–
32◦N) in great agreement with our present finding (Hung
et al., 2007). The dominance of mineral-dominated waters
is generally persistent throughout the considered time pe-
riod as depicted by the relatively low (20 %–30 %) coeffi-
cient of variation observed at the outlet of these different es-
tuaries and deltas (Fig. 3b). In contrast, at the Amazon and
Yangtze estuaries and the Huanghe Delta, some off-shore
areas with a high (70 %) coefficient of variation depict the
impact of seasonal and interannual interactions between the
continental (river and sediment discharges) and oceanic forc-
ing (tide, wind, surface current, sub-mesoscale structures)
and the bathymetry. For example, close interaction between
the Amazon plume dominated by mineral particles and the
retroflection of the North Brazil Current carrying oceanic
particulate organic matter occurs in the region at the Amazon
Estuary where the slope in the continental shelf drastically
changes (Gensac et al., 2016; Varona et al., 2019), causing a
significant temporal variation in the PPC. In contrast to the Dk = maximum
nk
1,nk
2,nk
3
Nk
tot
× 100(%). (1) (1) Eq. (1) is repeated Stot times to compute the frequency
of dominance over the whole scene and provide maps in
Sect. 3.2. 2.2
Algorithm development For each k pixel, we computed the
number of valid pixels (Nk
tot) over the period that corresponds
to 120 months (Nk
tot ≤120). The term “valid pixel” means a
non-flag pixel for which the Rrs value is provided in order to
derive POC / SPM with the neural network. Then, for the k
pixel, we calculate how many times the class i is identified
over Nk
tot: nk
i is the class occurrence, and i = 1,2, or 3 with
1 for mineral-dominated, 2 for organically dominated, and 3
for mixed water classes. The frequency of dominance is de-
fined as the ratio of the occurrence to the number of valid
pixels: H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing Comparison of in situ and derived POC / SPM from neural network algorithm (NN POC / SPM) (a) for DS (i.e., in situ Rrs values
are used by NN POC / SPM) and (b) for DSM (i.e., satellite Rrs values are used by NN POC / SPM). The dashed line is the 1 : 1 line. Red,
blue, and green colors are for mineral-dominated, organically dominated, and mixed waters, respectively. For both panels, the vertical and
horizontal solid lines indicate the thresholds (0.08 and 0.2) used to partition the water types. Dots are color-coded according to the values of
the in situ POC / SPM, whereas the circles are color-coded according to the values of POC / SPM derived from NN. When circles and dots
are of the same color, it means that the retrieved values belong to the same class as the in situ ones. pertinence of the PPC product is conducted over the eastern
English Channel (EEC) and the southern North Sea (SNS),
for which the biogeochemical and physical processes driving
the suspended particulate matter composition are relatively
well-documented. The eastern English Channel and southern
North Sea coastal region is known for its strong hydrody-
namics marked by intense tidal currents. This shallow-water
region, therefore largely impacted by resuspension effects, is
also largely influenced by freshwater discharges from differ-
ent rivers, the most important ones being the Seine and the
Somme along the French coast of the EEC and the Thames
and the Scheldt along the SNS. Strong spring and early sum-
mer phytoplankton blooms of diatoms and Phaeocystis glo-
bosa occurred in this region at different times of the year,
depending on the nutrient and light (i.e., season and turbidity previously mentioned rivers and despite the Congo River be-
ing the world’s second-largest river in terms of both drainage
area and water discharge, only a small PPC signature (mainly
organically dominated) can be seen at the outlet of its estuary
(not visible in Fig. 3a), except in the coefficient of variation
(Fig. 3b). This is coherent with the fact that the sediment dis-
charge of the Congo River is very low, in contrast to the dis-
solved part of the discharge, and that most of the particulate
assemble is organic (Coynel et al., 2005). H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing 6 Figure 1. Relationships between bbp/cp (650 nm) and POC / SPM from DS0. The black curve is the power regression. The vertical dashed
lines represent the thresholds delimiting the water types according to Wo´zniak et al. (2010). The vertical solid lines show the new thresholds
defined in the present study. The linear regression (in log space) between derived (named y) and in situ bbp/cp (named x) is given, as are
the regression coefficient (r), the median absolute percentage difference (MAPD), the median ratio (MR), and the mean bias (MB). These
statistical indicators (MAPD, MR, and MB) are calculated in normal space as described in Jorge et al. (2021). Figure 1. Relationships between bbp/cp (650 nm) and POC / SPM from DS0. The black curve is the power regression. The vertical dashed
lines represent the thresholds delimiting the water types according to Wo´zniak et al. (2010). The vertical solid lines show the new thresholds
defined in the present study. The linear regression (in log space) between derived (named y) and in situ bbp/cp (named x) is given, as are
the regression coefficient (r), the median absolute percentage difference (MAPD), the median ratio (MR), and the mean bias (MB). These
statistical indicators (MAPD, MR, and MB) are calculated in normal space as described in Jorge et al. (2021). Figure 2. Comparison of in situ and derived POC / SPM from neural network algorithm (NN POC / SPM) (a) for DS (i.e., in situ Rrs values
are used by NN POC / SPM) and (b) for DSM (i.e., satellite Rrs values are used by NN POC / SPM). The dashed line is the 1 : 1 line. Red,
blue, and green colors are for mineral-dominated, organically dominated, and mixed waters, respectively. For both panels, the vertical and
horizontal solid lines indicate the thresholds (0.08 and 0.2) used to partition the water types. Dots are color-coded according to the values of
the in situ POC / SPM, whereas the circles are color-coded according to the values of POC / SPM derived from NN. When circles and dots
are of the same color, it means that the retrieved values belong to the same class as the in situ ones. Figure 2. State Planet, 1-osr7, 11, 2023 3.1
Validation of the classification In situ measurements of Rrs from DS are used as input for the
neural network algorithm to test the performance of the esti-
mation of algorithm-derived values, named NN POC / SPM
(Fig. 2a). The NN algorithm achieves a good performance
over the whole range of POC / SPM (Fig. 2a). The median
absolute percentage difference (MAPD) is 24 %, the median
ratio (MR) is 1.06, and the bias is 0.004. The slope of the
type II (log-transformed) regression is 0.90. The same clas-
sification is obtained for 88.5 % of data points between the in
situ and model-derived values. About 10.9 % of data points
are misclassified in the adjacent group and only 0.62 % are
misclassified in a non-adjacent group. SeaWiFS and MERIS
match-ups on both the independent SOMLIT in situ dataset
(for which no in situ Rrs values are available) and DS in situ
data (for which in situ Rrs values are available) are shown
in Fig. 2b. Compared to the results obtained using in situ
measurements (Fig. 2a), the data points are much more scat-
tered around the 1 : 1 line when POC / SPM is derived from https://doi.org/10.5194/sp-1-osr7-11-2023 State Planet, 1-osr7, 11, 2023 CHAPTER3.2 CHAPTER3.2 H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing A specific zoom
on this area reveals the dominance of organic matter even at
the outlet of the estuary, in good agreement with in situ data
reported in Coynel et al. (2005). While an extensive investigation of the different spa-
tiotemporal patterns presented in Fig. 3 are is beyond the
scope of the present paper, a specific focus illustrating the State Planet, 1-osr7, 11, 2023 https://doi.org/10.5194/sp-1-osr7-11-2023 CHAPTER3.2 H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing
7
Figure 3. (a) Frequency (%) of dominant water type (red for mineral-dominated, green for mixed, blue for organically dominated) over the
MERIS time period of 2002–2012. The yellow color corresponds to unclassified pixels, which means pixels for which the retrieved value of
POC / SPM is non-valid (i.e., negative). (b) Coefficient of variation in POC / SPM over the MERIS period of 2002–2012. level) availability (Breton et al., 2000; Antajan et al., 2004;
Sazhin et al
2007) For these different reasons the com-
monthly occurrence of each PPC class is in excellent agree-
ment with our present knowledge of this area (Fig 4) Be- Organic vs. inorganic fraction of suspended particulate matter from remote sensing H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing 7 Figure 3. (a) Frequency (%) of dominant water type (red for mineral-dominated, green for mixed, blue for organically dominated) over th
MERIS time period of 2002–2012. The yellow color corresponds to unclassified pixels, which means pixels for which the retrieved value o
POC / SPM is non-valid (i.e., negative). (b) Coefficient of variation in POC / SPM over the MERIS period of 2002–2012. Figure 3. (a) Frequency (%) of dominant water type (red for mineral-dominated, green for mixed, blue for organically dominated) over the
MERIS time period of 2002–2012. The yellow color corresponds to unclassified pixels, which means pixels for which the retrieved value of
POC / SPM is non-valid (i.e., negative). (b) Coefficient of variation in POC / SPM over the MERIS period of 2002–2012. level) availability (Breton et al., 2000; Antajan et al., 2004;
Sazhin et al., 2007). For these different reasons, the com-
position of the suspended particulate matter in this area is
strongly variable, as already stressed by different field studies
based on optical and biogeochemical measurements (Loisel
et al., 2007; Vantrepotte et al., 2007; Lubac et al., 2008). H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing 8 Figure 4. Frequency of dominance (%) for mineral-dominated (red), mixed (green), organically dominated (blue), or unclassified (yellow)
waters over the MERIS period of 2002–2012 in the eastern English Channel and the southern North Sea. Figure 4. Frequency of dominance (%) for mineral-dominated (red), mixed (green), organically dominated (blue), or unclassified (yellow)
waters over the MERIS period of 2002–2012 in the eastern English Channel and the southern North Sea. 4
Concluding remarks physical (i.e., waves) forcing (Lesourd et al., 2003; Lancelot
et al., 2007; Gohin, 2011; Renosh et al., 2014). This is con-
sistent with the results of Vantrepotte et al. (2012), who ob-
served that the relative contribution of the particulate matter
assemblage with a strong proportion of mineral particles in-
creases significantly during the winter time. In March, organ-
ically dominated pixels appear in the SNS coastal region and
at the Somme River area in the EEC. Then, while the organ-
ically dominated particle assemblage areas are developing in
the SNS from March to July, similar particulate assemblages
start developing from May to July in off-shore waters of the
EEC and along the EEC coast from June. The timing of the
development of organic matter areas in the EEC and the SNS
is in perfect agreement with phytoplankton bloom dynamics
in these regions, which first develop in the Bay of the Somme
area and the SNS, followed by another bloom which develops
south in the area of the Bay of the Seine (Brunet et al., 1996;
Vantrepotte et al., 2007; Joint and Pomroy, 1993; Van der
Zande et al., 2012; Gohin et al., 2019). Finally, areas covered
by organically dominated pixels are at a maximum in June
and July, and then mixed assemblages start developing in the
northern part of the domain to fully cover the whole region
in October. Mixed assemblages are more likely dominated by
aggregates of mineral particles and detrital matter (non-living
organic particles) which developed during the senescence of
the bloom (Vantrepotte et al., 2007; Loisel et al., 2007; Go-
hin, 2011; Grattepanche et al., 2011). physical (i.e., waves) forcing (Lesourd et al., 2003; Lancelot
et al., 2007; Gohin, 2011; Renosh et al., 2014). This is con-
sistent with the results of Vantrepotte et al. (2012), who ob-
served that the relative contribution of the particulate matter
assemblage with a strong proportion of mineral particles in-
creases significantly during the winter time. In March, organ-
ically dominated pixels appear in the SNS coastal region and
at the Somme River area in the EEC. Then, while the organ-
ically dominated particle assemblage areas are developing in
the SNS from March to July, similar particulate assemblages
start developing from May to July in off-shore waters of the
EEC and along the EEC coast from June. H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing The monthly occurrence of each PPC class is in excellent agree-
ment with our present knowledge of this area (Fig. 4). Be-
tween mid-fall and winter (from October to February), the
particulate matter pool of the EEC and the SNS is character-
ized by mineral and mix-dominated assemblages, mainly due
to sediment river inputs and resuspension effects from strong State Planet, 1-osr7, 11, 2023 https://doi.org/10.5194/sp-1-osr7-11-2023 CHAPTER3.2 CHAPTER3.2 4
Concluding remarks inorganic fraction of suspended particulate matter from remote sensing H. Loisel et al.: Organic vs. inorganic fraction of suspended particulate matter from remote sensing 9 FS provided the Polymer algorithm to perform atmospheric correc-
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the French Space Agency (CNES) through the COYOTE project
(CNES/TOSCA program). MERIS data were processed within the
framework of the GlobCoast project funded by the French Agence
Nationale de la Recherche (grant no. ANR-11-BS56-0018). Some
of the in situ measurements used in this study were collected
from different cruises performed in Vietnam coastal waters, French
Guiana, and the eastern English Channel through various projects
funded by CNES. The authors are grateful to all the people that
contributed to data provided by the Service d’Observation en Mi-
lieu Littoral (SOMLIT), INSU-CNRS. We also thank our many col-
leagues who participated in the collection of the various datasets
cited in this study. We thank Arnaud Cauvin and Xavier Mériaux,
who conducted field missions at LOG, processed field biogeophys-
ical data, and were in charge of LOG database management. 4
Concluding remarks We
express our gratitude to Roy Elhourany for his advice concerning
the neural network algorithm. The authors thank the reviewers, who
helped to improve the paper with their comments and suggestions. Bonato, S., Breton, E., Didry, M., Lizon, F., Cornille, V.,
Lécuyer,
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Agence Nationale de la Recherche (grant no. ANR-11-BS56-0018). Brunet, C., Brylinski, J., Bodineau, L., Thoumelin, G., Bentley,
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Concluding remarks The timing of the
development of organic matter areas in the EEC and the SNS
is in perfect agreement with phytoplankton bloom dynamics
in these regions, which first develop in the Bay of the Somme
area and the SNS, followed by another bloom which develops
south in the area of the Bay of the Seine (Brunet et al., 1996;
Vantrepotte et al., 2007; Joint and Pomroy, 1993; Van der
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aggregates of mineral particles and detrital matter (non-living
organic particles) which developed during the senescence of
the bloom (Vantrepotte et al., 2007; Loisel et al., 2007; Go-
hin, 2011; Grattepanche et al., 2011). The PPC can be used as an appropriate indicator for charac-
terizing the nature of bulk suspended particulate matter from
satellite OCR remote sensing. The MERIS spatiotemporal
patterns of this new indicator are consistent with general fea-
tures documented in the literature. Due to the visible bands
used, common to all OCR sensors, the PPC algorithm can
be applied to all OCR satellite sensors, allowing us to as-
sess the long-term trend of suspended particulate matter over
the global coastal ocean. The application of this algorithm
to the satellite Copernicus Marine Environment Monitoring
Service (CMEMS) data is underway to assess the different
temporal patterns (seasonal, trend, and irregular) using the
Census X-11 approach (Vantrepotte et al., 2011). Data availability. DS0, DS, and DSM can be obtained on request. Author contributions. HL, as the recipient of most of the fund-
ing, proposed the idea of the work, gave permission to use data in
LOG, was involved in the algorithm development and data anal-
ysis, and co-wrote the paper. LDG was involved in the algorithm
development, supervised the analysis and visualization of the data,
and was involved in paper organization and co-writing. TKT ana-
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tested the algorithms, and developed the codes to process images. DSFJ supported the development of the MATLAB-processed im-
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https://doi.org/10.5194/sp-1-osr7-12-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License. ter 3.3 – 7th edition of the Copernicus Ocean State Report (O Recent changes in extreme wave events in the
south-western South Atlantic n of the Copernicus Ocean State Report (OSR7) rnicus Ocean State Report (OSR7) Institute of Environmental Research, Secretariat of Environment, Infrastructure and Logistics of São Paulo
State (SEMIL/SP), Rua Joaquim Távora 822, 04015-011, São Paulo – SP, Brazil
3Department of Physical Geography, Faculty of Philosophy, Literature and Human Sciences, University of São
Paulo (FFLCH/USP), Av. Prof. Lineu Prestes, 338, 05508-000, São Paulo – SP, Brazil
4Department of Atmospheric Sciences, Institute of Astronomy, Geophysics and Atmospheric Science,
University of São Paulo, Rua do Matão, 1226, 05508-090, São Paulo – SP, Brazil an State Report (OSR7) Correspondence: Carolina B. Gramcianinov (carolina.gramcianinov@hereon.de) 1
Introduction In recent years, several extreme events have been reported
in the South Atlantic Ocean (e.g. Marcello et al., 2018;
Dalagnol et al., 2022), thus directly reflecting hazards along
the coast. One of the regions that are facing relevant changes
is the south-western South Atlantic (SWSA), with an in-
crease in extreme wave and storm surge occurrences (Souza
et al., 2019; Gramcianinov et al., 2023). With high economic
relevance, the SWSA region hosts strategic harbours in South
America, where 7.55 × 108 t of goods were transported in
2021 (ANTAQ, 2022), and promising oil and gas exploration
fields. In addition, the region also holds rich biodiversity, in-
cluding coral reefs and 856 km2 of mangroves that are cru-
cial for coastal hazard protection, economic activities (e.g. fishery), and the cultural identity of the coastal communi-
ties (ICMBio, 2018; Pereira-Filho et al., 2021). The SWSA
coastal cities have a dense population, with approximately
20 million people who are extremely vulnerable to coastal
erosion and infrastructure damage (Zamboni and Nicolodi,
2008). Assessing the extreme waves and wave trends in the
SWSA with traditional approaches has proven to be chal-
lenging for several reasons. The difficulties remain mostly
in the still-limited understanding of the local physical pro-
cesses (e.g. wave–current interaction) and climate variabili-
ties (e.g. the overlapping effect teleconnections). The limited
accuracy of long-term integrations and the scarce data avail-
ability can make these analyses even more difficult. Some
recent studies have revealed changes in the wave pattern in
the South Atlantic, usually ascribed to the increase in the ex-
treme waves in the Southern Ocean (SO). In general, pre-
vious global or hemisphere-based studies have reported in-
creases in wave height extremes in the Southern Hemisphere
(SH) over the past 41 years, and this tendency is expected
to continue in the future (Caires and Sterl, 2005; Dobrynin
et al., 2012; Lemos et al., 2019). However, when focusing
on the SWSA, the mean and extreme wave climate trends
present larger uncertainties. In addition to understanding the significant wave height
(Hs) trends, assessing changes in wave event characteristics,
such as the mean wave direction and peak period, is of ut-
most importance. Silva et al. (2020) showed how the oscil-
lation between the southern and eastern dominant wave en-
ergy flux directions has led to changes in the coastal mor-
phodynamics at both regional and local scales. Received: 31 July 2022 – Discussion started: 23 September 2022
Revised: 8 March 2023 – Accepted: 31 March 2023 – Published: 27 September 2023 (2021b);
numerical models
PUM: Law-Chune (2022)
2
GLOBAL_ANALYSIS_FORECAST_WAV_001_027 (GLO-NRT),
EU Copernicus Marine Service Product (2022)
QUID: Aouf (2022);
numerical models
PUM: Dalphinet et al. (2022)
3
Baixada Santista Coastal Hazards database (BDe-BS),
Personal contact
Souza et al. (2019, 2022)
dataset Received: 31 July 2022 – Discussion started: 23 September 2022
Revised: 8 March 2023 – Accepted: 31 March 2023 – Published: 27 September 2023 Received: 31 July 2022 – Discussion started: 23 September 2022
Revised: 8 March 2023 – Accepted: 31 March 2023 – Published: 27 September 2023 Abstract. Over the past decades, the South Atlantic Ocean has experienced several changes, including a re-
ported increase in coastal erosion and floods. This study aims to investigate the recent changes in the extreme
wave events over the south-western South Atlantic (SWSA) – which hosts the most economically important har-
bours in South America, high oil and gas production demands, and rich biodiversity. This investigation considers
not only the occurrence of extreme wave events but also extreme wave indicators that characterise the potential
wave impact on offshore and coastal areas. Extreme wave events are obtained using the averaged monthly 95th
percentile of significant wave height (Hs) from 1993 to 2021, combining the CMEMS global wave reanalysis and
near-real-time products. Annual and seasonal statistics are derived to analyse mean and extreme wave climate
and trends in the study region, focusing on Hs, peak period, and wave power. The analysis gives an overview
of the wave climate in the study domain, including a discussion about seasonal differences. For a more direct
application to future risk assessment and management, we perform an analysis considering the regional moni-
toring and warning system division established by the Brazilian Navy. We used a coastal hazard database that
covers a portion of the coast to investigate how the trends given by the CMEMS wave products may impact the
coastal zone. Our findings showed significant changes in the SWSA mainly associated with an increase in mean
values of Hs, wave period, and consequently the wave power. Narrowing down to the coastal impact, we found
an increase in the number of coastal hazards in the State of São Paulo associated with waves, which agrees with
the increase in the number of extreme wave events in the adjacent ocean sector. However, the increased number
of coastal events is also driven by local factors. Published by Copernicus Publications. CHAPTER3.3 CHAPTER3.3 C. B. Gramcianinov et al.: Extreme waves in the south-western South Atlantic 2 Table 1. Copernicus Marine Service (CMEMS) and non-CMEMS products used in this study, including the Quality Information Document (QUID) and Product User Manual (PU
Product
Product ID and type
Data access
Documentation
ref. no. 1
GLOBAL_MULTIYEAR_WAV_001_032 (WAVERYS),
EU Copernicus Marine Service Product (2021)
QUID: Law-Chune et al. State Planet, 1-osr7, 12, 2023 1
Introduction Some previ-
ous works reported wave power changes under the present
climate (Odériz et al., 2021; 1979–2018) and mean wave di-
rection and period changes in both present (Hemer et al.,
2010; 1989–2005) and future climate (Lobeto et al., 2021;
2081–2100). These changes directly affect naval and coastal
risk assessments, requiring special efforts to properly link the
global-scale findings to regional and local wave extremes. Against such a background, this section aims to report and
investigate the recent extreme wave climate trends (1993– https://doi.org/10.5194/sp-1-osr7-12-2023 State Planet, 1-osr7, 12, 2023 CHAPTER3.3 C. B. Gramcianinov et al.: Extreme waves in the south-western South Atlantic 3 .2
Percentile computation 2.2 2021) in the SWSA while focusing on wave event char-
acteristics such as event frequency, intensity, duration, and
peak period. We examined the seasonal statistics and cli-
matic trends using both traditional (i.e. percentile-based) and
storm-based approaches to provide new insights into the re-
gional wave climate changes. To obtain results with more di-
rect application to future risk assessment and management,
we performed an analysis considering the regional monitor-
ing and warning system, as well as the impact of the recent
wave climate changes on the coast. In this work, the percentiles were computed using the em-
pirical distribution of the Hs peaks (Hspeaks) within a given
period, thus allowing us to obtain a more detailed view of in-
dividual wave events’ occurrence. The selected Hspeaks must
be separated by a minimum of 48 h to guarantee the inde-
pendence of the peaks. This time window has been widely
applied in past studies to ensure the collection of one peak
per storm (e.g. Caires and Sterl, 2005; Meucci et al., 2020). Besides that, 48 h is a suitable but not so restrictive time
threshold for extreme-wave analysis in the region, partic-
ularly considering the differences among the seasons. The
95th percentile was computed based on the monthly Hspeaks
distribution at each grid point. Using these monthly 95th
percentiles, we calculated the annual and seasonal means
to analyse trends and proceed with the wave event analy-
sis (Sect. 2.4). The seasonal mean of the monthly 95th per-
centiles was computed for the summer and winter, using the
average December–January–February (DJF) and June–July–
August (JJA), respectively, thus having one value per year. The annual percentiles were computed by the average of all
monthly percentiles within the year. 2.3
Trend estimation and testing Trends were estimated based on Sen’s slope estimator (Sen,
1968), which evaluates the magnitude of a time series trend. The significance of Sen’s slope was calculated by the Mann–
Kendall test (Mann, 1945; Kendall, 1975), considering a
p value lower than 0.05. Both methods are non-parametric
(distribution-free) procedures and consider the monotonic
increase upward or downward of the time series, thus be-
ing more robust to climate-based analysis (e.g. Wang et al.,
2020). 2.1
Datasets The main dataset used in this work was the Copernicus
Marine Service (CMEMS) global reanalysis, named WAV-
ERYS (product ref. no. 1; Table 1; Law-Chune et al., 2021a),
available from 1993 to 2020. To include 2021 in the analy-
sis, the WAVERYS was complemented with data from the
CMEMS Global Ocean Waves Analysis Near Real Time
product (GLO-NRT; product ref. no. 2; Table 1). The combi-
nation (in time) of these two products is hereafter referred to
as CMEMS wave products. WAVERYS is available at a 1/5◦
horizontal grid as 3-hourly outputs from 1993 to 2020, while
the wave analysis has a 1/12◦horizontal grid as 3-hourly
instantaneous output fields. The GLO-NRT product was in-
terpolated to the 0.20◦horizontal grid, so a more consis-
tent analysis can be achieved despite using different sources. Both products are produced using the Météo-France Wave
Model (MFWAM) with the dissipation terms developed by
Ardhuin et al. (2010). WAVERYS is forced by hourly surface
winds and daily sea-ice fraction fields derived from the fifth-
generation reanalysis from the European Centre for Medium-
Range Weather Forecasts (ECMWF) (ERA5; Hersbach et al.,
2020) and ocean currents obtained from the ocean reanalysis
Global Ocean Reanalysis and Simulation (GLORYS). The
GLO-NRT is forced only by a 6-hourly wind analysis from
the IFS-ECMWF atmospheric system. 1
Introduction As a final result, we have
a mean annual and seasonal percentile time series at each grid
point. 2.5
Wave power calculation Following Staneva et al. (2022), we also calculated the wave
power in the study domain. Wave power or wave energy flux
was obtained following Eq. (1): et al., 2021; Souza et al., 2022). The definition of coastal
hazards is mainly based on processes such as coastal ero-
sion and/or coastal inundation, the latter also forced by conti-
nental flooding (heavy rainfall) in estuarine areas. Therefore,
the coastal hazards registered in the BDe-BS represent events
with high intensity since they were brought to the attention
of the public due to their significant impact on the beaches,
destruction of urban structures, and public and private prop-
erties, as well as disruption of the city’s day-to-day and port
activities. More details regarding the database can be found
in Souza et al. (2019). P =
ρ g2
64 π
Hs2 Te,
(1) (1) where P is the wave energy flux per unit of wave-crest
length (kW m−1), ρ is water density, g is the acceleration
due to gravity, Hs is the significant wave height, and Te is
the wave energy period. Te is directly available in the WAV-
ERYS products (named VTM10) and is defined as the mean
wave period obtained by the Te ≡Tm−1,0 = m−1/m0, based
on the −1th and 0th moment of the wave spectrum. Currently, the BDe-BS initiative is maintained by the
São Paulo state government through the “Preventive Plan
for Coastal Erosion, Coastal Inundation, and Flooding”
(adapted from the Portuguese: Plano Preventivo de Defesa
Civil para Erosão Costeira, Inundações Costeiras e Enchen-
tes/Alagamentos causadas por Eventos Meteorológicos-
Oceanográficos Extremos como Ressacas do Mar e Marés
Altas). Despite representing a small portion of the coastal
area of the SWSA, the number of intense/extreme events
reaching the São Paulo state coast can be considered repre-
sentative of most of the coastal extension of the domain in
this study, except for subarea D (see Fig. 1). The reason for
this extrapolation is mainly the lack of long-term records in
other locations. In addition, the database covers the central
portion of the study region in a region with high economic
importance. C. B. Gramcianinov et al.: Extreme waves in the south-western South Atlantic 4 Figure 1. The south-western South Atlantic Ocean with subareas A
to D defined by the Brazilian Navy for warning and monitoring op-
erations within MetArea V. Shaded values are the bathymetry from
ETOPO1. Following Weisse and Günther (2007), the intensity is
equal to the difference between the maximum Hs of the
event and the SET at that point. The wave event statistics,
such as the number of events, intensity, mean wave direc-
tion, and peak period, are presented herein as annual and
seasonal means to build the spatial distribution and trends
and obtain the spatially averaged time series. The intensity
and wave parameters were calculated by averaging all indi-
vidual events (above SET) within the year or season. The
same analysis was applied successfully in the Black Sea by
Staneva et al. (2022), allowing a better understanding of the
extreme wave events’ spatial distribution and trends. More
details about these methods can be found in Weisse and Gün-
ther (2007). Figure 1. The south-western South Atlantic Ocean with subareas A
to D defined by the Brazilian Navy for warning and monitoring op-
erations within MetArea V. Shaded values are the bathymetry from
ETOPO1. 2.6
Coastal risk assessment Warnings and risk assessment in this region are supervised
by the Centre of Hydrography of the Brazilian Navy (CHM,
from Centro de Hidrografia da Marinha), which is recog-
nised by the World Meteorological Organization (WMO) as
the issue service for the MetArea V (Atlantic waters west
of 7◦N–35.8◦S, 20◦W). According to the CHM monitoring
system, the coastal region of SWSA can be divided into four
subareas (Fig. 1). These subareas were used to analyse the
wave climate trends in the domain, considering the regional
specificity and facilitating future discussions about risk man-
agement. This analysis may facilitate the applicability of the
results found here to improve future monitoring and warning
system development. We used a historical database of coastal hazards in the
State of São Paulo, within subarea C, to further investi-
gate coastal impacts. The Baixada Santista Coastal Hazards
database (BDe-BS; product ref. no. 3; Table 1) covers the
period from 1928 to 2021 and is obtained using the hemero-
graphic method (mostly newspapers) and material from so-
cial media (mostly videos), showing coastal impacts caused
by strong waves and anomalously high tides (either meteo-
rological or astronomical tides) (Souza et al., 2019; Linhares 2.4
Extreme-wave-event analysis An evaluation of WAVERYS for the western South At-
lantic wave climate was made by Crespo et al. (2022). The
authors compared Hs from the WAVERYS, ERA5, and the
National Centers for Environmental Prediction (NCEP) wave
reanalysis (Chawla et al., 2013) against wave buoy mea-
surements at three locations along the Brazilian coast and
found that WAVERYS presented the highest correlation and
the lowest root mean square deviation (RMSD). The ERA5
performance in representing the winds is also relevant as
the quality of the forcing field is crucial in a wave simula-
tion. Previous works have shown that ERA5 can represent
the wind climate, extreme percentiles, and storm variability
(e.g. Belmonte Rivas and Stoffelen, 2019; Gramcianinov et
al., 2020a; Crespo et al., 2022). The wave event statistics were derived following the methods
developed by Weisse and Günther (2007), in which consecu-
tive points over a specific threshold within a given time series
are considered to define extreme wave events. This event-
counting process was performed for each grid cell consider-
ing its unique severe event threshold (SET), defined herein
as the average of the monthly 95th percentile of Hspeaks con-
sidering the whole period (1993–2021). Notably, there is
no widely accepted method for selecting threshold values,
and values between the 90th and 99th percentile Hs are of-
ten used (De Leo et al., 2020; Gramcianinov et al., 2020b). Moreover, the use of the averaged monthly percentile results
in a smoothed field, especially due to the Hspeaks variabil-
ity among the year. In this way, for some locations, the ex-
ceedance of events above SET was larger than 5 %. State Planet, 1-osr7, 12, 2023 State Planet, 1-osr7, 12, 2023 https://doi.org/10.5194/sp-1-osr7-12-2023 CHAPTER3.3 CHAPTER3.3 State Planet, 1-osr7, 12, 2023 3.2
Extreme wave event trends The SASH
mostly influences the wave climate by generating easterly
waves towards central Brazil, northward from 23◦S. How-
ever, the wave events in this location are associated with rela-
tively small Hs, as is possible to see by the local Hsp95 values
(Fig. 2a, i) and wave event intensities (Fig. 2c, k). For in-
stance, the Hsp95 values in the northern portion of the domain
do not reach 3.5 m in the winter (Fig. 2i). p95
Figure 3 also shows the spatial trends of the mean dis-
tribution of the wave peak period and wave power during
the events (Fig. 3d, e, i, j). There is a general increase in
the peak period in the study domain, confined to the cen-
tral portion of the coast in the winter (Fig. 3i). The increase
in wave period and Hs can lead to important changes in the
wave power (Eq. 1). Note that for the wave power calcula-
tion, Te was used, and the trends presented in Fig. 3d and i
are based on the Tp. However, considering a JONSWAP wave
spectrum, Te is directly related to Tp (Te = 0.9×Tp; Guillou,
2020). The wave power presents a small but significant in-
crease along the coast in the whole period and wintertime
(Fig. 3e, j), reaching maximum values (> 0.2 kW m−1 yr−1)
offshore of the southern Brazilian and Uruguayan coast (30–
40◦S) in the winter. Following the mean Hs behaviour, the
increase in the wave power is larger in the winter than in the
whole period – as expected, as wave power is proportional
to Hs2 (Eq. 1). Other extreme event indicators, such as in-
tensity, mean wave direction, and lifetime, did not present a
robust trend signal and, therefore, are not shown. The overall pattern and values presented in Fig. 2 agree
with previous studies, even though methodological differ-
ences exist, thus making a straightforward comparison dif-
ficult. For instance, Gramcianinov et al. (2020b), using the
90th percentile computed through a spatially varying time
window, found a mean of 1.3 and 5.5 extratropical cyclones
per year associated with extreme wave events in the region in
the summer and winter, respectively. These values are com-
parable with the number of events presented in the maps
of Fig. 2b, g, and l. 3.2
Extreme wave event trends The monthly Hsp95 trends present a sparse and weak signal
in the study domain, except for the winter (Fig. 3f). The
southern coast presents a significant increase in the Hsp95
values, which are greater than 2 cm yr−1 in some locations
during the wintertime. When looking at the mean Hs trend,
it is possible to see a general increase in this wave parame-
ter along the Brazilian continental shelf, covering the coastal
and offshore regions. The magnitude of the mean Hs increase
is small (< 0.2 cm yr−1) but significant in the whole period
(Fig. 3b). The mean Hs increase in winter is relatively greater
(between 0.4 and 0.8 cm yr−1; Fig. 3g). The differences be-
tween the mean and Hsp95 trend signal are in agreement with
the findings of Young and Ribal (2019), who showed that the
Hs distribution changes in the last years were skewed to the
left, with an increase in small waves – which can change the
mean without changing the extreme percentiles. The trends
in the number of extreme wave events also present sparse
behaviour, but with significant increases along the Brazilian
coast (Fig. 3c, h). The event increase occurs on most of the
coast in the whole-period analysis, while it is confined to
some portions of the southern and south-eastern coast dur-
ing the winter (Fig. 3h). It is important to note that the rise in
the number of events does not follow the Hsp95 trend pattern. During the winter, the main storm track is in its north-
ernmost position (Hoskins and Hodges, 2005), resulting in
more wave events than in other seasons (Fig. 2j). Typically,
in winter, the region presents relatively long fetches along the
coast (south-west-/north-east-oriented) associated with cy-
clones generated at approximately 35◦S (Gramcianinov et
al., 2021). These fetches can be widely intensified by rear
anticyclones on the western side of the cyclone, thus caus-
ing this configuration to be widely related to the most severe
cases observed in the domain (e.g. da Rocha et al., 2004;
Machado et al., 2010; Dragani et al., 2013). The high number of events in the northern boundary of
the domain (Fig. 2b, j) can be associated with the South At-
lantic Subtropical High (SASH), which is also a generating
system in the study region (Pianca et al., 2010). 3.1
Extreme-wave-climate characterisation The 95th percentile distribution, with its gradient towards the
south (Fig. 2a, e, i) followed by the concentration of more
intense extreme events to the southern portion of the domain
(Fig. 2c, g, k), reflects the influence of the South Atlantic https://doi.org/10.5194/sp-1-osr7-12-2023 CHAPTER3.3 C. B. Gramcianinov et al.: Extreme waves in the south-western South Atlantic 5 extreme wave events in the coastal region between 30◦S and
32◦S and found a mean of 1.33 events per year above the 90th
percentile between 1979 and 2008. We also reported this rel-
atively small value at this exact location in Fig. 2b, g, and l. In this way, the method applied herein presents robust results
according to what is reported in the region. storm track in the region. The storm track controls the ex-
treme wave climate in the SWSA due to the strongest winds
associated with the cyclones (e.g. Campos et al., 2018), and it
is located between 55 and 30◦S (Hoskins and Hodges, 2005;
Gramcianinov et al., 2019). Despite sharing a common extreme-wave-generation
source, as is possible to see by the similar mean-wave-
direction distribution (Fig. 2d, h, l), summer (DJF) and win-
ter (JJA) present distinct wave patterns due to the south-
ward shift in the storm track in the summertime (Hoskins
and Hodges, 2005). Thus, the summer presents smaller val-
ues of Hs – and consequently 95th percentile Hspeaks (Hsp95
hereafter) values (Fig. 2e) – in the study domain, which is re-
flected a lower number of events (Fig. 2f) and weaker events
(Fig. 2g) than winter and the whole period. Climatologically,
the austral autumn (MAM) presents behaviour closer to the
summer pattern, while spring (SON) and winter patterns are
similar. In this study, we further analyse the whole period and
winter since summer does not present many cases. C. B. Gramcianinov et al.: Extreme waves in the south-western South Atlantic C. B. Gramcianinov et al.: Extreme waves in the south-western South Atlantic 6 Figure 2. (a, f, k) Averaged monthly 95th percentile Hspeaks value (m), (b, g, l) extreme-wave-event number, (c, h, m) intensity (Hs–95th
Hspeaks) (m), (d, i, n) mean direction (degrees), and (e, j, o) mean wave power (10−1 kW m−1) in (a–e) the whole period (1993–2021), (f–j)
summer (DJF), and (k–o) winter (JJA) based on the CMEMS wave products (product ref. nos. 1 and 2; Table 1). Figure 2. (a, f, k) Averaged monthly 95th percentile Hspeaks value (m), (b, g, l) extreme-wave-event number, (c, h, m) intensity (Hs–95th
Hspeaks) (m), (d, i, n) mean direction (degrees), and (e, j, o) mean wave power (10−1 kW m−1) in (a–e) the whole period (1993–2021), (f–j)
summer (DJF), and (k–o) winter (JJA) based on the CMEMS wave products (product ref. nos. 1 and 2; Table 1). 2021), which make it difficult to correlate climate indexes
with wave parameters directly. However, even considering
these variabilities, most parameters present a positive trend,
although not always significant. As explained in Sect. 2.3,
we consider the Mann–Kendall test to assess the significance
of the trends. The sensitivity of the Mann–Kendall test may
be related to the large variance of the time series, which di-
rectly influences the trend detected by this method (Wang et
al., 2020). analysis can produce sparse results that may not be easily
applied to more practical and operational tasks. Therefore,
the trends in some event parameters were analysed for each
Brazilian Navy monitoring and warning subarea (Fig. 4). For
this analysis, we focused on the parameters with significant
trends in at least one region and season, although both whole-
period and winter trends are presented in Fig. 4 for consis-
tency. Both subareas C and D present a significant increase
in the number of events in the whole period. The trends of
0.2 and 0.28 events per year represent an increase of ∼20 %
in subareas C and D in 29 years (based on the increase in the
annual mean of their series). Together with subarea B, these
regions also present an increase in the mean wave power –
despite no significant change in the peak period. In the win-
ter, subareas A and C present significant trends in the number
of events per year, representing a 27.2 % and 20 % increase,
respectively. C. B. Gramcianinov et al.: Extreme waves in the south-western South Atlantic Subarea C presents a small but significant in-
crease in peak period in the winter, as well as in the wave
power. The wave power also increases in subarea D in the
winter. 3.2
Extreme wave event trends Regarding the intensity, the same au-
thors found a mean Hs of 6.5 m associated with these cy-
clone events, which is also comparable to the intensity values
(above the percentile) in some locations of the study domain
(Fig. 2c, h, m). Moreover, Machado et al. (2010) accessed The extreme-event analysis based on each grid point in
a high-resolution hindcast provides a more detailed view of
pattern changes along the coast. On the other hand, such an https://doi.org/10.5194/sp-1-osr7-12-2023 State Planet, 1-osr7, 12, 2023 CHAPTER3.3 CHAPTER3.3 CHAPTER3.3 State Planet, 1-osr7, 12, 2023 C. B. Gramcianinov et al.: Extreme waves in the south-western South Atlantic 7 Figure 3. Trends in the (a, f) 95th percentile Hspeaks (cm per year), (b, g) mean Hs (cm per year), (c, h) number of extreme wave events
(number per year), (d, i) peak period of the events (10−1 s yr−1), and (e, j) mean wave power (10−1 kW m−1 yr−1) in the (a–e) whole period
and (f–j) winter (JJA) based on the CMEMS wave products (product ref. nos. 1 and 2; Table 1). Grey crosses represent points where the
trend is significant (Mann–Kendall test, p value ≤0.05). Figure 3. Trends in the (a, f) 95th percentile Hspeaks (cm per year), (b, g) mean Hs (cm per year), (c, h) number of extreme wave events
(number per year), (d, i) peak period of the events (10−1 s yr−1), and (e, j) mean wave power (10−1 kW m−1 yr−1) in the (a–e) whole period
and (f–j) winter (JJA) based on the CMEMS wave products (product ref. nos. 1 and 2; Table 1). Grey crosses represent points where the
trend is significant (Mann–Kendall test, p value ≤0.05). Most of the coastal hazards reported by the BDe-BS are as-
sociated with waves, combined or not with a tidal rise. This
is revealed by the numbers not only in Table 2 but also in
the time series (Fig. 5a). The trends of all events and events
associated with waves are similar, especially considering the
trend error. It is possible to compare the trends in the coastal
hazards forced by waves (0.22 events per year; Table 2) with
the trends of the number of extreme wave events in subarea
C (Fig. 5b; 0.20 events per year in Fig. 4a). However, con-
sidering the mean number of coastal events forced by waves
(4.4 events per year), the increase on the coast corresponds
to 145 % in 29 years. pared to the whole period (30 %). Thus, the hazards forced
exclusively by anomalous tides are rare in the winter, which
may be related to the high wave event frequency in this sea-
son. The number of events on the coast increased both for
the whole period and in winter (JJA). The increase in the
number of coastal hazards was mainly led by wave events
since events caused only by tidal influence did not present
any significant trend. 3.3
Coastal risk analysis The Charlies subarea (C) is one of the most affected loca-
tions, experiencing an increased number of extreme wave
events, peak periods, and wave power in the last years. How-
ever, linking the changes in the regional wave climate with
coastal hazards is not a straightforward task as the wave sys-
tems are modified by bathymetry, and their impact depends
on the coastal morphodynamics. Table 2 presents the number
of events recorded by the BDe-BS and the computed trends
for each type of hazard. The São Paulo coast was affected
by 163 hazards between 1993 and 2021, of which 48 % (78)
were caused exclusively by storm waves and 30 % (49) by
the combination of waves and tides (as a result of either as-
tronomical or meteorological tides). In the winter, 93 % (51)
of events are associated with waves, with combined events
showing a similar proportion (35 %) of total events com- By the time series, it is possible to note a high interannual
variability due to large-scale climate modes that affect the re-
gional wave climate through storm track shifts (e.g. Sasaki et
al., 2021). The SWSA is affected by many large-scale vari-
ability modes that interact, which are widely studied in the at-
mosphere but not well understood in the wave fields (Godoi
et al., 2020; Godoi and Torres Júnior, 2020; Sasaki et al., State Planet, 1-osr7, 12, 2023 https://doi.org/10.5194/sp-1-osr7-12-2023 CHAPTER3.3 https://doi.org/10.5194/sp-1-osr7-12-2023 C. B. Gramcianinov et al.: Extreme waves in the south-western South Atlantic 8 Figure 4. Annual time series and trends for the (a, b) number of extreme wave events (number per month), (c, d) mean peak period of the
events (s), and (e, f) mean wave power (10−1 kW m−1) in the (a, c, e) whole period and (b, d, f) winter (JJA) computed for each Brazilian
Navy warning subarea along the study domain’s coast (Fig. 1) based on the CMEMS wave products (product ref. nos. 1 and 2; Table 1). The
trends are presented in the legend, and the units are number per year, 10−1 s yr−1, and 10−1 kW m−1 yr−1, respectively. The abbreviations
“n.s.” and “sig.” in the legend mean “not significant” and “significant”, respectively, according to the Mann–Kendall test (p value ≤0.05). Figure 4. Annual time series and trends for the (a, b) number of extreme wave events (number per month), (c, d) mean peak period of the
events (s), and (e, f) mean wave power (10−1 kW m−1) in the (a, c, e) whole period and (b, d, f) winter (JJA) computed for each Brazilian
Navy warning subarea along the study domain’s coast (Fig. 1) based on the CMEMS wave products (product ref. nos. 1 and 2; Table 1). The
trends are presented in the legend, and the units are number per year, 10−1 s yr−1, and 10−1 kW m−1 yr−1, respectively. The abbreviations
“n.s.” and “sig.” in the legend mean “not significant” and “significant”, respectively, according to the Mann–Kendall test (p value ≤0.05). Moreover, coastal hazards can also occur after a sequence
of events that result in a more vulnerable coast due to the
lack of recovery time (Souza et al., 2019). For instance, these
additional elements to coastal erosion can explain why the
total increase in wave-forced events recorded on the coast in
29 years (145 %) is much larger than the increase in subarea
C (∼20 %). In this case, the human-made modification of the
shoreline may intensify the damaging effects of the increase
in extreme wave events (Muehe, 2018). et al., 2018; Vettor and Guedes Soares, 2020). Our find-
ings show important changes in the SWSA mainly associ-
ated with an increase in the mean Hs values and wave period. These changes directly impact the offshore and coastal zone,
increasing the wave power reaching the region and, conse-
quently, aggravating the coastal hazards along the coast. C. B. Gramcianinov et al.: Extreme waves in the south-western South Atlantic Even though extreme waves have a major role in coastal
flooding and coastal erosion (e.g. Parise et al., 2009;
Machado and Calliari, 2016), there still exists a lack of
knowledge about how observed large- to regional-scale
trends will affect the coast. Most of the Brazilian Navy’s
monitoring and warning subareas within MetArea V (WMO)
require attention regarding wave climate changes. According
to the WAVERYS hindcast analysis, the number of extreme
wave events (above the 95th percentile Hspeaks) increased in
subareas A, C, and D, and the mean wave power increased in
subareas B, C, and D. The trends vary depending on whether
the whole period or only wintertime is considered. In this
work, we analyse the winter (JJA) since it shows the most
extreme wave patterns, but an extension of the analysis to
other seasons is recommended for the future as the autumn C. B. Gramcianinov et al.: Extreme waves in the south-western South Atlantic The results show an increase of 120 %
and 145 % of total events and wave-forced events on the
coast in 29 years, considering the whole-period mean. This
high increase is in agreement with Souza et al. (2019), who
found a pronounced increase in wave-forced hazards after the
decades 2000–2009 and 2010–2019 (226 % compared with
the 1928–1999 period) when analysing a longer period of the
same database (1928–2016). Although there is no total agreement between the extreme
events detected in subarea C and hazards reported on the
coast in the year-by-year analysis, the trend behaviour is sim-
ilar. The number of combined events (wave + tides) and the
total event trend are superposed in Fig. 5b. These overlaid
pictures show that differences in the wave-forced coastal haz-
ards and extreme wave events in subarea C may result from
the influence of sea-level-elevation events forced by storms
or astronomical tides. For instance, 2002 and 2009 do not
present a peak in the extreme wave events within subarea
C, but they were marked by a high number of wave-forced
coastal hazards related to a higher percentage of combined
events. These wave events would not become a hazard if the
local sea level elevation did not allow waves to reach fur-
ther into the continental area. In addition, the disagreement
between the coastal and offshore event time series can be ad-
dressed for bathymetry and morphology reasons. Figure 5 shows the time series of the yearly events of
coastal hazards from the BDe-BS against the spatial sum of
the number of events in subarea C obtained by the wave event
analysis (described in Sect. 2.4). Due to the small number of
coastal hazards per year, we show the time series and trends
for the whole period to obtain more robust statistics. Never-
theless, the winter trends presented the same signal and re-
lation among the event types as the whole period trends (see
Table 2). Note that the absolute numbers of events recorded
on the coast and obtained in subarea C are not comparable. This analysis aims to evaluate the similarity in the variability
and trends of the time series. The number of events presented
for subarea C in Fig. 5 is the sum of events in all grid points
within defined boundaries. https://doi.org/10.5194/sp-1-osr7-12-2023 State Planet, 1-osr7, 12, 2023 State Planet, 1-osr7, 12, 2023 CHAPTER3.3 CHAPTER3.3 CHAPTER3.3 C. B. State Planet, 1-osr7, 12, 2023 C. B. Gramcianinov et al.: Extreme waves in the south-western South Atlantic Gramcianinov et al.: Extreme waves in the south-western South Atlantic C. B. Gramcianinov et al.: Extreme waves in the south-western South Atlantic Sea level rise, both in climatic and synoptic
scales, and astronomical tides play a large role, potentially
turning moderate waves into damaging ones as a high sea
level allows waves to propagate and break further into the
continent. Souza et al. (2019) highlighted that the most se-
vere coastal hazards reported in the region do not present the
highest values of Hs or sea level elevation but a combination
of factors. Many other elements, such as coastal vulnerabil-
ity, precipitation, morphology, and coastline orientation, af-
fect the establishment of a coastal hazard (e.g. Muehe, 2018;
Souza et al., 2019), mainly when the hazard is defined by
its impact on the coast and not by some pure meteorological
and/or oceanographic parameter. Figure 5. (a) Number of coastal hazards per year caused by any
forcing (blue) and waves (red) based on BDe-BS (product ref. no. 3;
Table 1). (b) Numbers and trends of coastal hazards per year asso-
ciated with waves (grey bars and black line) and combined events
(waves + tides; yellow bars and lines) based on BDe-BS and total
number and trend of wave events in subarea C (red lines) based on
the CMEMS wave products (product ref. nos. 1 and 2; Table 1). The
trends presented in these panels are statistically significant (Mann–
Kendall test, p value ≤0.05), and the values are shown in Table 2. Figure 5. (a) Number of coastal hazards per year caused by any
forcing (blue) and waves (red) based on BDe-BS (product ref. no. 3;
Table 1). (b) Numbers and trends of coastal hazards per year asso-
ciated with waves (grey bars and black line) and combined events
(waves + tides; yellow bars and lines) based on BDe-BS and total
number and trend of wave events in subarea C (red lines) based on
the CMEMS wave products (product ref. nos. 1 and 2; Table 1). The
trends presented in these panels are statistically significant (Mann–
Kendall test, p value ≤0.05), and the values are shown in Table 2. Therefore, a complete assessment of coastal impacts needs
more specific analysis considering local information and
data, which is impracticable in this work, considering the
study domain size. However, the trends derived herein are a
valuable factor in identifying areas potentially vulnerable to
climate change hazards and are also useful for engineers and
stakeholders working towards the sustainable development
of maritime activities. C. B. Gramcianinov et al.: Extreme waves in the south-western South Atlantic 9 Table 2. The number of coastal hazards reported by the BDe-BS (product ref. no. 3; Table 1) in the whole period (1993–2021) and in the
winter (JJA). The percentage calculation is based on the total number of events, which represents the sum of events forced only by waves,
only by anomalous tides (by either astronomical or meteorological components), or by a combination of both (“waves + tides”). The last
row highlights all events associated with waves, with or without tidal influence (“waves”). The trend unit is events per year or season, and
bold values denote significance (Mann–Kendall test, p value ≤0.05). Table 2. The number of coastal hazards reported by the BDe-BS (product ref. no. 3; Table 1) in the whole period (1993–2021) and in the
winter (JJA). The percentage calculation is based on the total number of events, which represents the sum of events forced only by waves,
only by anomalous tides (by either astronomical or meteorological components), or by a combination of both (“waves + tides”). The last
row highlights all events associated with waves, with or without tidal influence (“waves”). The trend unit is events per year or season, and
bold values denote significance (Mann–Kendall test, p value ≤0.05). Whole period
Winter (JJA)
Number of events
Trend (number per year)
Number of events
Trend (number per season)
Total
163 (100 %)
0.23
55 (100 %)
0.14
Wave + tides
49 (30 %)
0.10
19 (35 %)
0.06
Only waves
78 (48 %)
0.12
32 (58 %)
0.06
Only tides
36 (22 %)
0.01
4 (7 %)
0.01
Waves
127 (78 %)
0.22
51 (93 %)
0.12 this location is mainly associated with wave forcing and can
be related to the increase in the number of extreme wave
events in subarea C. Despite the well-known limitation in
wave modelling, particularly to extreme waves (e.g. Cam-
pos et al., 2018), this finding provides evidence that the WA-
VERYS hindcast may be useful to assess not only extreme
wave climate in the study domain (as shown by Crespo et al.,
2022) but also the events reaching the coast in the long to
medium term. However, more care is needed for interannual
and interseasonal analyses that require year-by-year assess-
ment, especially because a coastal hazard depends not only
on the waves. 4
Conclusion The present work aims to assess changes in the extreme
wave climate in the SWSA, giving new insights into offshore
coastal risk assessment and management in this domain. Un-
derstanding the extreme wave changes is crucial for support-
ing future projections, which are indispensable for the de-
sign and safety control of ship vessels, offshore and coastal
structures and maintenance (e.g. oil/gas platforms, aquacul-
ture, wind and wave farms), and coastal infrastructure (e.g. ports, roads, and touristic facilities) (e.g. Bitner-Gregersen https://doi.org/10.5194/sp-1-osr7-12-2023 CHAPTER3.3 State Planet, 1-osr7, 12, 2023 References ANTAQ: Anuário da Agência Nacional de Transporttes Aqua-
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https://doi.org/10.1175/2010jpo4324.1, 2010. Competing interests. The contact author has declared that none
of the authors has any competing interests. Disclaimer. Publisher’s note: Copernicus Publications remains
neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Belmonte Rivas, M. and Stoffelen, A.: Characterizing ERA-Interim
and ERA5 surface wind biases using ASCAT, Ocean Sci., 15,
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Marcel Ricker for his support with the wave event method im-
plementation. The study was supported by the European Green
Deal project “Large scale RESToration of COASTal ecosystems
through rivers to sea connectivity” (REST-COAST) (grant no. 101037097). We gratefully acknowledge the project DOORS (grant
no. 101000518) and DAM Mission project CostalFuture. Carolina
B. Gramcianinov is funded by the Helmholtz European Partner-
ing “Research Capacity Building for healthy, productive and re-
silient Seas” (SEAReCap) (grant no. PIE-0025). This study also
used data and resources from the projects “Resposta Morfodinâmica
de Praias do Sudeste Brasileiro aos Efeitos da Elevação do Nível do
Mar e Eventos Meteorológico-Oceanográficos Extremos até 2100”
(Coordenação de Aperfeiçoamento de Pessoal de Nível Superior –
Brazil (CAPES) – finance code 88887.139056/2017-00), “Sistema
de Aviso de Ressacas e Inundações Costeiras para o Litoral de São
Paulo, com foco em Impactos das Mudanças Climáticas” (São Paulo
Research Foundation, FAPESP; grant no. C. B. Gramcianinov et al.: Extreme waves in the south-western South Atlantic These changes may require adaptation
measures, such as enhancing coastal protection (e.g. build-
ing dikes and establishing harbour protection measures). The
findings reported in this work may also support the design
of new projects and future assessments that will allow the
advancement of the association of large-scale wave climate
with coastal impacts. (MAM) and spring (SON) weather patterns are also able to
produce severe waves (e.g. Crespo et al., 2022). By our find-
ings, we recommend special attention to subareas C and D as
they present changes in both the number of events and wave
power. Regarding the coastal assessment, we found an increase
in the number of coastal hazards in the State of São Paulo. According to our analysis, the increase in coastal hazards in State Planet, 1-osr7, 12, 2023 https://doi.org/10.5194/sp-1-osr7-12-2023 CHAPTER3.3 CHAPTER3.3 CHAPTER3.3 C. B. Gramcianinov et al.: Extreme waves in the south-western South Atlantic 10 Review statement. This paper was edited by Marta Marcos and
reviewed by Alejandro Orfila and one anonymous referee. Code and data availability. The data products used in this arti-
cle, as well as their names and documentation, are summarised in
Table 1. The wave products are available through the Copernicus
Marine Service (https://doi.org/10.48670/moi-00022, EU Coperni-
cus Marine Service Product, 2021; https://doi.org/10.48670/moi-
00017, EU Copernicus Marine Service Product, 2022). The Baix-
ada Santista Coastal Hazards database (BDe-BS) is available upon
request by email to Celia R. G. Souza (celia@sp.gov.br). Codes are
available upon request by email to the corresponding author. Code and data availability. The data products used in this arti-
cle, as well as their names and documentation, are summarised in
Table 1. The wave products are available through the Copernicus
Marine Service (https://doi.org/10.48670/moi-00022, EU Coperni-
cus Marine Service Product, 2021; https://doi.org/10.48670/moi-
00017, EU Copernicus Marine Service Product, 2022). The Baix-
ada Santista Coastal Hazards database (BDe-BS) is available upon
request by email to Celia R. G. Souza (celia@sp.gov.br). Codes are
available upon request by email to the corresponding author. References 2018/14601-0), and “Ex-
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H2020 Societal Challenges programme (grant nos. 101037097 and
101000518), and the Fundação de Amparo à Pesquisa do Es-
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https://doi.org/10.5194/wcd-2-1149-2021, 2021. https://doi.org/10.5194/sp-1-osr7-12-2023 State Planet, 1-osr7, 12, 2023 CHAPTER3.3 Unusual coccolithophore blooms in Scottish waters n of the Copernicus Ocean State Report (OSR7) Richard Renshaw1, Eileen Bresnan2, Susan Kay1,3, Robert McEwan4, Peter I. Miller3, and Paul Tett5
1Hadley Centre, Met Office, FitzRoy Road, Exeter EX1 3PB, UK
2Marine Scotland Marine Laboratory, 375 Victoria Rd, Aberdeen AB11 9DB, UK
3Plymouth Marine Laboratory, Prospect Place, Plymouth PL1 3DH, UK
4Cefas, Barrack Rd, Weymouth DT4 8UB, UK
5Scottish Association for Marine Science, Oban, Argyll PA37 1QA, UK Richard Renshaw1, Eileen Bresnan2, Susan Kay1,3, Robert McEwan4, Peter I. Miller3, and Paul Tett5
1Hadley Centre, Met Office, FitzRoy Road, Exeter EX1 3PB, UK
2Marine Scotland Marine Laboratory, 375 Victoria Rd, Aberdeen AB11 9DB, UK
3Plymouth Marine Laboratory, Prospect Place, Plymouth PL1 3DH, UK
4Cefas, Barrack Rd, Weymouth DT4 8UB, UK
5Scottish Association for Marine Science, Oban, Argyll PA37 1QA, UK Correspondence: Richard Renshaw (richard.renshaw@metoffice.gov.uk) us Ocean State Report (OSR7) Received: 22 August 2022 – Discussion started: 30 September 2022
Revised: 19 April 2023 – Accepted: 2 May 2023 – Published: 27 September 2023 Abstract. Two unusual blooms were observed in Scottish waters during summer 2021: one in the Clyde Sea
and the other by the east coast of the Shetland Islands. Both had the appearance of coccolithophore blooms. Transmission electron microscopy of a sample from the Clyde Sea confirmed the presence there of the coccol-
ithophore Emiliania huxleyi. We examine the conditions that led to these unusual blooms. In situ data are scarce,
and so we draw inference from satellite data and reanalysis. For Shetland, the bloom can be seen to originate
further north on the edge of the continental shelf. It is advected south and then west towards the Shetland coast
by surface currents. For the Clyde Sea region, April 2021 was the coldest April of the last 30 years (National
Climate Information Centre). We hypothesise that this cold weather restricted the usual spring bloom of diatoms. A restricted spring bloom would mean higher-than-usual concentrations of nutrients in the summer. It might also
mean reduced numbers of grazers. These factors would provide ideal conditions for coccolithophores to flourish
as temperatures and sunlight increase. CHAPTER3.3 Chapter 4.1 – 7th edition of the Copernicus Ocean State Report (OSR7) Chapter 4.1 – 7th edition of the Copernicus Ocean State Planet, 1-osr7, 13, 2023
https://doi.org/10.5194/sp-1-osr7-13-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License. ter 4.1 – 7th edition of the Copernicus Ocean State Report (O Published by Copernicus Publications. 1
Introduction turn the sea a milky turquoise colour, visible to the human
eye and in satellite imagery. The function of the coccoliths is unclear. They are believed
to be protective, either against grazing, against viral or bacte-
rial attack, or as a refractor of light that acts as a sunshade in
excessively bright conditions (Monteiro et al., 2016). Johns
et al. (2023) show that coccoliths initially provide some pro-
tection from viral attack but once shed can mediate such at-
tacks. Müller (2019) suggests that coccolith production may
have evolved originally as an efficient mechanism for intra-
cellular Ca2+ detoxification at a time of elevated seawater
Ca2+ concentrations (e.g. during the Cretaceous and Jurassic
periods). Coccolithophores belong to a diverse group of phytoplank-
ters (class Prymnesiophyceae) that is widespread in the
oceans. The ecological group that includes Emiliana is par-
ticularly abundant in upwelling and temperate sub-polar re-
gions (Balch et al., 2019). Most coccolithophores are not
themselves harmful or toxic, but they are of ecological
importance, particularly for carbon cycling and sequestra-
tion (Rost and Riebesell, 2004). They typically produce an
exoskeleton consisting of several calcium carbonate plates
called coccoliths (Young et al., 1999). These coccoliths are
not opaque (phytoplankton require light for photosynthesis),
but they scatter and polarise light. Coccolith shedding oc-
curs during the later stages of the bloom life cycle, when the
cells are threatened, for example by pathogen pressure (Frada
et al., 2008). During this stage, the coccoliths are shed and
accumulate in the surrounding water. The visual effect is to Summer 2021 saw milky, turquoise-coloured waters
caused by algal blooms in two locations off Scotland, in the
Clyde Sea on the west coast and also to the east of the Shet-
land Islands (Fig. 1). These blooms were visually striking
and so unusual that they were reported in the news (e.g. Brad-
shaw, 2021). Transmission-electron-microscope analysis of Published by Copernicus Publications. CHAPTER4.1 CHAPTER4.1 R. Renshaw et al.: Coccolithophore blooms R. Renshaw et al.: Coccolithophore blooms 2 Table 1. CMEMS and non-CMEMS products used in this study. Table 1. CMEMS and non-CMEMS products used in this study. Product
Data
ref. no. Product ID and type
access
Documentation
1
NWSHELF_MULTIYEAR_PHY
_004_009
(1993–2022), numerical models
EU Copernicus Service Product
(2021a)
Quality Information Document
(QUID): Renshaw et al. (2021);
Product User Manual (PUM):
Tonani et al. 2
Data The North West Shelf (NWS) reanalysis (product ref. no. 1,
Table 1) is based on the physical ocean model NEMO
(Madec and Team, 2008) at 7 km horizontal resolution and
51 vertical levels, with tides represented, over a domain that
encompasses the North West Shelf (Renshaw et al., 2021). Atmospheric forcing is from the ERA5 atmospheric reanal-
ysis (Hersbach et al., 2023). River discharge volumes for the
year 2018 onwards come from a daily climatology. The re-
analysis uses NEMOVAR (Mogensen et al., 2012) to assim-
ilate observations of physical variables (satellite sea surface
temperature, SST, as well as in situ temperature and salinity
profiles; Waters et al., 2015). 1
Introduction (2022)
2
OCEANCOLOUR_ATL_BGC_L3
_MY_OBSERVATIONS_009_013
(1998–2021), satellite observations
EU Copernicus Service Product
(2022)
QUID: Garnesson et al. (2022);
PUM: Collela et al. (2022)
3
SST_ATL_SST_L4_REP
_OBSERVATIONS_010_026
(1998–2021), satellite observations
EU Copernicus Service Product
(2021b)
QUID: Autret et al. (2021a);
PUM: Autret et al. (2021b)
4
ERA5 atmospheric reanalysis
(1979–2022)
Copernicus Climate Change Ser-
vice, Climate Data Store (2023)
(2023)
Hersbach et al. (2023) a water sample from the Clyde Sea (Fig. 1d) confirmed the
algae to be a morphotype of coccolithophore, Emiliania hux-
leyi (morphotype B). Blooms of this organism are common
in spring and early summer in the North Atlantic and occur
in some years in the northern North Sea and the western En-
glish Channel. However, such striking occurrences have not
been reported from the Clyde Sea for many years. Colleagues
of one of the authors (PT) recall no such event since 1983,
when they remember sampling turquoise waters and coccol-
ithophores in sea lochs of the Firth of Clyde. In this paper we
use observations and reanalysis data to look for unusual envi-
ronmental conditions in 2021 that might have allowed these
blooms to thrive. optically active constituent in the Clyde Sea. Ocean colour
algorithms are designed to minimise errors due to suspended
sediment and DOM. The presence of large numbers of coc-
coliths would also have a strong impact on backscattered ra-
diation (Voss et al., 1998). The estimation process does mask
for cloud, sun glint, and coccoliths (OC-CCI, 2020). This
masking means there are few OC chlorophyll estimates avail-
able for the Clyde Sea during the period of the Clyde bloom
(12 June to 7 July 2021). We use the OC product in Fig. 5
not as a measure of absolute value but to show the timing of
growth and also how values in 2021 compare to other years. State Planet, 1-osr7, 13, 2023 2.1
Ocean colour Ocean colour (OC) instruments measure water-leaving radi-
ation at various wavelengths in the visible and near-infrared
spectrum. Satellite measurements of ocean colour are used
here in two forms. One is imagery. The enhanced colour
maps from Sentinel-3 OLCI (Ocean and Land Colour Im-
ager) and Sentinel-2 MSI (Multi-Spectral Imager) in Fig. 2
provide visual indications of algal blooms. The other is ob-
servation products, point estimates of near-surface chloro-
phyll concentration derived from multiple sensors. The
CMEMS (Copernicus Marine Environment Monitoring Ser-
vice) product used here (product ref. no. 2, Table 1) estimates
chlorophyll concentration for several distinct phytoplankton
functional types, including diatoms and nanophytoplankton. The nanophytoplankton category includes E. huxleyi. Here we use the reanalysis for sea surface temperature
and also for near-surface currents in the region of the Euro-
pean Slope Current. Reanalysis SST is strongly constrained
by high-quality satellite observations. Variations in surface
currents are driven predominantly by surface winds (Röhrs
et al., 2023), provided here by ERA5. The slope current it-
self is forced also by meridional density gradient and steep
bathymetry (Marsh et al., 2017). Validation of the reanalysis Several factors make chlorophyll estimation difficult for
coastal waters. Bowers et al. (2000) find that dissolved or-
ganic matter (DOM) from fresh water is usually the largest State Planet, 1-osr7, 13, 2023 https://doi.org/10.5194/sp-1-osr7-13-2023 CHAPTER4.1 3 R. Renshaw et al.: Coccolithophore blooms Figure 1. (a) Sentinel-2 MSI image of Clyde Sea on 21 June 2021 at 11:35 UTC, true colour with enhanced contrast. Processed by the
Natural Environment Research Council Earth Observation Data Acquisition and Analysis Service (NEODAAS) using ACOLITE atmospheric
correction. (b) Sentinel-2 MSI image of Shetland Islands on 1 July 2021, processed by ESA (https://www.esa.int/ESA_Multimedia/Images,
last access: 30 May 2023). (c) Bathymetry map with locations of (a) and (b) marked in red. Shelf edge is visible as transition from light blue
(less than 200 m depth) to dark blue (deep water). (d) Scanning electron micrograph of sample from the Clyde Sea, June 2021, identified as
E. huxleyi, morphotype B. Credit: Eileen Bresnan (Marine Scotland Science). Figure 1. (a) Sentinel-2 MSI image of Clyde Sea on 21 June 2021 at 11:35 UTC, true colour with enhanced contrast. Processed by the
Natural Environment Research Council Earth Observation Data Acquisition and Analysis Service (NEODAAS) using ACOLITE atmospheric
correction. (b) Sentinel-2 MSI image of Shetland Islands on 1 July 2021, processed by ESA (https://www.esa.int/ESA_Multimedia/Images,
last access: 30 May 2023). 2.1
Ocean colour (c) Bathymetry map with locations of (a) and (b) marked in red. Shelf edge is visible as transition from light blue
(less than 200 m depth) to dark blue (deep water). (d) Scanning electron micrograph of sample from the Clyde Sea, June 2021, identified as
E. huxleyi, morphotype B. Credit: Eileen Bresnan (Marine Scotland Science). shows that it does produce a realistic slope current (Renshaw
et al., 2021). Kondrik et al. (2019) show that often blooms develop fur-
ther south and east in the North Sea in spring or early summer
and are advected by an anti-clockwise circulation sometimes
reaching as far north as Shetland. Sometimes a bloom orig-
inates in the north, along the northern edge of the continen-
tal shelf, and is advected southwards. Bathymetry in Fig. 1c
shows the location of this shelf edge. The European Slope
Current flows eastward along this edge, bringing North At-
lantic water into the Norwegian Sea. Some of this water flows
south past Shetland into the North Sea. Imagery for July 2021
(Fig. 2c, d) seems to show the bloom is of the latter kind,
originating along the northern edge of the shelf. State Planet, 1-osr7, 13, 2023 3
Shetland bloom Figure 1 shows a bloom on the eastern side of Shetland. There is no information on the species present, but the
brightness and turquoise colour of the bloom suggest coc-
colithophores. Coccolithophore blooms in the North Sea are
not unusual. An unusual feature of the 2021 bloom was that it
came so close inshore. Examination of imagery for the years
2017 to 2020 from Plymouth Marine Laboratory (PML) (de-
scribed in Highfield et al., 2014) and of a dataset of coccol-
ithophore blooms for 1998 to 2016 in Kondrik et al. (2019)
finds no other examples where blooms intrude among the is-
lands and bays on the eastern side of Shetland. To confirm the bloom’s origins and to understand why
2021 was unusual, we used the OceanParcels software pack-
age (Delandmeter and van Sebille, 2019) to simulate the tra-
jectory of virtual particles in the ocean. Particles were ini-
tially positioned at 1 m depth along the slope current (Fig. 3). https://doi.org/10.5194/sp-1-osr7-13-2023 State Planet, 1-osr7, 13, 2023 CHAPTER4.1 CHAPTER4.1 CHAPTER4.1 R. Renshaw et al.: Coccolithophore blooms Figure 2. Enhanced ocean colour satellite imagery (provided by PML) from the Sentinel-3 OCLI and Sentinel-2 MSI instruments for 12 and
19 June 2021 and 2 and 7 July 2021. The brightest pixels are indicative of high numbers of coccoliths. Land and cloud are coloured black. Figure 2. Enhanced ocean colour satellite imagery (provided by PML) from the Sentinel-3 OCLI and Sentinel-2 MSI instruments for 12 and
19 June 2021 and 2 and 7 July 2021. The brightest pixels are indicative of high numbers of coccoliths. Land and cloud are coloured black. These locations were chosen based on where the speed of
the current (from a reanalysis mean climatology for 1993 to
2021) exceeded 0.2 ms−1. OceanParcels modelled 3D move-
ment of the particles, advected by daily mean currents from
the NWS reanalysis (product ref. no. 1, Table 1) and using
a 3 h time step. This was done separately for each year from
1998–2022, starting with particles in initial positions on 3
April and running forward 3 months to predict positions on
3 July (Fig. 3). The years 2012, 2016, and 2019 also experienced easterly
winds in spring or early summer (based on ERA5 reanaly-
sis) and similarly show large numbers of red particles still
within the plot region on 3 July. https://doi.org/10.5194/sp-1-osr7-13-2023 State Planet, 1-osr7, 13, 2023 3
Shetland bloom Top plot shows 3 April starting positions for particles positioned along the European Slope Current. The area around Sh
ith a grey line. Other plots show particle positions in this area advected forward 3 months, using reanalysis surface cu
from 1998–2022. Particles are coloured according to longitude of starting position. Figure 3. Top plot shows 3 April starting positions for particles positioned along the European Slope Current. The area around Shetland is
marked with a grey line. Other plots show particle positions in this area advected forward 3 months, using reanalysis surface currents for
each year from 1998–2022. Particles are coloured according to longitude of starting position. ter near the coast. We suggest that coincidences of timing and
weather in 2021 created the unusual phenomenon of a visible
coccolithophore bloom on the eastern Shetland coast. on the atmospheric conditions. Satellite instruments provide
estimates of SST and of chlorophyll, with caveats discussed
below. We have found no in situ measurements of conditions
within the Clyde Sea itself. Biogeochemical reanalysis data
are available (Kay et al., 2021), but their ability to accurately
simulate the Clyde Sea is hampered by a lack of data on river
discharge. Freshwater input and nutrient input from rivers are
important variables for the biogeochemistry here. In this pa-
per we analyse the data that are available and build from them 3
Shetland bloom Other years see large num-
bers of other-coloured particles come close inshore, in par-
ticular 2007, 2017, and 2020. In the satellite imagery (2017–
2020) and Kondrik catalogue (1998–2016), none of these
years show coccolithophore blooms that reach into the bays
and inlets of eastern Shetland. Imagery for 2020 (not shown)
comes the closest, with a bloom 10–20 km away from the
coast. The 2020 particle tracking has orange particles in this
region, originating from further west on the shelf edge. In some years nearly all the particles move off beyond the
edge of the plots (1999, 2002, 2003, 2009, 2022). In most
years all the red particles (those initially at the eastern end of
the slope current) disappear in this way. In 2021 it is these
red particles that end up close to the eastern side of Shetland
on 3 July. The year 2021 was unusual, although not unique,
in that easterly winds during spring drove surface currents
that pushed particles westward for part of that time. Figure 4
shows 10 m winds (from ERA5) and surface currents (from
NWS reanalysis) for May 2021 and for a May climatology. To the east and north of Shetland, climatological winds are
westerly, and the surface current is westerly or northerly. For May 2021, winds are north-easterly. These winds induce
easterly surface currents (Ekman transport effect). We conclude that in some years blooms around Shetland
form in water coming from the shelf edge. We cannot con-
clude that bloom development is always linked to specific
locations and timings of source water along the shelf edge. To understand how the bloom appeared so close inshore,
we examined the daily particle trajectories for 2021 (not
shown). Particles move south down the eastern side of Shet-
land during the second half of June. In late June and early
July there is a brief period of easterly winds, and the parti-
cles are driven in towards the coast. Brief easterlies are not
unusual, but these coincided with coccolithophore-laden wa- https://doi.org/10.5194/sp-1-osr7-13-2023 CHAPTER4.1 5 R. Renshaw et al.: Coccolithophore blooms Figure 3. Top plot shows 3 April starting positions for particles positioned along the European Slope Current. The area around Shetland is
marked with a grey line. Other plots show particle positions in this area advected forward 3 months, using reanalysis surface currents for
each year from 1998–2022. Particles are coloured according to longitude of starting position. 4.1
The Clyde Sea and the annual cycle of diatoms The Clyde Sea comprises a large tidal estuary with several
islands and fjord-like sea lochs. It is the outlet of the River
Clyde and other rivers into the Irish Sea. It has a maximum
depth of 164 m, with a sill (the “Great Plateau”) of approxi-
mately 40 m depth where it meets the Irish Sea. Freshwater
outflow from rivers and from land drainage tends to main-
tain stable stratification in the basin (Simpson and Rippeth,
1993). This together with the sill restricts tidal mixing to
mostly near-surface waters. Edwards et al. (1986) estimate a
residence time of 2 months for surface water in the main body
of the Clyde Sea. Nutrient content in the Clyde Sea tends to
be higher than adjacent coastal waters (based on measure-
ments of nitrate in Slesser and Turrell, 2013). Tidal currents
within the Clyde Sea tend to be weak. Water in the deeper
waters below the sill can stagnate, leading to nutrient build-
up near the sea bed. Simpson and Rippeth (1993) show that
strong winds can sometimes overcome the vertical stability
and mix the water column. This would act to replenish nutri-
ents in the surface layers in the event of an algal bloom. Hannah and Boney (1983) assessed extensive and more
recent surveys (1976–1978) of the Inner Firth. They found
rapid growth in diatoms from late March or early April
in each year of the study, dominated by Skeletonema spp. and Thalassiosira nordenskioldii. They also found Nitzschia
seriata (now called Pseudo-nitzschia “seriata type”) and
Chaetoceros spp. at those times present in considerable
numbers. During these spring blooms total chlorophyll was
dominated by diatoms. For 1977 they found evidence that
the Skeletonema were being grazed by microzooplankton
(Ebria). Bresnan et al. (2016) also report an intense spring
bloom dominated by Skeletonema during the monitoring pe-
riod 2005–2013. a plausible storyline. That storyline starts with diatom growth
in early spring. a plausible storyline. That storyline starts with diatom growth
in early spring. A diatom bloom will consume nutrients (Stief et al., 2022),
which will tend to inhibit further phytoplankton growth
(Elser et al., 2007). Marshall and Orr (1927) also observed
a second, smaller summer maximum but noted that diatoms
near the surface were less healthy than those several metres
deeper. Tests with samples left in direct sunlight and in shade
showed that summer light levels were injurious for these di-
atoms. 4
Clyde Sea bloom Analysis of the 2021 bloom in the Clyde Sea is hampered
by a paucity of observations. Weather stations provide data State Planet, 1-osr7, 13, 2023 https://doi.org/10.5194/sp-1-osr7-13-2023 CHAPTER4.1 CHAPTER4.1 R. Renshaw et al.: Coccolithophore blooms 6 Figure 4. Top: ERA5 monthly mean 10 m winds (product ref. no. 4, Table 1) for (a) May 2021 and (b) May 1979–2020 climatology. Bottom:
surface current for May from reanalysis (product ref. no. 1, Table 1) for (c) May 2021 and (d) May 1983–2020 climatology. Figure 4. Top: ERA5 monthly mean 10 m winds (product ref. no. 4, Table 1) for (a) May 2021 and (b) May 1979–2020 climatology. Bottom:
surface current for May from reanalysis (product ref. no. 1, Table 1) for (c) May 2021 and (d) May 1983–2020 climatology. 4.2
Timing and source of 2021 Clyde coccolithophore
bloom 4.2
Timing and source of 2021 Clyde coccolithophore
bloom Marshall and Orr (1927) sampled the Clyde Sea and its
lochs extensively, finding the following: Figure 1 shows the Clyde bloom on 21 June 2021. There are
earlier visual reports of bright patches in the sea around the
Isle of Arran in the centre of the Clyde Sea on 12 June (Evers-
King et al., 2021). Satellite imagery (Fig. 2a) has no bright
patch in the Clyde Sea that day, but the sea around Arran is There is a well-marked spring diatom maximum
which starts at the end of March or the beginning
of April. State Planet, 1-osr7, 13, 2023 https://doi.org/10.5194/sp-1-osr7-13-2023 CHAPTER4.1 R. Renshaw et al.: Coccolithophore blooms 7 Figure 5. Daily mean values averaged over the Clyde Sea basin of
(a) reanalysis sea surface temperature for individual years. The year
2021 is in black. Chlorophyll concentrations (product ref. no. 2, Ta-
ble 1) for the Clyde Sea from ocean colour products for (b) diatoms
and (c) nanophytoplankton are also given. Black dots and lines are
ocean colour estimates for 2021. Blue shows mean estimates for
1998 to 2020. Smaller purple dots are values for individual years,
showing the year-to-year spread. partly obscured by cloud. Imagery for 13–16 June is almost
wholly obscured by cloud, and the first clear satellite image
of a bright patch across the whole of the Clyde Sea is from
18 June (Fig. 2b). This patch persists until 5 July and then
fades. Figure 2c shows that by this time the bloom is apparent
even in the northernmost reaches of Loch Fyne. This sea loch
flows into the Clyde Sea but is tidal along its 65 km length. y
g
g
Transmission electron microscopy of a sample from Mill-
port collected at the end of June revealed the bloom to be
comprised of liths and cells of E. huxleyi – morphotype B
(Fig. 1d), providing the first confirmation of this species in
high abundance at this site. E. huxleyi morphotypes A and
B have been recorded in the waters around Scotland (van
Bleijswijk et al., 1991; León et al., 2018). Little is known
about the seasonality of E. huxleyi morphotypes on the west
coast of Scotland. A study at the Marine Scotland Scottish
Coastal Observatory (SCObs) monitoring site at Stonehaven
on the east coast from 2010–2013 showed a distinct repeated
seasonality in the occurrence of different E. 4.2
Timing and source of 2021 Clyde coccolithophore
bloom huxleyi mor-
photypes (León et al., 2018). Morphotype B was commonly
recorded in spring, with morphotype A occurring from June
to August followed by an overcalcified form of morphotype
A (type AO) in autumn and winter months. The dominance
of E. huxleyi morphotype B in the 2021 Clyde bloom differs
in timing from the seasonality recorded on the east coast. Coccolithophores have a haplodiplontic life cycle (Keuter
et al., 2021). New cells are haploid (one set of chromosomes
in the nucleus). These haploid cells develop into diploid cells
(two sets of chromosomes in the nucleus). For the genus
Emiliania, it is only the diploid form that produces coccol-
iths. Frada et al. (2008) explain its “Cheshire Cat” strategy
for resisting viral attack. Giant phycodnaviruses (Emiliania
huxleyi viruses, EhVs) infect and lyse diploid-phase cells
and are heavily implicated in the termination of blooms. The
diploid cells transition to haploid cells that are resistant to
EhVs, shedding coccoliths as they do. Thus the bloom in the
Clyde Sea may have started some time before sufficient coc-
coliths had accumulated to make it visible. Figure 5. Daily mean values averaged over the Clyde Sea basin of
(a) reanalysis sea surface temperature for individual years. The year
2021 is in black. Chlorophyll concentrations (product ref. no. 2, Ta-
ble 1) for the Clyde Sea from ocean colour products for (b) diatoms
and (c) nanophytoplankton are also given. Black dots and lines are
ocean colour estimates for 2021. Blue shows mean estimates for
1998 to 2020. Smaller purple dots are values for individual years,
showing the year-to-year spread. end of the range. Statistics from a high-resolution satellite
SST product in Table 2 (product ref. no. 3, Table 1) confirm
this. Monthly means for April, May, and June 2021 are, re-
spectively, at the 10th, 5th, and 52nd percentiles for those
months over the period 1982–2021. It is possible that E. huxleyi was introduced by tidal mix-
ing into the Clyde Sea from the Irish Sea or that it was
already resident. Reverse particle tracking (not shown) ex-
cludes immediate seeding from blooms at the Malin shelf
break as a likely cause. The satellite imagery shows the
bloom mostly confined to the Clyde Sea. We conclude that
conditions within the Clyde basin in late May or early June
were particularly favourable for E. huxleyi to thrive. 4.2
Timing and source of 2021 Clyde coccolithophore
bloom We aim
here to understand exactly which aspects were favourable
and what brought them about. Table 2a has monthly statistics of SST from a satellite
SST product (product ref. no. 3, Table 1) for a point within
the Clyde Sea (55.27◦N, 5.11◦W), close to the lower right
intersection of grid lines in Fig. 1. April and May 2021
SSTs were unusually cold compared to climatology. June
was close to the median. The cold SST can be linked to
the weather (Table 2b, c, d). April saw anticyclonic weather
that was cold, dry, and exceptionally sunny (Weather Maga-
zine, 2021a). May 2021 had anomalously low atmospheric
pressure over the UK, bringing storms, high rainfall, and
high winds (Weather Magazine, 2021b). June was drier and
warmer than average. https://doi.org/10.5194/sp-1-osr7-13-2023 4.3
Physical environment in 2021 Figure 5a shows daily values of sea surface temperature
(SST) from the NWS reanalysis averaged over the Clyde Sea
for the years 1998–2021. June 2021 values are in the middle
of the range. Values for April and May are towards the cold State Planet, 1-osr7, 13, 2023 State Planet, 1-osr7, 13, 2023 https://doi.org/10.5194/sp-1-osr7-13-2023 CHAPTER4.1 CHAPTER4.1 CHAPTER4.1 R. Renshaw et al.: Coccolithophore blooms 8 Table 2. Statistics of monthly means from (a) CMEMS European
area level 4 SST analysis at 55.27◦N, 5.11◦W, and (b, c, d) from
weather stations in the Clyde catchment area (National Climate In-
formation Centre, NCIC). ues drop rapidly during April, rising again towards the end
of that month. Both types also show a fall immediately fol-
lowing the two May storms, around 10 and 20 May. g
y
y
As discussed in Sect. 2.1, chlorophyll estimation can be
difficult in coastal waters. Vertical mixing and river discharge
due to the May storms might increase levels of dissolved
organic matter and sediment in the water. Vertical mixing
might dilute plankton in the surface layers that are sensed
by the ocean colour instruments. The presence of coccoliths
and cloud mean that much of the data for June have been
masked in the estimation process. The ocean colour prod-
uct includes an estimate of root mean square error (RMSE)
following Brewin et al. (2017). For the Clyde Sea, values
of RMSE for diatoms and nanophytoplankton in both April
and May 2021 are given as approximately 0.5 mgm−3. This
is similar in size to the estimates themselves for nanophyto-
plankton, and so we avoid drawing conclusions from Fig. 5c. Estimated concentrations for diatoms are somewhat larger,
and so we have more confidence in drawing conclusions from
the diatom time series (Fig. 5b). 4.5
Possible causes of Clyde bloom Mayers et al. (2019) assessed coccolithophore growth and
mortality rates based on samples from the Celtic Sea in
April 2015. They identified several conditions that favour
coccolithophore blooms. These are considered individually
below. (a) Warm, stratified waters. SST in June 2021 was close
to average for that month (Table 2a). Vertical profiles of
temperature from the reanalysis for 2021 (not shown)
are stably stratified, but this is typical for June. The fol-
lowing conclusion was reached: June 2021 temperatures
were not unusual. (a) Warm, stratified waters. SST in June 2021 was close
to average for that month (Table 2a). Vertical profiles of
temperature from the reanalysis for 2021 (not shown)
are stably stratified, but this is typical for June. The fol-
lowing conclusion was reached: June 2021 temperatures
were not unusual. Anomalies and percentiles are relative to yearly climatology: (a) SST
is CMEMS reprocessed level 4 satellite product 1982–2020 (product
ref. no. 3, Table 1). (b, c, d) Weather station data are for the Clyde
catchment area from NCIC for 1980–2021. (b) Sunlight. June 2021 was sunnier than average (76th
percentile, Table 2c). The following conclusion was
reached: sunshine might have been a contributory fac-
tor in 2021. There were two severe storms in May 2021, one on 9, 10,
and 11 May and a stronger one on 20 and 21 May. These
appear to coincide with periods when there is a pause in the
rate of increase in SST (Fig. 5a). This suggests the strong
winds are mixing the water column. (c) Availability of nutrients. We have no direct measure-
ments of nutrients in the Clyde Sea. April 2021 was
a dry month (5th percentile, Table 2d), and so river
discharge in April would have been low. Rainfall in
May was above average. May was also a stormy month,
which may have mixed the water column, bringing
nutrients from deep water into the photic zone (Pin-
gree et al., 1977). Each of these factors could lead
to higher-than-usual nutrient availability by the end of
May. Ocean colour estimates of diatoms suggest lower-
than-usual diatom growth in April and increased growth
during May (Fig. 5b). The following conclusion was
reached: observations show low chlorophyll mass in
spring 2021. This could be due to the cold water tem-
peratures and limited nutrient input in April 2021. The 4.3
Physical environment in 2021 (a) Sea surface temperature
Monthly
mean (◦C)
Anomaly (◦C)
Percentile
April
7.53
−0.65
10 %
May
8.81
−1.20
5 %
June
12.24
0.05
52 %
(b) Air temperature
Monthly
mean (◦C)
Anomaly (◦C)
Percentile
April
5.5
−1.4
10 %
May
8.4
−1.4
10 %
June
13.4
1.0
83 %
(c) Sunshine hours
Percentage
Total
of climatology
Percentile
April
236
159 %
100 %
May
151
80 %
19 %
June
174
111 %
76 %
(d) Rainfall
Percentage
Total (mm)
of climatology
Percentile
April
16
20 %
5 %
May
96
115 %
64 %
June
42
47 %
12 %
Anomalies and percentiles are relative to yearly climatology: (a) SST
is CMEMS reprocessed level 4 satellite product 1982–2020 (product
ref. no. 3, Table 1). (b, c, d) Weather station data are for the Clyde
catchment area from NCIC for 1980–2021. State Planet, 1-osr7, 13, 2023 4.4
Ocean colour estimates of chlorophyll The following conclusion was reached: this
could be a contributory factor, though we have no
evidence for this. The ability of microzooplankton to
multiply rapidly suggests at least that other factors were
also involved. Our explanations are based on limited evidence (SST and
chlorophyll estimates from satellites, modelling by the re-
analysis). We do not have in situ measurements from within
the blooms to confirm our hypotheses. For both blooms, we propose the weather as a key fac-
tor. Other studies also identify the importance of the weather
for algal blooms. Whyte et al. (2014) looked at unusually
strong blooms of the biotoxin-producing dinoflagellate Dino-
physis on the western side of the Shetland Islands in the sum-
mers of 2006 and 2013. They found these blooms coincided
with periods where the winds, usually more southerly, be-
came westerly. They suggested the westerly winds advected
Dinophysis populations onshore, resulting in an increase in
diarrhetic shellfish toxin levels in farmed mussels (Mytilus
edulis). Advection of a bloom into the region is another possible
cause. We consider this unlikely for two reasons. The Clyde
Sea is semi-enclosed, with an estimated residence time of
2 months for surface water in the main body of the Clyde
Sea (Edwards et al., 1986). This was consistent with reverse
tracking (not shown) of a set of virtual particles placed in
the Clyde Sea in June and tracked backwards for 60 d to find
their source. The majority remained within the Clyde Sea. Also, satellite imagery shows a bloom in the Clyde Sea but
not in the adjoining Irish Sea. There is evidence that the distribution of coccolithophores
has expanded polewards in recent decades (Beaugrand et al.,
2013; Winter et al., 2013; Rivero-Calle et al., 2015), due ei-
ther to changes in ocean temperature or dissolved inorganic
carbon. Growth of E. huxleyi is also known to be impacted by
major changes in ocean pH (Riebesell et al., 2017). Changes
in pH observed in seas around the UK (Findlay et al., 2022)
are not large enough to explain recent variability in coccol-
ithophore abundance in Scottish waters. Changing weather patterns have the potential to influence
the occurrence of unusual phytoplankton blooms in coastal
waters. These changes have the potential to impact higher
trophic levels in the marine ecosystem. 4.4
Ocean colour estimates of chlorophyll Figure 5 shows a time series of estimates of chlorophyll a
from the CMEMS ocean colour product (product ref. no. 2,
Table 1) for two plankton functional types, diatoms and
nanophytoplankton. Mean values for 1998–2020 (blue line)
show similar patterns for diatoms and nanophytoplankton:
concentrations rising to a peak in late March and a smaller
second peak in early May, although with considerable year-
to-year variation (purple dots). Estimates for 2021 are again
similar between both functional types. Both have strong
peaks in early April, well above the 1998–2020 mean. Val- https://doi.org/10.5194/sp-1-osr7-13-2023 CHAPTER4.1 9 R. Renshaw et al.: Coccolithophore blooms wet and stormy conditions in May of both years likely
increased nutrient levels in near-surface layers in the
Clyde Sea. Both these factors would help produce suit-
able conditions for a bloom. pears to have developed in place. We hypothesise that envi-
ronmental factors may have combined to create suitable con-
ditions in the Clyde Sea. A cold and dry April could have re-
stricted spring growth of diatoms, leaving nutrients available
for a summer bloom of coccolithophores. A wet and stormy
May might also have added to the nutrients. (d) Scarcity of predatory microzooplankton. Mayers
et al. (2019) found that microzooplankton exert strong
top-down control on coccolithophore populations,
grazing up to 80 % of daily production in a bloom of
E. huxleyi. We might hypothesise that fewer diatoms in
April and May led to low numbers of microzooplankton
during that time, reducing the grazing pressure on
E. huxleyi in late May and early June. However, growth
rates for microzooplankton can be rapid, sometimes
more than three doublings per day for tintinnids (Verity,
1986). The following conclusion was reached: this
could be a contributory factor, though we have no
evidence for this. The ability of microzooplankton to
multiply rapidly suggests at least that other factors were
also involved. (d) Scarcity of predatory microzooplankton. Mayers
et al. (2019) found that microzooplankton exert strong
top-down control on coccolithophore populations,
grazing up to 80 % of daily production in a bloom of
E. huxleyi. We might hypothesise that fewer diatoms in
April and May led to low numbers of microzooplankton
during that time, reducing the grazing pressure on
E. huxleyi in late May and early June. However, growth
rates for microzooplankton can be rapid, sometimes
more than three doublings per day for tintinnids (Verity,
1986). 4.4
Ocean colour estimates of chlorophyll A better understand-
ing of the processes and dynamics involved will help in fore-
warning, preparation, and development of adaptation mea-
sures for these changes. https://doi.org/10.5194/sp-1-osr7-13-2023 5
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OceanParcels code (Delandmeter and van Sebille, 2019) in cal-
culating backward trajectories. We also acknowledge use of col-
lated station statistics from the UK National Climate Informa-
tion Centre and ERA5 reanalysis data (Hersbach et al., 2023)
downloaded from the Copernicus Climate Change Service (C3S)
Climate Data Store. We thank ESA for the satellite image in
Fig. 1, made available under Creative Commons License BY-SA
3.0 IGO (https://creativecommons.org/licenses/by-sa/3.0/igo/, last
access: 30 May 2023). Transmission electron analysis of the Mill-
port water sample was performed at the Microscopy Unit, Institute
of Medical Sciences, University of Aberdeen. Collela, S., Böhm, E., Cesarini, C., Garnesson, P., Netting, J., and
Calton, B.: EU Copernicus Marine Service Product User Manual
for North Atlantic Ocean Colour Plankton, Reflectance, Trans-
parency and Optics MY L3 daily observations, Issue 3.0, Merca-
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documents/PUM/CMEMS-OC-PUM.pdf (last access: 12 April
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set], https://doi.org/10.24381/cds.adbb2d47, 2023. Review statement. This paper was edited by Griet Neukermans
and reviewed by David Bowers and two anonymous referees. 5
Discussion Davidson, K., Tett, P., and Gowen, R.: Chapter 4 Harm-
ful
Algal
Blooms,
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Discussion Phytoplankton are of special interest in the waters around
Scotland, where aquaculture and fishing are major industries. Through primary production, phytoplankton form the base of
a food chain that sustains marine fauna (Frederiksen et al.,
2006). Blooms of phytoplankton can be harmful to other ma-
rine life and can produce toxins dangerous for human con-
sumers of seafood (Davidson et al., 2011). There is thus in-
creasing interest from policy-makers to understand the diver-
sity dynamics of phytoplankton communities in Scotland and
other parts of the North West Shelf (NWS) and to understand
its influence on industries and diversity status assessments
(Siemering et al., 2016; McQuatters-Gollop et al., 2019). This paper shows how use of satellite data and model re-
analysis can help to meet the challenge of assessing major
events in UK waters, despite a sparsity of in situ observa-
tions. However we could be more confident in our findings
if we had more information about environmental conditions. More complete data on river discharge would help in simulat-
ing biogeochemical and ecosystem variables in the Clyde Sea
and other inshore water bodies. Widespread routine monitor-
ing of nutrient levels and phytoplankton components could
help greatly in understanding future blooms. This paper presents hypotheses to explain two unusual
blooms. We suggest that the bloom on the eastern side of
Shetland originated in Atlantic water brought north of Shet-
land by the European Slope Current. The water’s passage
eastward was retarded by a period of anomalous easterly
winds in May, and it was later steered towards the Shetland
coast by a shorter period of easterly winds. The timing was
such that there were abundant coccoliths present when this
water was close inshore. The bloom within the Clyde Sea ap- Data availability. The data products used in this article, as well
as their names, availability, and documentation, are summarised in
Table 1. State Planet, 1-osr7, 13, 2023 State Planet, 1-osr7, 13, 2023 https://doi.org/10.5194/sp-1-osr7-13-2023 CHAPTER4.1 CHAPTER4.1 CHAPTER4.1 10 R. Renshaw et al.: Coccolithophore blooms plankton to climate change, Nature Climate Change, 3, 263–267,
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Greenland–Scotland Ridge n of the Copernicus Ocean State Report (OSR7) Michael Mayer1,2,3, Takamasa Tsubouchi4, Susanna Winkelbauer1, Karin Margretha H. Larsen5,
Barbara Berx6, Andreas Macrander7, Doroteaciro Iovino8, Steingrímur Jónsson7,9, and
Richard Renshaw10
1Department of Meteorology and Geophysics, University of Vienna, 1090 Vienna, Austria
2Research Department, European Centre for Medium-Range Weather Forecasts (ECMWF),
53175 Bonn, Germany
3b.geos, 2100 Korneuburg, Austria
4Atmosphere and Ocean Department, Japan Meteorological Agency (JMA), Tokyo, 105-8431, Japan
5Faroe Marine Research Institute, Tórshavn, 100, Faroe Islands
6Marine Scotland, Aberdeen, AB11 9DB, United Kingdom
7Environmental division, Marine and Freshwater Research Institute, Hafnarfjörður, 220, Iceland
8Ocean Modeling and Data Assimilation Division, Centro Euro-Mediterraneo sui Cambiamenti
Climatici (CMCC), Bologna, 40127, Italy
9Faculty of Natural Resource Sciences, University of Akureyri, Akureyri, 600, Iceland
10Met Office, Exeter, EX1 3PB, United Kingdom
Correspondence: Michael Mayer (michael.mayer@univie.ac.at)
Received: 25 July 2022 – Discussion started: 7 October 2022
Revised: 20 January 2023 – Accepted: 20 February 2023 – Published: 27 September 2023 rnicus Ocean State Report (OSR7) ean State Report (OSR7) 9Faculty of Natural Resource Sciences, University of Akureyri, Akureyri, 600, Iceland
10 10Met Office, Exeter, EX1 3PB, United Kingdom 10Met Office, Exeter, EX1 3PB, United Kingdom Correspondence: Michael Mayer (michael.mayer@univie.ac.at) Received: 25 July 2022 – Discussion started: 7 October 2022 Revised: 20 January 2023 – Accepted: 20 February 2023 – Published: 27 September 2023 Abstract. Oceanic exchanges across the Greenland–Scotland Ridge (GSR) play a crucial role in shaping the
Arctic climate and linking with the Atlantic meridional overturning circulation. Most considered ocean reanal-
yses underestimate the observed 1993–2020 mean net inflow of warm and saline Atlantic Water of 8.0 ± 0.5 Sv
by up to 15 %, with reanalyses at 0.25◦resolution additionally exhibiting larger biases in the single inflow
branches compared to higher-resolution products. The underestimation of Atlantic Water inflow translates into
a low bias in mean oceanic heat flux at the GSR of 5 %–22 % in reanalyses compared to the observed value
of 280 ± 18 TW. Interannual variations in reanalysis transports correlate reasonably well with observed trans-
ports in most branches crossing the GSR. Observations and reanalyses with data assimilation show a marked
reduction in oceanic heat flux across the GSR of 4 %–9 % (compared to 1993–2020 means) during a biennial
(2-year-long) period centered on 2018, a record low for several products. CHAPTER4.1 CHAPTER4.1 CHAPTER4.1 Chapter 4.2 – 7th edition of the Copernicus Ocean State Report (OSR7) Chapter 4.2 – 7th edition of the Co Chapter 4.2 – 7th edition of the Copernicus Oce State Planet, 1-osr7, 14, 2023
https://doi.org/10.5194/sp-1-osr7-14-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License. ter 4.2 – 7th edition of the Copernicus Ocean State Report (O M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge 2 Table 1. CMEMS and non-CMEMS products used in this study, including information on data documentation. Product
Product ID and type
Data access
Documentation
ref. no. 1
GLOBAL_REANALYSIS_PHY_001_031 (GREPv2),
numerical models
EU Copernicus Marine Service Product (2022a)
Quality Information Document (QUID):
Desportes et al. (2022)
Product User Manual (PUM): Gounou et
al. (2022)
2
GLOBAL_MULTIYEAR_PHY_001_030 (GLORYS12V1),
numerical models
EU Copernicus Marine Service Product (2022b)
Quality Information Document (QUID):
Drévillon et al. (2022a)
Product User Manual (PUM): Drévillon et
al. (2022b)
3
Mooring-derived ocean heat transport into Arctic Mediter-
ranean from 1993 updated to July 2021
Data available at http://metadata.nmdc.no/metadata-api/
landingpage/0a2ae0e42ef7af767a920811e83784b1 (last
access: 21 March 2023); updated time series are available
from the authors upon reasonable request. Tsubouchi et al. (2020, 2021)
Observational input data for product no. 3
Iceland–Faroe branch: January 1993 to December 2020
Data for I-F branch, F-S branch, NIIC, and Faroe
Bank Channel are available at OceanSITES
(http://www.oceansites.org/tma/gsr.html, last access:
22 March 2023). Data updates are available from the
authors upon reasonable request. Hansen et al. (2015)
Faroe–Shetland branch: January 1993 to June 2021
Berx et al. (2013)
North Icelandic Irminger Current: October 1994 to July 2021
Jónsson and Valdimarsson (2012)
Faroe Bank Channel: December 1995 to April 2021
Hansen et al. (2016)
Denmark Strait: May 1996 to 2021
Jochumsen et al. (2017)
Bering Strait: August 1997 to August 2019
Woodgate (2018)
4
SEALEVEL_GLO_PHY_L4_MY_008_047 (DUACS),
satellite observations
EU Copernicus Marine Service Product (2023)
Quality Information Document (QUID):
Pujol et al. (2023)
Product User Manual (PUM): Pujol (2022)
5
Hindcast ocean simulations (no data assimilation) at 0.25◦
horizontal resolution and 50 vertical levels (GLOB4)
and 0.0625◦horizontal resolution and 98 vertical levels
(GLOB16) provided by CMCC
Data available from the authors upon reasonable request. Iovino et al. (2023)
6
Ocean reanalysis at 0.25◦horizontal resolution and 75 verti-
cal levels provided by UKMO (GloRanV14)
Data available from the authors upon reasonable request. MacLachlan et al. (2015) PTER
Table 1. CMEMS and non-CMEMS products used in this study, including information on data documentation. Product
Product ID and type
Data access
Documentation
ref. no. 1
GLOBAL_REANALYSIS_PHY_001_031 (GREPv2),
numerical models
EU Copernicus Marine Service Product (2022a)
Quality Information Document (QUID):
Desportes et al. (2022)
Product User Manual (PUM): Gounou et
al. (2022)
2
GLOBAL_MULTIYEAR_PHY_001_030 (GLORYS12V1),
numerical models
EU Copernicus Marine Service Product (2022b)
Quality Information Document (QUID):
Drévillon et al. Recent variations in oceanic transports across the
Greenland–Scotland Ridge The anomaly was associated with
a temporary reduction in geostrophic Atlantic Water inflow through the Faroe–Shetland branch and was aug-
mented by anomalously cool temperatures of Atlantic Water arriving at the GSR. The latter is linked to a recent
strengthening of the North Atlantic subpolar gyre and illustrates the interplay of interannual and decadal changes
in modulating transports at the GSR. Published by Copernicus Publications. CHAPTER4.2 CHAPTER4.2 1
Introduction The Greenland–Scotland Ridge (GSR), encompassing the
Denmark Strait, Iceland–Faroe (I-F) branch, Faroe–Shetland
(F-S) branch, and European shelf, represents the main
oceanic gateway to the so-called Arctic Mediterranean (the
ocean bounded by the GSR, Davis Strait, and Bering Strait). Oceanic transports across the GSR play an important role in
the Arctic and global climate systems. In the surface layer,
the warm and saline Atlantic Water moves northward across
the GSR and the light Polar Water flows southward mainly
through the Denmark Strait. In the lower layer, the cold and
dense water is transported southward at depth into the North
Atlantic, contributing to the lower limb of the Atlantic merid-
ional overturning circulation (Hansen and Østerhus, 2000;
Buckley and Marshall, 2016). y
)
Transports across the GSR exhibit pronounced interan-
nual variability and thereby play an important role in mod-
ulating the heat budget of the Arctic Mediterranean (e.g.,
Muilwijk et al., 2018; Mayer et al., 2016; Asbjørnsen et al.,
2019). Specifically, the inflow of warm and saline Atlantic
Water (AW) exhibits a strong co-variability with ocean heat
content, especially in the AW layer of the Arctic Mediter-
ranean (M. Mayer et al., 2022). Tsubouchi et al. (2021), us-
ing observation-based oceanic transport data (1993–2016),
revealed a step change towards stronger oceanic heat trans-
ports (OHTs) across the GSR around 2002, suggesting an
enhanced contribution of OHT to the observed warming of
the Arctic Ocean. M. Mayer et al. (2022) temporally ex-
tended the monitoring of OHT at the GSR using ocean re-
analyses and found a pronounced reduction in OHT around
2018, which could not be verified with observational data at
that time and the causes of which were not explored in detail. Observational mass-consistent estimates of oceanic trans-
ports (product ref 3) are updated to July 2021 following
Tsubouchi et al. (2021; i.e., using the same strategy to in-
fill data gaps, estimate uncertainty, and create a box inverse
model to close the volume budget). Temporal coverage and
references for the single observational estimates used as in-
put are provided in the data table (Table 1). Surface freshwa-
ter inputs by river discharge and precipitation minus evapo-
ration for 1993–2021 used as input to the box inverse model
are based on Winkelbauer et al. (2022). 1
Introduction The used reanalyses
assimilate temperature and salinity profiles available from
databases such as Hadley EN4 (Good et al., 2013), which
according to our investigations include only a small subset
of the mooring data used for our observational transport es-
timates. Currents are generally not assimilated in ocean re-
analyses. Hence, the observation-based volume fluxes repre-
sent fully independent data, while temperature fluxes repre-
sent largely independent validation data. Here, we use observational oceanic transport data at the
boundaries of the Arctic Mediterranean updated to 2021
and an extended set of ocean reanalyses to explore the pro-
nounced reduction in OHT in more detail, track it to the
main contributing oceanic branch, and relate these changes
to larger-scale climate variations on interannual and decadal
timescales. An additional aspect of this study is a more de-
tailed validation of reanalysis-based oceanic transports at the
GSR at the scale of single branches to further build trust in
the usefulness of these products for monitoring Arctic cli-
mate and its oceanic drivers. We note that quantification methods of oceanic trans-
ports in reanalyses and observations are fundamentally dif-
ferent, which needs to be kept in mind when intercomparing. The reanalysis-based estimate is based on surface-to-bottom,
coast-to-coast temperature and velocity sections across the
Arctic Mediterranean. This ensures conservation of volume
and avoids projection of potentially biased positioning of cur-
rents in the reanalyses onto the transport estimates. The ob-
servational estimate is based on the sum of 11 major ocean
current transport estimates categorized into three major wa-
ter masses – Atlantic Water (AW), Polar Water (PW), and
Overflow Water (OW) (Tsubouchi et al., 2021). An assump-
tion is that the 11 major ocean currents represent the ma-
jor water mass exchanges well across the Arctic Mediter-
ranean. This means it is important that no recirculation, e.g.,
of AW waters, remains unobserved, as this would introduce M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge 3 Copernicus Marine Environment Monitoring Service Global
Reanalysis Ensemble Product (CMEMS GREPv2, prod-
uct ref 1), consisting of ORAS5, CGLORS, GLORYS2V4,
and GloRanV14 (an improvement of GloSea5, also known
as the FOAM product, product ref 6; MacLachlan et al.,
2015). These are all run at 0.25◦horizontal resolution with
75 vertical levels and use atmospheric forcing from ERA-
Interim (Dee et al., 2011). The ensemble is complemented
with GLORYS12 version 1 (product ref 2), a reanalysis at
0.083◦horizontal resolution with 50 vertical levels driven by
ERA-Interim atmospheric forcing. Furthermore, two hind-
cast ocean simulations (i.e., with no data assimilation) at
0.25◦horizonal resolution with 50 vertical levels (GLOB4)
and 0.0625◦horizontal resolution and 98 vertical levels
(GLOB16; Iovino et al., 2023) driven by JRA55-do (Tsujino
et al., 2018) are employed to investigate the impact of resolu-
tion on oceanic volume fluxes. Heat transports from GLOB4
and GLOB16 are not assessed as these are biased due to their
setup as forced runs without data assimilation. Transports are
computed on the native grid through line integrals similar to
Pietschnig et al. (2018). State Planet, 1-osr7, 14, 2023 M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge (2022a)
Product User Manual (PUM): Drévillon et
al. (2022b)
3
Mooring-derived ocean heat transport into Arctic Mediter-
ranean from 1993 updated to July 2021
Data available at http://metadata.nmdc.no/metadata-api/
landingpage/0a2ae0e42ef7af767a920811e83784b1 (last
access: 21 March 2023); updated time series are available
from the authors upon reasonable request. Tsubouchi et al. (2020, 2021)
Observational input data for product no. 3
Iceland–Faroe branch: January 1993 to December 2020
Data for I-F branch, F-S branch, NIIC, and Faroe
Bank Channel are available at OceanSITES
(http://www.oceansites.org/tma/gsr.html, last access:
22 March 2023). Data updates are available from the
authors upon reasonable request. Hansen et al. (2015)
Faroe–Shetland branch: January 1993 to June 2021
Berx et al. (2013)
North Icelandic Irminger Current: October 1994 to July 2021
Jónsson and Valdimarsson (2012)
Faroe Bank Channel: December 1995 to April 2021
Hansen et al. (2016)
Denmark Strait: May 1996 to 2021
Jochumsen et al. (2017)
Bering Strait: August 1997 to August 2019
Woodgate (2018)
4
SEALEVEL_GLO_PHY_L4_MY_008_047 (DUACS),
satellite observations
EU Copernicus Marine Service Product (2023)
Quality Information Document (QUID):
Pujol et al. (2023)
Product User Manual (PUM): Pujol (2022)
5
Hindcast ocean simulations (no data assimilation) at 0.25◦
horizontal resolution and 50 vertical levels (GLOB4)
and 0.0625◦horizontal resolution and 98 vertical levels
(GLOB16) provided by CMCC
Data available from the authors upon reasonable request. Iovino et al. (2023)
6
Ocean reanalysis at 0.25◦horizontal resolution and 75 verti-
cal levels provided by UKMO (GloRanV14)
Data available from the authors upon reasonable request. MacLachlan et al. (2015)
lanet, 1-osr7, 14, 2023
https://doi.org/10.5194/sp-1-osr7-14-2 CHAPTER4.2 CHAPTER4.2 M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge 2
Data and methods We use monthly data from a comprehensive set of ocean
reanalyses to compute oceanic transports across the GSR,
Davis Strait, and Bering Strait. The latter two straits are cal-
culated to close the volume budget and obtain unambiguous
net heat transport into the Arctic Mediterranean (Schauer
and Beszczynska-Möller, 2009). Inflow (positive) has been
defined as positive towards the Arctic Mediterranean. The
employed products are an updated ensemble based on the https://doi.org/10.5194/sp-1-osr7-14-2023 State Planet, 1-osr7, 14, 2023 CHAPTER4.2 CHAPTER4.2 M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge Figure 1. Map of the Greenland–Scotland Ridge region, schematically depicting shallow shelf water and deep water, major AW inflow (red
arrows) and OW outflow (blue arrows) branches (DS stands for Denmark Strait, and FBC stands for Faroe Bank Channel), the location
of oceanic moorings used for deriving the observation-based transport estimates (yellow bars), and the section used for the computation
of transports from ocean reanalyses (dashed green line). Adapted from OceanSITES (http://www.oceansites.org/tma/gsr.html, last access:
20 March 2023, Fig. 1). Figure 1. Map of the Greenland–Scotland Ridge region, schematically depicting shallow shelf water and deep water, major AW inflow (red
arrows) and OW outflow (blue arrows) branches (DS stands for Denmark Strait, and FBC stands for Faroe Bank Channel), the location
of oceanic moorings used for deriving the observation-based transport estimates (yellow bars), and the section used for the computation
of transports from ocean reanalyses (dashed green line). Adapted from OceanSITES (http://www.oceansites.org/tma/gsr.html, last access:
20 March 2023, Fig. 1). biases into the observational estimate. This assumption has
been assessed and confirmed many times over the last 2
decades from establishment of sustained hydrographic sec-
tions in the GSR in the 1990s (e.g., Dickson et al., 2008)
to recent oceanographic surveys to capture ocean circulation
in the GSR for AW (e.g., Berx et al., 2013; Hansen et al.,
2017; Rossby et al., 2018; Jónsson and Valdimarsson, 2012)
and OW (Hansen et al., 2018). We also note that remaining
uncertainties arising from potential undersampling are taken
into account in the observational estimate obtained through
the inverse model. For reference, Fig. 1 shows pathways of
major flows across the GSR and the locations of considered
oceanic moorings and the sections used for evaluation of re-
analyses. biases into the observational estimate. 2
Data and methods This assumption has
been assessed and confirmed many times over the last 2
decades from establishment of sustained hydrographic sec-
tions in the GSR in the 1990s (e.g., Dickson et al., 2008)
to recent oceanographic surveys to capture ocean circulation
in the GSR for AW (e.g., Berx et al., 2013; Hansen et al.,
2017; Rossby et al., 2018; Jónsson and Valdimarsson, 2012)
and OW (Hansen et al., 2018). We also note that remaining
uncertainties arising from potential undersampling are taken
into account in the observational estimate obtained through
the inverse model. For reference, Fig. 1 shows pathways of
major flows across the GSR and the locations of considered
oceanic moorings and the sections used for evaluation of re-
analyses. for observational products (see references for more details,
e.g., Eldevik et al 2009). We additionally use sea level anomaly (SLA) data pro-
vided through CMEMS (product ref 4) for investigating
drivers of observed OHT anomalies. The global mean SLA
trend is removed before computation of the presented diag-
nostics. Deseasonalized anomalies are based on the 1993–2019 cli-
matologies, i.e., the period for which all data are available. Anomaly time series have a 12-monthly temporal smoother
applied to emphasize interannual variations. Confidence lev-
els (95 % is set as threshold for significance testing) for tem-
poral correlations take auto-correlation of the involved time
series into account (see Oort and Yienger, 1996). As in M. Mayer et al. (2022), we assume total uncertainties
in monthly mean observations (provided in Tsubouchi et al.,
2021) to consist of roughly half systematic and half random
errors; i.e., the two contributions are the total uncertainty re-
duced by a factor of 1/
√
2. Consequently, the contribution
of random errors to uncertainties in long-term mean obser-
vational estimates is further reduced by a factor of 1/
√
N,
where N is the number of years, and deseasonalized anoma-
lies only include the random errors. State Planet, 1-osr7, 14, 2023 3.1
General evaluation of transports of water masses
across the GSR The main discrepancy is the under-
estimation of I-F inflow and overestimation of F-S inflow
by all GREP reanalyses, while the high-resolution products
GLORYS12 and GLOB16 are in much better agreement with
observations. Direct comparison of GLOB16 to GLOB4 con-
firms that overestimation of F-S volume flux is reduced when
going from 0.25 to 0.0625◦resolution. This suggests that
increased resolution, along with more realistic bathymetry,
improves representation of inflow pathways in the reanaly-
ses. We also note that temporal anomaly correlations with
observed I-F volume fluxes are low (Pearson correlation co-
efficients r range from −0.03 to 0.26 and are statistically in-
significant) for all reanalyses but are substantially higher for
F-S volume fluxes (r ranges from 0.30 to 0.71 and is statisti-
cally significant for all products with data assimilation). Figure 2e shows deseasonalized anomalies of AW vol-
ume flux, with a 12-monthly smoother applied to emphasize
interannual variability. Typical variability is similar across
observations (temporal standard deviation σ = 0.35 Sv) and
reanalyses (σ ranges between 0.22 and 0.47 Sv). Temporal
correlations between reanalyzed and observed AW inflow
anomalies are moderately high (r ranges between 0.39 and
0.60 and is statistically significant for all products; see the
legend of the plot for values). Figure 2f shows anomalies of total oceanic heat flux across
the GSR, which show similar variability to AW volume flux;
i.e., the strength of AW inflow modulates not only the sea-
sonal cycle of the total GSR heat flux but also its interannual
variations (r ranges from 0.86 to 0.91). GSR total heat flux
from reanalyses is in slightly better agreement with observa-
tions than AW volume fluxes (r ranges between 0.51 and 0.63
and is statistically significant for all products; see the legend
of the plot for values). Figure 2f also shows a prominent neg-
ative heat flux anomaly centered around the year 2018, which
has already been noted by M. Mayer et al. (2022) for net heat
transport into the Arctic Mediterranean. Figure 2d shows the mean annual cycle of heat flux across
the GSR, i.e., the sum of sensible heat transported by all wa-
ters crossing the GSR. The mean annual cycle of GSR heat
fluxes generally follows that of AW volume fluxes, with a
minimum between boreal spring and early summer and a
maximum in fall and early winter. 3.1
General evaluation of transports of water masses
across the GSR The AW net flow from high-
resolution products does not stand out compared to the 0.25◦
products and is close to the GREP mean. Agreement is also
good for the PW outflow, where all products show the ob-
served seasonal maximum flow in boreal winter. The range
of reanalysis-based estimates is large in a relative sense, with
the observations lying in the middle of the range. There is
less coherence across products concerning the OW trans-
ports. GLORYS12, GLORYS2V4, and CGLORS are close
to observations, with rather persistent overflow on the order
of −5.4 Sv and seasonal variations that agree with the obser-
vations. Other products tend to have overflows that are too
weak (most notably ORAS5), and some also exhibit biases
in the representation of the annual cycle (e.g., GloRanV14). The net heat transport is clearly related to the strength
of AW inflow, but even CGLORS, which has a higher AW
mean volume flux (8.3 Sv) than observations, has a negative
net heat flux bias. The reason is that all reanalyses exhibit a
warm bias in outflowing OW (not shown) and a cold bias
in Davis Strait inflow (see Pietschnig et al., 2018). Based
on M. Mayer et al. (2022) and taking oceanic storage into
account, the energy-budget-based estimate of the net heat
boundary transport suggests even higher values (∼348 TW)
than observations. This inferred value appears high, but we
note that this indirect approach has been applied successfully
to infer observation-based oceanic transports in the North At-
lantic (Trenberth and Fasullo, 2017; Liu et al., 2020; J. Mayer
et al., 2022) and the central Arctic (Mayer et al., 2019), and
hence it is deemed credible. This estimate at least adds con-
fidence to the conclusion that the observational estimate of
oceanic heat transport is not biased high. Table 3 also con-
firms that long-term averages for heat flux across the GSR
are qualitatively very similar to the net heat transport; i.e.,
heat fluxes across the GSR are the dominant contributor to
oceanic heat transport into the Arctic Mediterranean. Table 2 additionally includes long-term average volume
fluxes in the main AW inflow branches (North Icelandic
Irminger Current (NIIC), I-F branch, F-S branch, and Euro-
pean shelf). The reanalysis-based estimates generally agree
well with observations. 3.1
General evaluation of transports of water masses
across the GSR Figure 2 presents mean annual cycles and anomaly time se-
ries of relevant oceanic transport quantities at the GSR. It
is complemented with long-term averages shown in Table 2
(volume fluxes) and Table 3 (heat fluxes). Observations show
seasonally varying AW inflow across the GSR (8.0 ± 0.5 Sv;
mean ± standard deviation of the mean reported through-
out, unless explicitly stated) with a maximum in Decem-
ber and minimum in June–July (Fig. 2a). The AW inflow
is largely balanced by PW (Fig. 2c; −1.8± 0.7 Sv) and OW
(Fig. 2b; −5.6 ± 0.3 Sv) outflow, yielding a relatively small
net volume flux across the GSR of 0.7 Sv (balanced by flows
through Bering and Davis straits). The PW outflow exhibits Transported water masses at the GSR are decomposed into
AW, PW, and OW, largely following Eldevik et al. (2009). PW is defined as T < 4 ◦C and σθ < 27.7 kg m−3. OW is
defined as σθ > 27.8 kg m−3. The rest (i.e., waters with
σθ < 27.8 kg m−3 with PW taken out) is considered AW. Note that these definitions have been revised from M. Mayer
et al. (2022). Water mass decomposition is performed each
month based on the monthly temperature and salinity fields
in the reanalyses. These definitions are similar to those used State Planet, 1-osr7, 14, 2023 https://doi.org/10.5194/sp-1-osr7-14-2023 CHAPTER4.2 M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge 5 an annual cycle balancing the AW inflow (i.e., maximum out-
flow in boreal winter), while the OW exchange is more stable
throughout the year (i.e., small annual cycle). all reanalyses exhibit lower net heat transport (by ∼16 %
for the GREP mean of 256 ± 19 TW) than that observed
(306 ± 19 TW; 311 ± 20 TW when including sea ice). GLO-
RYS12 exhibits a mean net heat flux similar to the GREP
mean, but we note that all GREP reanalyses have AW in-
flux that is too strong in the F-S branch (Table 2), where the
climatologically warmest waters cross the GSR, and thus en-
hance the heat flux in those products for the wrong reason. All reanalyses but one (CGLORS) underestimate AW in-
flow across the GSR when compared to observations, but
the shape of the annual cycle of all estimates is in good
agreement with observations. https://doi.org/10.5194/sp-1-osr7-14-2023 M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge 6 n annual cycle of (a) AW volume flux, (b) OW volume flux, (c) PW volume flux, and (d) GSR total (AW + PW + OW) heat
anomalies of (e) AW volume flux and (f) GSR total heat flux. The red shading indicates ±1 standard error in the observational
correlations of reanalyses with observations are provided in the legends. re 2 Mean annual cycle of (a) AW volume flux (b) OW volume flux (c) PW volume flux and (d) GSR total (AW + PW + OW) heat Figure 2. Mean annual cycle of (a) AW volume flux, (b) OW volume flux, (c) PW volume flux, and (d) GSR total (AW + PW + OW) heat
flux. Temporal anomalies of (e) AW volume flux and (f) GSR total heat flux. The red shading indicates ±1 standard error in the observational
data. Temporal correlations of reanalyses with observations are provided in the legends. State Planet, 1-osr7, 14, 2023 3.1
General evaluation of transports of water masses
across the GSR Seasonal minima and max-
ima in GSR heat flux co-occur with those of AW volume flux;
i.e., seasonal variations in heat flux are largely volume flux
driven, and the seasonal cycle in volume-weighted tempera-
tures is in phase. Since net volume flux across the GSR is small, the ambi-
guity arising from the choice of reference temperature can
be considered small as well. However, for the long-term av-
erages we focus on net heat transport into the Arctic Mediter-
ranean, i.e., the sum of heat fluxes across the GSR, plus those
through Bering and Davis straits. Values in Table 3 show that State Planet, 1-osr7, 14, 2023 https://doi.org/10.5194/sp-1-osr7-14-2023 CHAPTER4.2 CHAPTER4.2 CHAPTER4.2 M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridg 3.2
Spatial structure of the July 2017–June 2019
transport anomaly in the biennial (2-year-long) signal of average anomalies in
July 2017–June 2019. Figure 3c shows that during this period
strong warm anomalies were present over 0–400 m depth in
the eastern Denmark Strait, and warm anomalies are also
seen in the F-S branch. The latter suggests a temporary deep-
ening of the AW layer. Velocity anomalies for the July 2017–
June 2019 period (Fig. 3d) suggest that the positive temper-
ature anomalies in the eastern Denmark Strait are driven by
enhanced NIIC transports. The strongest and deepest veloc-
ity anomaly in July 2017–June 2019 is located in the eastern
part of the F-S branch, where reduced inflow is present from
the surface down to the interface at ∼600 m, and hence we
focus on this branch next. Negative anomalies are also seen in To set the scene for further investigation, we present climato-
logical temperatures and currents at the GSR based on GLO-
RYS12 in Fig. 3a and b, respectively. Comparison with anal-
ogous figures based on the GREP (shown in M. Mayer et al.,
2022) allows us to appreciate the benefits of increased reso-
lution (0.08 vs. 0.25◦resolution), including a more distinct
representation of inflow and outflow branches and a more
spatially variable bathymetry, especially in the I-F branch. Next, we investigate the recent reduction in AW volume
and GSR heat fluxes in more detail. This is most prominent State Planet, 1-osr7, 14, 2023 https://doi.org/10.5194/sp-1-osr7-14-2023 CHAPTER4.2 M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge .: Recent variations in oceanic transports across the Greenland–Scotland Ridge
tude–depth sections of (a) mean temperature (with water mass boundaries indicated), (b) mean velocity, (c)
temperature, and (d) July 2017–June 2019 anomalous velocity across the GSR based on GLORYS12 (stippl
malies are > 2σ of biennial anomalies). Note that the section does not go along the shallowest part of the Den
where, leading to deeper trenches in some places (see also Fig. 1). Time series of (e) anomalous volume an
through the Faroe–Shetland branch, where the red shading indicates ±1 standard error in the observational
eanalyses with observations are provided in the legends. /10.5194/sp-1-osr7-14-2023
State Planet, 1-o 7 Figure 3. 3.2
Spatial structure of the July 2017–June 2019
transport anomaly GSR total
PW
OW
AW
AW NIIC
AW I-F
AW F-S
Shelf
Observations
0.7 ± 0.9
−1.8 ± 0.7
−5.6 ± 0.3
8.0 ± 0.5
0.9 ± 0.1
3.8 ± 0.3
2.7 ± 0.3
0.6 ± 0.3
GREP mean
1.2 ± 0.6
−1.2 ± 0.5
−5.0 ± 0.5
7.4 ± 0.6
0.9 ± 0.2
2.5 ± 0.4
3.5 ± 0.6
0.5 ± 0.2
ORAS5
1.8
−0.6
−4.4
6.8
1.2
2.6
2.8
0.2
CGLORS
1.4
−1.5
−5.4
8.3
0.8
2.8
3.9
0.8
GLORYS2V4
1.0
−0.9
−5.4
7.3
0.8
2.6
3.3
0.6
GloRanV14
0.4
−1.8
−5.0
7.2
0.9
1.9
4.1
0.3
GLORYS12
1.0
−1.0
−5.3
7.3
1.0
3.3
2.4
0.6
GLOB16
−0.2
−2.6
−4.9
7.4
0.6
3.2
3.0
0.6
GLOB4
1.2
−2.7
−4.4
8.3
0.8
3.2
3.7
0.6 Table 3. Long-term mean of total heat flux across the GSR and into
the Arctic Mediterranean (total GSR transports plus Bering Strait
and Davis Strait transports). The energy-budget-based transport es-
timate is taken from M. Mayer et al. (2022) and by definition can
only be provided for a closed area like the Arctic Mediterranean. All values are based on 1993–2020 data. Values are given in TW. to be related to a shift towards generally higher AW volume
flux around 2016 (see Fig. 2e). This is not seen in any of the
other products. Temperature transport anomalies in the F-S branch are
strongly correlated with volume flux anomalies (compare
Fig. 3e and f), and there is a clear reduction in F-S
branch temperature flux in July 2017–June 2019 of −21.9,
−24.1, and −16.1 TW in the observations, GREP_mean, and
GLORYS12, respectively. The contribution of temperature
anomalies in the F-S branch during that time was small,
with biennial anomalies of observed volume-weighted tem-
peratures between −0.2 and −0.1 K (similar for all prod-
ucts). The total AW heat flux anomaly for July 2017–June
2019 was −11.0, −22.5, and −19.4 TW in observations,
GREP_mean, and GLORYS12, respectively. Thus, the re-
duction in GSR heat transports during that period was mainly
driven by a reduction in volume inflow through the F-S
branch. It was only partly offset by compensating trans-
port anomalies in other branches. Very similar biennial heat
transport anomalies for the total GSR (−11.1, −20.9, and
−19.3 TW for observations, GREP_mean, and GLORYS12,
respectively) confirm AW as the main driver of heat flux vari-
ability across the GSR. 3.2
Spatial structure of the July 2017–June 2019
transport anomaly Longitude–depth sections of (a) mean temperature (with water mass boundaries indicated), (b) mean velocity, (c) July 2017–June
2019 anomalous temperature, and (d) July 2017–June 2019 anomalous velocity across the GSR based on GLORYS12 (stippling denotes grid
cells where anomalies are > 2σ of biennial anomalies). Note that the section does not go along the shallowest part of the Denmark Strait and
I-F Ridge everywhere, leading to deeper trenches in some places (see also Fig. 1). Time series of (e) anomalous volume and (f) anomalous
temperature flux through the Faroe–Shetland branch, where the red shading indicates ±1 standard error in the observational data. Temporal
correlations of reanalyses with observations are provided in the legends. Figure 3. Longitude–depth sections of (a) mean temperature (with water mass boundaries indicated), (b) mean velocity, (c) July 2017–June
2019 anomalous temperature, and (d) July 2017–June 2019 anomalous velocity across the GSR based on GLORYS12 (stippling denotes grid
cells where anomalies are > 2σ of biennial anomalies). Note that the section does not go along the shallowest part of the Denmark Strait and
I-F Ridge everywhere, leading to deeper trenches in some places (see also Fig. 1). Time series of (e) anomalous volume and (f) anomalous
temperature flux through the Faroe–Shetland branch, where the red shading indicates ±1 standard error in the observational data. Temporal
correlations of reanalyses with observations are provided in the legends. CHAPTER4.2
https://doi.org/10.5194/sp-1-osr7-14-2023
State Planet, 1-osr7, 14, 2023 State Planet, 1-osr7, 14, 2023 https://doi.org/10.5194/sp-1-osr7-14-2023 CHAPTER4.2 M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridg 8 Table 2. Long-term mean of volume flux in different water masses and branches across the GSR. Observational European shelf volume
fluxes are based on Østerhus et al. (2019). All values are based on 1993–2020 (since observational data do not completely cover 2021) data,
except for GLOB16 and GLOB4 (based on 1993–2019 data). Values are given in Sv. Table 2. Long-term mean of volume flux in different water masses and branches across the GSR. Observational European shelf volume
fluxes are based on Østerhus et al. (2019). All values are based on 1993–2020 (since observational data do not completely cover 2021) data,
except for GLOB16 and GLOB4 (based on 1993–2019 data). Values are given in Sv. 3.2
Spatial structure of the July 2017–June 2019
transport anomaly GSR total
Arctic
Mediterranean
Observations
280 ± 18
306 ± 19
GREP mean
243 ± 21
256 ± 19
ORAS5
219
239
CGLORS
265
276
GLORYS2V4
234
242
GloRanV14
255
269
GLORYS12
243
252
Based on the energy budget
–
348 the overflow from 600 to 1000 m depth. There is some com-
pensation by positive velocity anomalies in the western F-S
(meaning reduced southward flow there), but the effect of the
eastern F-S anomaly dominates, and the net F-S volume flux
anomaly was clearly reduced during this period (see below). We note that these main features are also similar in anomaly
sections based on the GREP ensemble mean (not shown). State Planet, 1-osr7, 14, 2023 4
Conclusions with higher SLA in the SPG (i.e., a weaker gyre) associated
with higher volume-weighted temperature and vice versa. Although correlations are high (r up to 0.69) in the SPG re-
gion, they are not statistically significant. The cause may be
the low number of degrees of freedom, as the SLA in the
SPG exhibits high temporal auto-correlation (see Fig. 4d dis-
cussed below). Reanalysis-based oceanic transports show generally good
agreement with observations on the scale of single branches
of the GSR, in terms of both mean and variability in volume
and heat fluxes. There is some indication that the higher-
resolution products have a better representation of AW in-
flow in the I-F and F-S branches. All considered products
underestimate net heat flux into the Arctic Mediterranean. The magnitude of the low bias is correlated with the strength
of AW volume flux, but a warm bias in OW and cold bias in
Davis Strait inflow further add to the found net heat flux bias. We reiterate that reanalysis-based and observational trans-
port estimates are obtained in different ways (closed line in-
tegrations versus measurements from 11 branches with an in-
verse model applied), but, as elaborated in Sect. 2, we deem
this a fair and robust approach for an intercomparison. The
energy-budget-based estimate from M. Mayer et al. (2022)
suggests even higher net heat flux than oceanic observations,
which confirms the underestimation of heat transports by the
ocean reanalyses. A much smaller discrepancy was found
in an analogous comparison of observed oceanic transports
into the central Arctic and an energy-budget-based estimate
(Mayer et al., 2019), potentially reflecting the different obser-
vational strategies in Fram Strait and the Barents Sea Open-
ing compared to the GSR (see, e.g., Dickson et al., 2008) or
potential biases in the employed energy budget fields over
the Nordic Seas. Actual SLA anomalies averaged over July 2017–June
2019 (Fig. 4c) indicate a weakened zonal SLA gradient at
the GSR, albeit not very strongly pronounced, and anoma-
lously low SLA in the SPG region. According to the correla-
tion patterns discussed above, these two features suggest re-
duced AW volume flux (as suggested by patterns in Fig. 4a)
and anomalously low AW volume-weighted temperatures (as
suggested by patterns in Fig. 4b). We also note the positive
SLA anomalies north of the GSR with a maximum in the
central Nordic Seas. 4
Conclusions To put these results in context, we define two SLA-based
indices (shown in Fig. 4d) from the correlation patterns found
in Fig. 3a and b. The similarity of the correlations in Fig. 4a
to the correlations between total OHT at the GSR and SLA
shown in M. Mayer et al. (2022) reinforces use of their
gradient-based index (i.e., standardized SLA difference be-
tween 58–60◦N, 2–0◦W and 63–67◦N, 20–15◦W). This in-
dex is correlated with AW volume flux anomalies (r = 0.62
for observed transports, ranging from 0.47 to 0.70 for reanal-
yses, which is statistically significant in all cases). The sec-
ond index uses spatial SLA averages in the North Atlantic re-
gion (55–60◦N and 40–15◦W) as an inverse proxy for SPG
strength. This index is correlated with anomalies of volume-
weighted temperatures of AW transports. The two indices
in Fig. 4d show different characteristics, with the SPG in-
dex varying on decadal timescales, while the gradient index
shows stronger interannual variations. The SPG index has
been negative since ∼2014, which suggests a strong SPG
and lower inflow temperatures in recent years, in agreement
with results by Hátún and Chafik (2018). This SPG index ex-
hibits two minima during the July 2017–June 2019 period,
although these are not extreme relative to the entire time se-
ries. All reanalyses with data assimilation and observations
show a pronounced reduction in OHT during the 2-year pe-
riod July 2017–June 2019, with some recovery after that. Comparison of observed SLA patterns during this period
with statistical relationships between SLA and oceanic trans-
ports suggests that this reduction arose from a combination
of interannual- (i.e., reduced zonal SLA gradient at the GSR)
and decadal-scale changes (i.e., strong SPG in recent years). Another potential factor contributing to the OHT reduction
during July 2017–June 2019 may have been the positive SLA
anomalies centered in the Nordic Seas (Fig. 4c), which Chat-
terjee et al. (2018) have related to a weakened gyre circu-
lation in the Nordic Seas and may have contributed to the
weakened AW inflow as well. Figure 4e shows volume-weighted temperatures of AW
waters from different products and confirms their overall de-
crease in recent years. Comparison with the SPG index in
Fig. 4d suggests a generally delayed response of volume-
weighted temperature in Atlantic inflow water at the GSR to
SPG strength. 3.3
Relationships between sea level and AW inflow For a better understanding of mechanisms contributing to the
GSR transport anomaly around 2018, we first consider ba-
sic statistical relationships between SLA and oceanic quan-
tities. We find a statistically significant temporal correlation
of the zonal SLA gradient at GSR with observed AW vol-
ume flux anomalies (Fig. 4a), which is plausible in terms of
geostrophic balance. The correlation pattern looks very sim-
ilar when performed with the F-S branch volume flux alone
(not shown). The pattern of temporal correlation between the
SLA field and observed anomalies of volume-weighted tem-
perature of AW transports (Fig. 4b) is distinct from the re-
lationship with AW volume flux (compare Fig. 4a). It em-
phasizes SLA in the North Atlantic subpolar gyre (SPG), Observations and all reanalyses show large negative
F-S volume inflow anomalies of −0.61, −0.56, −0.34,
and −0.24 Sv in the observations, GREP_mean, GLO-
RYS12, and GLOB16, respectively, during July 2017–June
2019 (Fig. 3e). In four out of seven datasets, this is the
overall biennial minimum of the 1993–2021 record (not
shown). The total AW volume flux anomaly for that pe-
riod was −0.24, −0.53, −0.37, and +0.08 Sv in the obser-
vations, GREP_mean, GLORYS12, and GLOB16, respec-
tively. Thus, F-S volume flux anomalies were partly com-
pensated by other AW branches, with no very clear signal in
any of them (not shown). Only GLOB16 exhibits a positive
AW volume flux anomaly during that period, which appears State Planet, 1-osr7, 14, 2023 https://doi.org/10.5194/sp-1-osr7-14-2023 CHAPTER4.2 M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge 9 M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge 10 Figure 4. Correlation of observation-based (a) AW volume flux and (b) AW flux-weighted temperature with SLA with a 12-monthly
smoother applied. (c) SLA anomaly in July 2017–June 2019. (d) Temporal evolution (standardized) of two SLA-based indices based on the
zonal SLA gradient at GSR and the SLA in the SPG region. (e) Temporal evolution of volume-weighted temperature (T _weight) anomalies
of Atlantic waters at the GSR (red shading indicates ±1 standard error in the observational data, and temporal correlations of reanalyses with
observations are provided in the legend). Stippling in (a) and (b) denotes statistically significant correlations on the 95 % confidence level. Figure 4. Correlation of observation-based (a) AW volume flux and (b) AW flux-weighted temperature with SLA with a 12-monthly
smoother applied. (c) SLA anomaly in July 2017–June 2019. (d) Temporal evolution (standardized) of two SLA-based indices based on the
zonal SLA gradient at GSR and the SLA in the SPG region. (e) Temporal evolution of volume-weighted temperature (T _weight) anomalies
of Atlantic waters at the GSR (red shading indicates ±1 standard error in the observational data, and temporal correlations of reanalyses with
observations are provided in the legend). Stippling in (a) and (b) denotes statistically significant correlations on the 95 % confidence level. The presented results indicate that decadal predictions of
the SPG strength, which have been shown to exhibit skill
(e.g., Robson et al., 2018; Borchert et al., 2021), may also
allow us to infer near-term trends in OHT across the GSR. Another implication is that the strong interannual-to-decadal
variability in OHT across the GSR hampers detection of
longer-term (forced and unforced) trends in observed OHT,
an aspect in which climate simulations show large spread
(Burgard and Notz, 2017). Continued in situ monitoring of
OHT, complemented with reanalysis efforts, is thus needed
to provide observationally constrained time series of suffi-
cient length for climate model validation. Author contributions. MM and TT conceptualized the study. All
co-authors were involved with data preparation and analysis, as well
as interpretation of results. MM prepared the manuscript with con-
tributions from all co-authors. Author contributions. MM and TT conceptualized the study. All
co-authors were involved with data preparation and analysis, as well
as interpretation of results. MM prepared the manuscript with con-
tributions from all co-authors. Competing interests. The contact author has declared that none
of the authors has any competing interests. Disclaimer. 4
Conclusions Lagged correlation analysis indeed suggests
positive correlations peaking (at values around 0.3 to 0.5, de-
pending on the dataset) when temperatures are lagging the
SPG index ∼2–3 years (not shown), but the correlations are
not significant due to the high auto-correlation of time series. Our results also reveal a delayed response of AW inflow
temperatures to SPG strength. This is consistent with ear-
lier studies finding anti-correlation between SPG strength
and GSR heat transport (Häkkinen et al., 2011; Hátún et al.,
2005). Specifically, the generally weaker SPG during ∼1997
and ∼2014 (with more pronounced minima in 1997–1998,
2010–2011, and 2003–2006; see Hátún and Chafik, 2018)
was associated with warm inflow temperatures and stronger
OHT after 2001 (Tsubouchi et al., 2021). After that point,
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26-279-2022, 2022. https://doi.org/10.5194/sp-1-osr7-14-2023 Bentsen, M., Böning, C. W., Bozec, A., Chassignet, E. P., Cur-
chitser, E., Boeira Dias, F., Durack, P. J., Griffies, S. M., Harada,
Y., Ilicak, M., Josey, S. A., Kobayashi, C., Kobayashi, S., Ko-
muro, Y., Large, W. G., Le Sommer, J., Marsland, S. J., Masina,
S., Scheinert, M., Tomita, H., Valdivieso, M., and Yamazaki, D.:
JRA-55 based surface dataset for driving ocean–sea-ice models
(JRA55-do), Ocean Model., 130, 79–139, 2018.
Winkelbauer, S., Mayer, M., Seitner, V., Zsoter, E., Zuo, H., and
Haimberger, L.: Diagnostic evaluation of river discharge into the Intense wind-driven coastal upwelling in the Balearic
Islands in response to Storm Blas (November 2021) ition of the Copernicus Ocean State Report (OSR7) Baptiste Mourre1, Emma Reyes1, Pablo Lorente2, Alex Santana1, Jaime Hernández-Lasheras1,
Ismael Hernández-Carrasco1, Maximo García-Jove1, and Nikolaos D. Zarokanellos1
1SOCIB, Balearic Islands Coastal Observing and Forecasting System, 07122 Palma, Spain
2Puertos del Estado, 28042 Madrid, Spain Baptiste Mourre1, Emma Reyes1, Pablo Lorente2, Alex Santana1, Jaime Hernández-Lasheras1,
Ismael Hernández-Carrasco1, Maximo García-Jove1, and Nikolaos D. Zarokanellos1
1SOCIB, Balearic Islands Coastal Observing and Forecasting System, 07122 Palma, Spain
2Puertos del Estado, 28042 Madrid, Spain Baptiste Mourre1, Emma Reyes1, Pablo Lorente2, Alex Santana1, Jaime Hernández-Lasheras1,
Ismael Hernández-Carrasco1, Maximo García-Jove1, and Nikolaos D. Zarokanellos1
1SOCIB, Balearic Islands Coastal Observing and Forecasting System, 07122 Palma, Spain
2Puertos del Estado, 28042 Madrid, Spain rnicus Ocean State Report (OSR7) Correspondence: Baptiste Mourre (bmourre@socib.es) Correspondence: Baptiste Mourre (bmourre@socib.es)
Received: 3 August 2022 – Discussion started: 30 September 2022
Revised: 10 March 2023 – Accepted: 31 March 2023 – Published: 27 September 2023 Received: 3 August 2022 – Discussion started: 30 September 2022
Revised: 10 March 2023 – Accepted: 31 March 2023 – Published: 27 September 2023 Abstract. This article analyses the Balearic Islands wind-driven coastal upwelling in response to the intense
and long-lasting Storm Blas, which affected the western Mediterranean Sea in November 2021. The storm was
associated with a pronounced pressure low, generating heavy rains and intense winds and showing some char-
acteristics of a tropical cyclone. The Balearic Islands area was particularly affected since the core of the storm
was moving over a 1-week-long period from the south-west of this area to just above the islands of Menorca
and Mallorca. High-resolution regional forecast models indicated that the intense north-easterly winds blowing
over the region during the first days of the storm led to the development of intense upwellings along the north-
western coasts of the islands of Mallorca and Ibiza together with a reversal of the surface current. While the
clouds associated with the storm prevented the radiometers on board satellites to precisely observe the evolution
of the sea surface signature of the upwelling, signals of enhanced chlorophyll concentration were still detected in
the upwelling region. The high-resolution Western Mediterranean Operational Prediction System model, which
downscales the Copernicus Marine Service Mediterranean predictions, is used to describe the characteristics of
this intense coastal-upwelling event, as well as to analyse its singularity over the past-9-year time series through
the comparison of different coastal-upwelling indices. 1https://www.aemet.es/en/conocermas/borrascas/2021-2022/
estudios_e_impactos/blas (last access: 14 April 2023) Intense wind-driven coastal upwelling in the Balearic
Islands in response to Storm Blas (November 2021) The upwelling event is found to have a duration of 3 d
(considering its effects on the sea surface temperature) with a spatial offshore extension of around 20 km. It was
characterized by intense cold coastal sea surface anomalies of around 6 ◦C. While it was the most intense event
over the past 9 years in terms of local cross-shore sea surface temperature gradients, it is ranked second in terms
of the intensity of cross-shelf transports, behind the Storm Gloria upwelling event in January 2020. This study
demonstrates the benefits of operational oceanography for the characterization of extreme events through the
provision of time series of high-resolution modelling results in the coastal area. an State Report (OSR7) Published by Copernicus Publications. M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge Climate, 32, 7915–7934, 2019. Mayer, M., Tsubouchi, T., von Schuckmann, K., Seitner, V.,
Winkelbauer, S., Haimberger, L.: Atmospheric and oceanic
contributions to observed Nordic Seas and Arctic Ocean
Heat Content variations 1993–2020, in: Copernicus Ocean
State Report, Issue 6, J. Oper. Oceanogr., 15, s119–s126,
https://doi.org/10.1080/1755876X.2022.2095169, 2022. Tsubouchi, T., Våge, K., Hansen, B., Larsen, K. M. H., Østerhus, S.,
Johnson, C., Jónsson, S., and Valdimarsson, H.: Increased ocean
heat transport into the Nordic Seas and Arctic Ocean over the
period 1993–2016, Nat. Clim. Change, 11, 21–26, 2021. Muilwijk, M., Smedsrud, L. H., Ilicak, M., and Drange, H.: Atlantic
Water heat transport variability in the 20th century Arctic Ocean
from a global ocean model and observations, J. Geophys. Res.-
Oceans, 123, 8159–8179, 2018. Tsujino, H., Urakawa, S., Nakano, H., Small, R. J., Kim, W. M., Yeager, S. G., Danabasoglu, G., Suzuki, T., Bamber, J. L., State Planet, 1-osr7, 14, 2023 https://doi.org/10.5194/sp-1-osr7-14-2023 CHAPTER4.2 M. Mayer et al.: Recent variations in oceanic transports across the Greenland–Scotland Ridge
13 13 Woodgate,
R. A.:
Increases
in
the
Pacific
inflow
to
the
Arctic
from
1990
to
2015,
and
insights
into
seasonal
trends
and
driving
mechanisms
from
year-round
Bering
Strait
mooring
data,
Prog. Oceanogr.,
160,
124–154,
https://doi.org/10.1016/j.pocean.2017.12.007, 2018 (data avail-
able at: http://psc.apl.washington.edu/HLD/Bstrait/bstrait.html,
last access: 22 March 2023). Bentsen, M., Böning, C. W., Bozec, A., Chassignet, E. P., Cur-
chitser, E., Boeira Dias, F., Durack, P. J., Griffies, S. M., Harada,
Y., Ilicak, M., Josey, S. A., Kobayashi, C., Kobayashi, S., Ko-
muro, Y., Large, W. G., Le Sommer, J., Marsland, S. J., Masina,
S., Scheinert, M., Tomita, H., Valdivieso, M., and Yamazaki, D.:
JRA-55 based surface dataset for driving ocean–sea-ice models
(JRA55-do), Ocean Model., 130, 79–139, 2018. https://doi.org/10.5194/sp-1-osr7-14-2023 State Planet, 1-osr7, 14, 2023 State Planet, 1-osr7, 14, 2023 CHAPTER4.2 Chapter 4.3 – 7th edition of the Copernicus Ocean State Report (OSR7) Chapter 4.3 – 7th edition of the Co Chapter 4.3 – 7th edition of the Copernicus Ocean State Planet, 1-osr7, 15, 2023
https://doi.org/10.5194/sp-1-osr7-15-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License. ter 4.3 – 7th edition of the Copernicus Ocean State Report (O B. Mourre et al.: Intense coastal upwelling B. Mourre et al.: Intense coastal upwelling Table 1. Products from the Copernicus Marine Service and other complementary datasets used in this study, including the Product User
Manual and quality information. For complementary datasets, the link to the product description, data access and scientific references are
provided. Last access for all web pages cited in this table: 14 April 2023. Table 1. Products from the Copernicus Marine Service and other complementary datasets used in this study, including the Product User
Manual and quality information. For complementary datasets, the link to the product description, data access and scientific references are
provided. Last access for all web pages cited in this table: 14 April 2023. Product
Product ID and type
Data access
Documentation
ref. no. 1
Images from Copernicus Sentinel-3,
Sentinel Hub services (EO Browser),
Sentinel-3 mission description:
satellite observations
https://www.sentinel-hub.com/
https://sentinels.copernicus.eu/web/sentinel/
missions/sentinel-3;
data acquired by the Ocean and Land
Colour Instrument (OLCI)
2
INSITU_MED_PHYBGCWAV
EU Copernicus Marine
Quality Information Document
_DISCRETE_MYNRT_013_035,
Service Product (2022a)
(QUID): Wehde et al. (2022);
in situ observations
Product User Manual (PUM):
Pouliquen et al. (2022)
3
HARMONIE-AROME,
AEMET, Ministerio para
System description: https://www.aemet.es/
numerical models
la Transición Ecológica
en/noticias/2017/07/modelo_harmonie-arome
y el Reto Demográfico. (Bengtsson et al., 2017)
4
SOCIB-WMOP,
SOCIB: http://thredds.socib.es/
Product description: http://socib.es/?seccion=
numerical models
thredds/catalog/operational_models/
modelling&facility=forecast_system_description
oceanographical/hydrodynamics/
(Juza et al., 2016; Mourre et al., 2018;
wmop/catalog.html
Hernandez-Lasheras and Mourre, 2018;
Hernandez-Lasheras et al., 2021)
5
MEDSEA_ANALYSIS
EU Copernicus Marine
QUID: Goglio et al. (2022);
_FORECAST_PHY_006_013,
Service Product (2022b)
PUM: Lecci et al. (2022)
numerical models
6
SST_MED_SST_L4_NRT
EU Copernicus Marine
QUID: Pisano et al. (2022b);
_OBSERVATIONS_010_004,
Service Product (2022c)
PUM: Pisano et al. (2022a)
satellite observations
7
SEALEVEL_EUR_PHY_L3_NRT
EU Copernicus Marine
QUID: Pujol et al. (2023);
_OBSERVATIONS_008_059,
Service Product (2023)
PUM: Pujol (2022)
satellite observations
8
INSITU_GLO_PHY_UV
EU Copernicus Marine
QUID: Verbrugge et al. (2022b);
_DISCRETE_NRT_013_048,
Service Product (2022d)
PUM: Verbrugge et al. (2022a)
in situ observations
9
OCEANCOLOUR_MED_BGC
EU Copernicus Marine
QUID: Colella et al. (2022b);
_L3_NRT_009_141,
Service Product (2022e)
PUM: Colella et al. (2022a)
satellite observations This situation created extreme conditions of intense winds
and high waves as well as heavy rainfall in the Balearic
archipelago. In particular, intense north-easterly winds were
blowing over the area during the first phase of the storm from
5 to 7 November (Fig. 1c, d), creating favourable conditions
for coastal upwelling along the north-western coasts of the
islands of Mallorca and Ibiza. 1
Introduction ing a well-defined, circular, deep (∼10 hPa) low-pressure
centre, it then moved eastwards while developing a spiral
structure resembling that of tropical cyclones. The storm then
moved over the islands of Sardinia and Corsica before weak-
ening and dissipating in the Tyrrhenian Sea on 18 November. Figure 1a and b show the distribution of clouds over the af-
fected area on 7 and 13 November, as observed by Sentinel-
3 Ocean and Land Colour Instrument (OLCI) satellite true-
colour images. Storm Blas1 was an intense Mediterranean cyclone which af-
fected the western Mediterranean Sea from 6 to 18 Novem-
ber 2021. It was first identified on 6 November between the
Balearic Islands and Sardinia before moving westwards to-
wards the Balearic archipelago. After the core of the storm
looped over the island of Mallorca on 11 November, exhibit- Published by Copernicus Publications. CHAPTER4.3 CHAPTER4.3 2 B. Mourre et al.: Intense coastal upwelling The peak of this wind event
occurred on 6 November around 10:00 UTC, with hourly
mean values over 17.5 m s−1 off the island of Mallorca, as
represented by the HARMONIE-AROME model (Bengts-
son et al., 2017) from the Spanish Meteorological Agency
(AEMET). shore transport of surface waters produced under the action
of an intense or sustained alongshore wind stress. In the
Northern Hemisphere, the wind has to blow with the coast
on its left-hand side to be favourable to upwelling. By bring-
ing cold and nutrient-rich deep waters close to the surface,
the upwelling has significant effects on the physical and bio-
geochemical characteristics of coastal waters, generally en-
hancing the local primary productivity and then playing an
important role in marine ecosystems (Pauly and Christensen,
1995). In the western Mediterranean Sea, wind-induced up-
welling is known to occur along the French coast (Millot et
al., 1979; Rey et al., 2000; Bakun and Agostini, 2001), the
western and eastern coasts of Sardinia (Olita et al., 2013;
Salusti, 1998), and the north-western Alboran Sea (Sarhan Coastal upwelling is an oceanic process which generates
upward vertical currents at the coast in response to an off- State Planet, 1-osr7, 15, 2023 https://doi.org/10.5194/sp-1-osr7-15-2023 CHAPTER4.3 CHAPTER4.3 3 B. Mourre et al.: Intense coastal upwelling et al., 2000; Macias et al., 2008). Eddy-induced coastal up-
welling has also been evidenced in the Ligurian Sea (Casella
et al., 2011) and along the Algerian coast (Millot et al., 1985). To our knowledge, no upwelling has been reported yet in
the Balearic Islands. While the frequent north-north-westerly
mistral wind events do not present the appropriate orientation
to generate upwelling along the north-western coast of the
Balearic Islands, favourable conditions with intense north-
easterly winds are occasionally met during specific storms
such as Gloria in January 2020 (Amores et al., 2020; Sotillo
et al., 2021; Álvarez-Fanjul et al., 2022) or Blas in Novem-
ber 2021. Notice that these winds blow in the opposite direc-
tion of the established Balearic Current, which flows north-
eastwards along the north-western coast of the Balearic Is-
lands (Lopez-García et al., 1994). as well as surface currents in the Ibiza channel, applying a
local multimodel ensemble optimal interpolation approach
as described in Hernandez-Lasheras and Mourre (2018) and
Hernandez-Lasheras et al. (2021), with a 3 d cycle. We also consider the outputs of the CMEMS-MED model,
which provides a spatial resolution of around 4 km. 3https://www.ecmwf.int (last access: 14 April 2023) 2https://www.socib.es/?seccion=modellingfacility=forecast
(last access: 14 April 2023) 2.2
Ocean colour satellite observations This study was motivated by the intense sea surface tem-
perature (SST) gradients along the north-western coast of the
Balearic Islands seen in high-resolution regional prediction
models during the first phase of Storm Blas, together with
observations of surface current reversal from high-frequency
(HF) radar measurements along the north-western coast of
the island of Ibiza. The objective of this study is to character-
ize this unusually intense upwelling in terms of both its sur-
face signature and its vertical structure, as well as to evaluate
its singularity within the time series of different upwelling
indices computed over the past decade. The main source of
information is a high-resolution numerical prediction model
given the very limited number of in situ and satellite obser-
vations available during this event. High-resolution ocean colour imagery was analysed to detect
the enhancement of the surface chlorophyll a (Chl a) con-
centration during the upwelling. The Level 3 ocean colour
product distributed by the Copernicus Marine Service (Volpe
et al., 2019) was used. It provides surface Chl a concentra-
tion from the OLCI on board the Sentinel-3 satellite with a
300 m resolution. Notice that clouds were present over the
study area during the storm period, which limited the avail-
ability of exploitable high-resolution satellite observations. The Sentinel-3 OLCI observations were the only available
satellite data that were found to give relevant information for
the detection of the upwelling signature during the study pe-
riod. B. Mourre et al.: Intense coastal upwelling This sys-
tem includes variational data assimilation of temperature and
salinity vertical profiles and along-track satellite sea level
anomaly observations through a 3D-VAR scheme (Dobricic
and Pinardi, 2008). The atmospheric forcing is provided by
the predictions from the European Centre for Medium-Range
Weather Forecasts3 with a spatial resolution close to 10 km
and a temporal resolution of 1 h. 2.1
Numerical models Several upwelling indices (UIs) have been used in the litera-
ture with the objective of estimating the intensity of coastal
upwelling. These indices are based on either the cross-shore
SST differences (Demarcq and Faure, 2000), the alongshore
surface current velocities (Lorente et al., 2020) or the cross-
shore Ekman transport related to the forcing winds (Bakun,
1973), sometimes also incorporating the effect of cross-shore
geostrophic flows (Marchesiello and Estrade, 2010; Rossi et
al., 2013; Jacox et al., 2018). This study compares four UIs
computed over the 9-year time series of the WMOP opera-
tional model outputs: We analyse the outputs of the Western Mediterranean Op-
erational Prediction System (WMOP2; Juza et al., 2016;
Mourre et al., 2018) developed at the Balearic Islands
Coastal Observing and Forecasting System (SOCIB; Tintoré
et al., 2013). The WMOP is a 2 km regional configuration
of the Regional Ocean Modeling System (ROMS; Shchep-
etkin and McWilliams, 2005) implemented over the west-
ern Mediterranean Sea. It uses high-resolution (1 h, 2.5 km)
atmospheric forcing from the HARMONIE-AROME model
(Bengtsson et al., 2017) provided by AEMET. Notice that
before February 2019, the HIRLAM model was used as at-
mospheric forcing with a resolution of 5 km and 1 h (3 h be-
fore March 2017). The WMOP downscales the conditions
of the Copernicus Marine Service Mediterranean analysis
and forecast model (CMEMS-MED; Clementi et al., 2021),
which are used as open boundary conditions. It also includes
assimilation of observations from satellite SST, along-track
sea level anomaly, Argo temperature and salinity profiles i. UISST first quantifies the temperature differences be-
tween the coast (SSTcoast) and a location 25 km off-
shore (SSToffshore) off the north-western coast of the
island of Mallorca (edges of the magenta cross-shore
section illustrated in Fig. 2a). As in Marchesiello and
Estrade (2010), the observed differences are normalized
by the vertical temperature differences between the sur-
face and 200 m depth (T 200 m) at the offshore end of the https://doi.org/10.5194/sp-1-osr7-15-2023 State Planet, 1-osr7, 15, 2023 CHAPTER4.3 B. Mourre et al.: Intense coastal upwelling Figure 1. Upper panels: true-colour image from Sentinel-3 OLCI captured over the western Mediterranean Sea on (a) 6 November 2021 and
(b) 13 November 2021. 2.1
Numerical models Lower panels: (c) 10 m wind map on 6 November 2021 from the AEMET HARMONIE-AROME prediction model
over the area delimited by the black rectangles in panels (a) and (b), (d) time series of alongshore 10 m wind speed from the model and
observations at the three locations (1: automatic weather station of Puig des Galfí in Ibiza; 2: oceanographic buoy of Palma Bay in Mallorca;
3: virtual station off the north-western coast of Mallorca) represented in panel (c). “Alongshore” is defined here considering the direction of
the north-western coast of the island of Mallorca making an angle of 123◦with respect to the north, with positive values south-westwards. Figure 1. Upper panels: true-colour image from Sentinel-3 OLCI captured over the western Mediterranea Figure 1. Upper panels: true-colour image from Sentinel-3 OLCI captured over the western Mediterranean Sea on (a) 6 November 2021 and
(b) 13 November 2021. Lower panels: (c) 10 m wind map on 6 November 2021 from the AEMET HARMONIE-AROME prediction model
over the area delimited by the black rectangles in panels (a) and (b), (d) time series of alongshore 10 m wind speed from the model and
observations at the three locations (1: automatic weather station of Puig des Galfí in Ibiza; 2: oceanographic buoy of Palma Bay in Mallorca;
3: virtual station off the north-western coast of Mallorca) represented in panel (c). “Alongshore” is defined here considering the direction of
the north-western coast of the island of Mallorca making an angle of 123◦with respect to the north, with positive values south-westwards. g
pp
p
g
p
( )
(b) 13 November 2021. Lower panels: (c) 10 m wind map on 6 November 2021 from the AEMET HARMONIE-AROME prediction model
over the area delimited by the black rectangles in panels (a) and (b), (d) time series of alongshore 10 m wind speed from the model and
observations at the three locations (1: automatic weather station of Puig des Galfí in Ibiza; 2: oceanographic buoy of Palma Bay in Mallorca;
3: virtual station off the north-western coast of Mallorca) represented in panel (c). “Alongshore” is defined here considering the direction of
the north-western coast of the island of Mallorca making an angle of 123◦with respect to the north, with positive values south-westwards. off the north-western coast of the island of Mallorca,
following Eq. (2). 2.1
Numerical models section according to the following formula: UISST = SSToffshore −SSTcoast
SSToffshore −T 200 m
offshore
. (1) (1) UIalongshore velocity = V surf
alongshore
(2) (2) This normalized formulation allows scaling of the hor-
izontal temperature differences by the vertical ones. A
value close to 1 indicates a fully developed upwelling
with SST values at the coast equal to the temperatures
at 200 m depth. Since this formulation of UISST gener-
ates very high values in situations when the upper ocean
is vertically mixed during winter (denominator close to
0), the index is only computed here when the vertical
temperature difference is larger than 1 ◦C. The overbar denotes the average over the rectangular
box containing the two magenta sections represented
in Fig. 2. The alongshore direction is the direction of
the corresponding magenta section. It makes an angle
of 123◦with respect to the north. Positive values de-
note south-westward flows. Further details about the
methodology and application of this index can be found
in Lorente et al. (2023; present issue of the Ocean State
Report). ii. The second index is based on alongshore surface current
velocities, as first proposed in Lorente et al. (2020) as a
proof-of-concept investigation. This index was specifi-
cally designed to be applied in any coastal area where
surface velocities are available from HF radar instru-
ments. It assumes that the alongshore wind stress is the
primary driver of upwelling circulation and that the sur-
face currents are highly responsive to local winds (e.g. Paduan and Ronsenfeld, 1996; Kohut et al., 2006). This
index is defined here as the average alongshore surface
velocity (V surf
alongshore) in the 25 km wide coastal region iii. The third index is the classical cross-shore Ekman trans-
port index, computed from the alongshore wind stress. It is defined as follows: UIEkman transport =
x=L
x=0
τalongshore
ρ f
dx ,
(3) (3) where τalongshore is the alongshore wind stress, ρ is the
water density, and f is the Coriolis frequency. The inte-
gral is computed along the magenta alongshore section
over a distance L of 60 km. UIEkman transport represents where τalongshore is the alongshore wind stress, ρ is the
water density, and f is the Coriolis frequency. The inte-
gral is computed along the magenta alongshore section
over a distance L of 60 km. UIEkman transport represents State Planet, 1-osr7, 15, 2023 https://doi.org/10.5194/sp-1-osr7-15-2023 https://doi.org/10.5194/sp-1-osr7-15-2023 State Planet, 1-osr7, 15, 2023 CHAPTER4.3 CHAPTER4.3 B. Mourre et al.: Intense coastal upwelling 5 the total transport across this section. Positive values in-
dicate an offshore transport. storm, a significant increase was observed on 7 November. The Chl a concentration reached 0.1 mg m−3, a magnitude
more than twice as large as that observed 3 d before. While
the satellite-derived Chl a in coastal areas should be inter-
preted carefully, particularly under cloudy conditions, no ev-
ident errors have been identified in the associated quality in-
dex (QI). The QI measures for every pixel the difference be-
tween the observation and the climatological average, nor-
malized by the climatological standard deviation. The QI
maps for 4 and 7 November are included in the Supplement
(Fig. S1), showing values ranging from 1 to 2 in the area
of enhanced Chl a, with a peak above 4 in the near-coastal
zone. Moreover, sediment resuspension is unlikely to affect
the quality of the data due to the steep local topography. Also,
the Lagrangian analysis of surface water trajectories in the
northern part of the island of Mallorca (Fig. S2) allows the
hypothesis of a lateral advection of Chl a from the northern
bay (Alcúdia Bay) towards the north-western coast of the is-
land to be rejected. As a consequence, and within the limita-
tions of both the model and observations, we believe that the
spatial consistency between the observed patch of enhanced
Chl a and the model upwelling area is probably indicative of
an upwelling-induced local enhancement of Chl a. Finally, the last index computes the total cross-shore
model transport in the upper 50 m across the same sec-
tion. This depth approximately corresponds to the depth
of the Ekman layer as illustrated in Fig. 3. It includes
not only the Ekman transport, but also the cross-shore
geostrophic transport and other contributions due to the
cross-shore wind component and potential effects asso-
ciated with the spatial variability in the wind stress curl. It is calculated following Eq. (4): UItotal transport =
z=50 m
z=0
x=L
x=0
Vcross-shoredxdz,
(4) (4) where Vcross-shore is the model horizontal velocity in the
cross-shore direction. where Vcross-shore is the model horizontal velocity in the
cross-shore direction. 3
Surface expression of the upwelling Figure 2 illustrates the surface circulation patterns and as-
sociated SST in the WMOP and CMEMS-MED predic-
tions models on 7 November 2022 at 06:00 UTC (the time
with the most significant impact of the upwelling on the
SST). The SST exhibits marked upwelling signatures in the
WMOP model along the north-western coast of the islands
of Mallorca and Ibiza, with the temperature of surface waters
around 6 ◦C colder at the coast compared to 20 km offshore. The surface coastal current flows south-westwards along the
wind direction, which is reversed with respect to the direc-
tion of the Balearic Current under normal conditions (Lopez-
García et al., 1994). The offshore width of the upwelled-
water region ranges from 10 to 20 km, which slightly extends
off the 200 m isobath. The upwelling is also represented in
the CMEMS-MED model, but with a less pronounced sig-
nature. It is out of the scope of this short article to inves-
tigate these differences between models, but the lower spa-
tial resolution of both the model grid and atmospheric forc-
ing may have an important role in producing these discrep-
ancies. The upwelled water only reaches the surface in the
northern half of the north-western coast of the island of Mal-
lorca in CMEMS-MED, yet with a larger offshore extension
compared to the WMOP. The event duration based on its
effect on the SST was around 3 d, i.e. from 5 November at
15:00 UTC, when the first cross-shore coastal SST gradients
were observed, until 8 November at 12:00 UTC, when they
vanished. Figure 2 illustrates the surface circulation patterns and as-
sociated SST in the WMOP and CMEMS-MED predic-
tions models on 7 November 2022 at 06:00 UTC (the time
with the most significant impact of the upwelling on the
SST). The SST exhibits marked upwelling signatures in the
WMOP model along the north-western coast of the islands
of Mallorca and Ibiza, with the temperature of surface waters
around 6 ◦C colder at the coast compared to 20 km offshore. https://doi.org/10.5194/sp-1-osr7-15-2023 4
Vertical structure Figure 3 illustrates the vertical structure of the temperature
and velocity fields along the cross-shore section off the north-
western coast of the island of Mallorca, as represented by the
WMOP model. While velocities are illustrated on 6 Novem-
ber at 12:00 UTC, corresponding to the maximum wind in-
tensity in this area (Fig. 1), the temperature is displayed 18 h
later to illustrate the time with the maximum signature in
SST. The temperature section (Fig. 3a) shows a typical pat-
tern of upwelling with an upward tilting of the isotherms to-
wards the coast, which is associated with an upward trans-
port of colder deep waters along the topographic slope. The
surface temperature decreases by 6 ◦C across the upwelling
front, varying from 20.6 ◦C 20 km offshore, where the mixed
layer depth is around 50 m, to 14.6 ◦C at the coast. The cross-
shore velocity section (Fig. 3b) shows an offshore displace-
ment of surface waters in the upper 50 m, consistent with the
Ekman theory in the presence of alongshore winds. Cross-
shore velocities (Fig. 3c) reach 0.3 m s−1. The alongshore
velocity along this cross-shelf section is characterized by the
intense south-westward coastal jet with surface velocities ex-
ceeding 1 m s−1. Upward vertical velocities (Fig. 3d) are en-
hanced along the topographic slope, with values between 40
and 60 m d−1 in the upper 100 m and in the first 12 km from
the coast. Overall, these cross-shelf sections illustrate a rela-
tively thin (cross-shore extension around 20 km) but intense
upwelling with a significant coastal jet. As illustrated in Fig. 1, the storm was associated with a
dense cloud coverage, which only allowed very partial satel-
lite remote sensing information on SST and Chl a concen-
tration. Despite this important limitation, the two most rel-
evant ocean colour images illustrated in Fig. 2 hint at the
enhancement of the Chl a concentration along the north-
western coast of the island of Mallorca. While a low con-
centration of Chl a was detected on 4 November before the State Planet, 1-osr7, 15, 2023 State Planet, 1-osr7, 15, 2023 https://doi.org/10.5194/sp-1-osr7-15-2023 CHAPTER4.3 CHAPTER4.3 CHAPTER4.3 B. Mourre et al.: Intense coastal upwelling 6 Figure 2. Upper panels: SST and surface currents around the islands of Mallorca and Ibiza on 7 November 2021 at 06:00 UTC as represented
by the (a) WMOP and (b) CMEMS-MED models. 5
Interannual perspective tal transport compared to Blas. The effects on the SST and
coastal jet are particularly marked during the Blas upwelling
event due to its occurrence in early November, when the sur-
face ocean stratification was still significant. In contrast and
despite the intense offshore transport during the upwelling
event associated with Storm Gloria, the effects on the SST
were hardly noticeable due to the presence of mixed sur-
face waters. Note that the SST index is only computed when
the vertical temperature difference between the surface and
200 m depth is larger than 1 ◦C, which significantly limits the
use of the SST-based index during the winter season. How-
ever, this was not the case during the Gloria event, which
showed values just above 1 ◦C. How singular was this intense wind-driven coastal-upwelling
event? To answer this question, we compute here several
upwelling indices (described in Sect. 2.3) over the whole
WMOP model time series covering the 9-year period be-
tween August 2013 and June 2022. The first index, repre-
senting the normalized cross-shelf SST gradients, ranks the
November 2021 event (i.e. Storm Blas) as the most intense
event of the whole time series. It is the only event with a nor-
malized cross-shelf SST gradient exceeding 0.5. The event is
also the most intense according to the second index, which
measures the intensity of the alongshore surface velocity. However, the Ekman and total cross-shelf transport indices
indicate a larger transport during the other extreme event as-
sociated with Storm Gloria in January 2020. This is espe-
cially true for the total transport, which also accounts for the
effects of the wind stress curl and cross-shore geostrophic
transport. During both the Gloria and Blas upwelling events,
the offshore total transport was enhanced with respect to
the Ekman estimate. A third very intense storm in January
2017 (also documented in García-León et al., 2018) led to a
slightly larger cross-shore Ekman transport but a lower to- 4
Vertical structure In panel (a), the lines in magenta represent the alongshore and cross-shore sections used
in Sects. 3 and 4. Lower panels: Chl a concentration as observed by Sentinel-3 OLCI on (c) 4 November and (d) 7 November (i.e. before
and during Storm Blas, respectively). Figure 2. Upper panels: SST and surface currents around the islands of Mallorca and Ibiza on 7 November 2021 at 06:00 UTC as represented
by the (a) WMOP and (b) CMEMS-MED models. In panel (a), the lines in magenta represent the alongshore and cross-shore sections used
in Sects. 3 and 4. Lower panels: Chl a concentration as observed by Sentinel-3 OLCI on (c) 4 November and (d) 7 November (i.e. before
and during Storm Blas, respectively). State Planet, 1-osr7, 15, 2023 6
Conclusions This study describes some of the characteristics of a short
(5–8 November 2021) but intense wind-driven coastal-
upwelling event along the north-western coast of the Balearic
Islands, as represented by a high-resolution forecast model
during Storm Blas in November 2021. The time series of sev-
eral upwelling indices illustrate the episodicity of upwelling State Planet, 1-osr7, 15, 2023 https://doi.org/10.5194/sp-1-osr7-15-2023 CHAPTER4.3 7 B. Mourre et al.: Intense coastal upwelling Figure 3. Sections of WMOP model fields along the cross-shore magenta line represented in Fig. 2: (a) temperature on 7 November 2021 at
06:00 UTC, (b) cross-shore velocity, (c) alongshore velocity and (d) vertical velocity on 6 November 2021 at 12:00 UTC. Figure 3. Sections of WMOP model fields along the cross-shore magenta line represented in Fig. 2: (a) temperature on 7 November 2021 at
06:00 UTC, (b) cross-shore velocity, (c) alongshore velocity and (d) vertical velocity on 6 November 2021 at 12:00 UTC. Figure 4. Time series of upwelling indices defined in Sect. 2.3 between August 2013 and June 2022 (3-hourly values are shown after
applying a 24 h running average): (a) cross-shore normalized SST gradient index, (b) alongshore velocity index, (c) cross-shore Ekman
transport index, (d) cross-shore total transport index. The red, blue and green triangles on the x axis mark the time of the Blas, Gloria and
January 2017 storms, respectively. Figure 4. Time series of upwelling indices defined in Sect. 2.3 between August 2013 and June 2022 (3-hourly values are shown after
applying a 24 h running average): (a) cross-shore normalized SST gradient index, (b) alongshore velocity index, (c) cross-shore Ekman
transport index, (d) cross-shore total transport index. The red, blue and green triangles on the x axis mark the time of the Blas, Gloria and
January 2017 storms, respectively. CHAPTER4.3
https://doi.org/10.5194/sp-1-osr7-15-2023
State Planet, 1-osr7, 15, 2023 State Planet, 1-osr7, 15, 2023 https://doi.org/10.5194/sp-1-osr7-15-2023 CHAPTER4.3 CHAPTER4.3 B. Mourre et al.: Intense coastal upwelling 8 events in this area, mainly related to their nature related to
the occurrence of storms with intense north-easterly winds. pacity to operate under any weather conditions. In the fu-
ture, the possible increase in the intensity and duration of the
storms affecting the western Mediterranean area (Gaertner
et al., 2007; Romero and Emanuel, 2013; González-Alemán
et al., 2019) could lead to enhanced impacts of such storm-
related upwelling events. 6
Conclusions While this study presents a first
analysis over the last 9 years, it will be important to anal-
yse these events in the longer term with a climate perspective
when multi-decadal, kilometre-scale reanalysis simulations
become available in the study area. While the November 2021 Blas-related event was the most
intense in terms of the effects on the SST and alongshore
velocities over the 9-year-long time series analysed, the in-
duced cross-shelf surface transport was lower than that mod-
elled during Storm Gloria in January 2020, whose effects on
the wind, waves, sea level and currents were already reported
as a record-breaking event in the literature (Álvarez-Fanjul et
al., 2022). This comparison illustrates the difference between
upwelling indices for the characterization of the intensity of
these events. In particular, the magnitude of SST gradients
or alongshore velocity does not necessarily reveal the whole
intensity of the underlying offshore transport. A careful anal-
ysis of the time series would allow appropriate thresholds to
be determined for the different indices so as to define suitable
criteria for the identification of the upwelling. The duration
would certainly be an additional relevant parameter for the
operational definition of these events. Here, for instance, the
event duration corresponding to a threshold of 0.25 Sv for
the total offshore transport was 42 h for the Blas-related up-
welling, 51 h for Gloria and 21 h for the January 2017 event. In the particular case of Blas, this duration is shorter than
3 d, i.e. the value obtained when considering the effect on the
SST, highlighting the sensitivity of these metrics to the index
and threshold under consideration. Data availability. The model and observation products used in this
study from both the Copernicus Marine Service and other sources
are listed in Table 1. Supplement. The supplement related to this article is available
online at: https://doi.org/10.5194/sp-1-osr7-15-2023-supplement. Author contributions. BM, ER, AS, JHL, IHC, MGJ and NDZ
designed the study through interactive discussions in the frame-
work of working team meetings. BM and ER created the figures. BM prepared the article with contributions from all co-authors. ER
analysed HF radar and in situ observations. PL provided exper-
tise in the definition of upwelling indices. AS analysed the atmo-
spheric fields and computed the Ekman transport. NDZ and IHC
contributed to the analysis of ocean colour images. JHL and MGJ
analysed WMOP and CMEMS-MED model outputs. 6
Conclusions All authors
participated in the iterations and revision of the manuscript. Such storm-driven coastal upwelling is especially difficult
to monitor given their short timescale and the absence of in
situ observations in this area. The dense cloud coverage asso-
ciated with the storm also significantly limits the availability
of high-resolution satellite observations to characterize the
surface signature of the phenomenon. In this context, high-
resolution operational regional ocean models help overcome
these limitations, providing timely and accurate information
to identify and characterize these events. The only available
ocean colour image from satellites suggests an increase in
primary productivity in a coastal area which corresponds to
the area of upwelled water in the model. While the lack
of complementary observations prevents the realism of the
model fields from being properly evaluated, the consistency
between the spatial structure of observed Chl a enhancement
and model upwelled water seems to indicate a reasonable
representation of the effect of the upwelling process in the
model. High spatial resolution (close to kilometric) is needed
in both the model grid and the atmospheric forcing to de-
scribe such coastal phenomena whose cross-shore extension
does not exceed 20 km. Competing interests. The contact author has declared that none
of the authors has any competing interests. Disclaimer. Publisher’s note: Copernicus Publications remains
neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Acknowledgements. This study was conducted using informa-
tion from the European Union’s Copernicus Marine Service. The re-
sults of this article were obtained using the HARMONIE-AROME
atmospheric fields provided by the Spanish Meteorological Agency
(AEMET, Ministerio para la Transición Ecológica y el Reto De-
mográfico). The authors are very grateful to AEMET for provid-
ing these fields. The authors also thank SOCIB and Puertos del
Estado for collecting oceanic and atmospheric observations around
the Balearic Islands and distributing them through both their insti-
tutional websites and the Copernicus database. Despite its short duration, this phenomenon was found
to be sufficient to enhance the surface Chl a concentra-
tion. A more comprehensive understanding of the impacts
of these storm-related upwelling events on local ecosystems
would need further investigation requiring dedicated mon-
itoring systems. Underwater gliders equipped with sensors
of both physical and biogeochemical parameters can be suit-
able observation platforms for these studies given their ca- Review statement. This paper was edited by Joanna Staneva and
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Copernicus Ocean State Report | OSR7 | 2023
Chapter 1: Introduction
1.1
Introduction to the 7th edition of the Copernicus Ocean State Report (OSR7). K. von Schuckmann et al. 1.2
Evaluation of operational ocean forecasting systems from the perspective of the users and the
experts. S. A. Ciliberti et al. Chapter 2: Updated and new pathways in ocean science
2.1
Comparing global trends in marine cold spells and marine heatwaves using reprocessed satellite
data. R. Peal et al. 2.2
South Atlantic overturning and heat transport variations in ocean reanalyses and observation-based
estimates. J. A. Baker et al. 2.3
Satellite monitoring of surface phytoplankton functional types in the Atlantic Ocean over 20 years
(2002–2021). H. Xi et al. 2.4
The dynamical role of upper layer salinity in the Mediterranean Sea. A. Aydogdu et al. 2.5
Baltic Sea freshwater content. U. Raudsepp et al. 2.6
High-frequency radar-derived coastal upwelling index. P. Lorente et al. 2.7
Ocean heat content in the Iberian–Biscay–Ireland regional seas. Á. de Pascual-Collar et al. Chapter 3: Ocean state and change for relevance to society
3.1
Dissolved oxygen as an indicator of multiple drivers of the marine ecosystem: the southern Adriatic
Sea case study. V. Di Biagio et al. 3.2
Characterization of the organic vs. inorganic fraction of suspended particulate matter in coastal
waters based on ocean color radiometry remote sensing. H. Loisel et al. 3.3
Recent changes in extreme wave events in the south-western South Atlantic. C. B. Gramcianinov et al. Chapter 4: Specific events in the ocean in 2021
4.1
Unusual coccolithophore blooms in Scottish waters. R. Renshaw et al. 4.2
Recent variations in oceanic transports across the Greenland–Scotland Ridge. M. Mayer et al. 4.3
Intense wind-driven coastal upwelling in the Balearic Islands in response to Storm Blas
(November 2021). B. Mourre et al. References Verbrugge,
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ria (January 2020), Frontiers in Marine Science, 8, 644525,
https://doi.org/10.3389/fmars.2021.644525, 2021. Volpe, G., Colella, S., Brando, V. E., Forneris, V., La Padula,
F., Di Cicco, A., Sammartino, M., Bracaglia, M., Artuso, F.,
and Santoleri, R.: Mediterranean ocean colour Level 3 op-
erational multi-sensor processing, Ocean Sci., 15, 127–146,
https://doi.org/10.5194/os-15-127-2019, 2019. Tintoré, J., Vizoso, G., Casas, B., Heslop, E., Pascual, A., Orfila, A.,
Ruiz, S., Martínez-Ledesma, M., Torner, M., Cusí, S., Diedrich,
A., Balaguer, P., Gómez-Pujol, L., Álvarez-Ellacuria, A., Gó-
mara, S., Sebastian, K., Lora, S., Beltrán, J. P., Renault, L., Juzà,
M., Álvarez, D., March, D., Garau, B., Castilla, C., Cañellas, T.,
Roque, D., Lizarán, I., Pitarch, S., Carrasco, M. A., Lana, A.,
Mason, E., Escudier, R., Conti, D., Sayol, J. M., Barceló, B.,
Alemany, F., Reglero, P., Massuti, E., Vélez-Belchí, P., Ruiz, J.,
Oguz, T., Gómez, M., Álvarez, E., Ansorena, L., and Manriquez,
M.: SOCIB: the Balearic Islands Observing and Forecasting Sys-
tem responding to science, technology and society needs, Mar. Technol. Soc. J., 47, 17 pp., 2013. Wehde, H., von Schuckmann, K., Pouliquen, S., Grouazel, A.,
Bartolome, T., Tintore, J., De Alfonso Alonso-Munoyerro,
M., Carval, T., Racapé, V., and the INSTAC team: EU Coper-
nicus Marine Service Quality Information Document for the
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M.: SOCIB: the Balearic Islands Observing and Forecasting Sys-
tem responding to science, technology and society needs, Mar. Technol. Soc. J., 47, 17 pp., 2013. Table of contents Copernicus Ocean State Report | OSR7 | 2023 https://sp.copernicus.org/articles/1-osr7 https://sp.copernicus.org/articles/1-osr7
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A prática da Docência no Curso de Jornalismo da Unicentro/Guarapuava-PR
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Pauta Geral
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cc-by-sa
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1 Mestre e Doutora em Educação pela Universidade Estadual de Campinas e Pós-doutorado
pelo IG/UNICAMP em Geociências Aplicadas ao Ensino. É professora associada da Universidade
Estadual do Centro-Oeste do Campus de Irati- PR. Participa como membro do Projeto
Prodocência/CAPES/UNICENTRO do curso de Geografia do Campus de Irati - PR. Coordenadora
Geral na Unicentro do Programa de Desenvolvimento Educacional - PDE/SEED - PR. Coordenadora
no Campus de Irati - PR do Projeto Laboratórios Interdisciplinares das Licenciaturas - LIFE/CAPES.
Coordenadora de área - Geografia/Campus de Irati-PR - PIBID/CAPES/UNICENTRO. 2 Formada em Comunicação Social com habilitação em Jornalismo pelo Centro Universitário
de União da Vitória (Uniuv) em 2012. Especialização em Docência Universitária concluída em 2015
pela Universidade Estadual do Centro-Oeste (Unicentro). A prática da Docência no Curso de
Jornalismo da Unicentro/Guarapuava-PR Wanda Terezinha Pacheco dos SANTOS1
Fernanda Pereira SANTOS2 Revista Pauta Geral-Estudos em Jornalismo, Ponta Grossa, vol.3, n.1 p. 110-121,
Jan/Jun, 2016. Abstract This article is the result of a research made with Journalism bachelor’s degree
course teachers of the State University of the Midwest, also called Unicentro -
Guarapuava- PR, whose objective was to investigate the importance of
pedagogical training, considering that the course trains bachelors professional
which don’t have pedagogical content in their course curriculum. In the grounds
of this work were studied authors that research about journalism and university
teaching as Andrade and Linhares, Masetto, Anastasiou, Nóvoa, Marcelo, among
others. To gather information, was sent by e-mail a questionnaire to the Journalism
teachers with six open questions. The analysis took into account four
questionnaires. Considering the answers, for the respondents, the pedagogical
training makes the differential in the classroom, though not all, while recognizing
the importance of teacher training, are interested in improving their practice. In
this sense, for this training be consolidated it’s important to develop institutional
actions, from an organized continuing education project, systematic and
intentional and that involves all university professors. Keywords: journalism; university teaching; teacher training. 112 Resumo O presente artigo é resultado de uma pesquisa realizada com professores do
curso de Jornalismo da Universidade Estadual do Centro-Oeste – Unicentro –
Guarapuava- PR em que o objetivo foi investigar a importância da formação
pedagógica do docente, uma vez que o curso forma profissionais bacharéis e
que não possuem conteúdos pedagógicos em sua estrutura curricular. Na
fundamentação deste trabalho, foram estudados autores que pesquisam tanto
sobre jornalismo quanto docência universitária como Andrade e Linhares,
Masetto, Anastasiou, Nóvoa, Marcelo, entre outros. Para coleta dos dados, foi
encaminhado via e-mail um questionário aos professores do curso de Jornalismo
da Unicentro com seis perguntas abertas. A análise levou em conta quatro
questionários respondidos. Diante dos relatos, para os entrevistados a formação
pedagógica faz todo diferencial em sala de aula, no entanto nem todos, mesmo
reconhecendo a importância da formação docente, se interessam em melhorar
sua prática. Nesse sentido, para que essa formação seja consolidada é
importante o desenvolvimento de ações institucionais, a partir de um projeto de
formação continuada organizado, sistemático e intencional e que envolva todos
os professores universitários. Palavras-chave: jornalismo; docência universitária; formação pedagógica 2 Formada em Comunicação Social com habilitação em Jornalismo pelo Centro Universitário
de União da Vitória (Uniuv) em 2012. Especialização em Docência Universitária concluída em 2015
pela Universidade Estadual do Centro-Oeste (Unicentro). Revista Pauta Geral-Estudos em Jornalismo, Ponta Grossa, vol.3, n.1 p. 110-121,
Jan/Jun, 2016. Revista Pauta Geral-Estudos em Jornalismo, Ponta Grossa, vol.3, n.1 p. 110-121,
Jan/Jun, 2016. REVISTA PAUTA GERAL
ESTUDOS EM JORNALISMO
Doi 10.5212/RevistaPautaGeral.v.3.i1.0007 Para a fundamentação teórica diversos autores foram estudados como Masetto
(2005) Anastasiou (2006) Libâneo (2003) Isaia (2006) Pimenta (2002) Marcelo (2009). A
chefia do departamento de Comunicação Social foi contatada e repassou os e-mails dos
professores de Jornalismo. Em seguida, o questionário foi enviado. Infelizmente, mesmo
insistindo somente quatro professores retornaram com o questionário respondido. Dessa forma, análise levou em consideração os dados recebidos via e-mail,
através do questionário com 06 perguntas abertas que tratavam do ser professor
universitário, da descrição de como acontece uma aula da sua disciplina, das dificuldades
ou não de ensinar, se durante sua formação teve alguma disciplina pedagógica e dos
temas que ela tratou, sobre a importância da formação pedagógica do professor
universitário e por último, se faria algum curso de capacitação ofertado pela universidade
visando a melhoria da sua formação como professor universitário e que tema poderia ser
trabalhado. Revista Pauta Geral-Estudos em Jornalismo, Ponta Grossa, vol.3, n.1 p. 110-121,
Jan/Jun, 2016. Introdução O curso de Comunicação Social com habilitação em Jornalismo dá ao acadêmico
a formação de bacharel, porém como todas as áreas, o Jornalismo também necessita de
professores para preparar novos jornalistas ao mercado de trabalho. No entanto, esse
professor não possui embasamento pedagógico, em razão do seu curso de bacharelado
não ofertar nenhuma disciplina que trate da formação do professor de Jornalismo, isto é,
da formação pedagógica desse professor. Assim sendo, houve uma preocupação de como esse profissional se prepara para
ensinar tanto as teorias quanto as práticas jornalísticas aos seus alunos. Em quê ou quem
se baseia para planejar e desenvolver suas aulas? O objetivo foi averiguar com os professores do curso de Jornalismo da Unicentro,
Campus Santa Cruz, em Guarapuava - PR qual a importância do conhecimento
pedagógico para sua formação enquanto professor universitário, bem como verificar como
esse professor desenvolve sua prática pedagógica no curso com seus alunos. REVISTA PAUTA GERAL
ESTUDOS EM JORNALISMO
Doi 10.5212/RevistaPautaGeral.v.3.i1.0007 Desenvolvimento O primeiro passo da pesquisa foi relembrar quais dos meus professores, no período
de graduação, no Centro Universitário de União da Vitória (UNIUV) possuíam alguma
formação pedagógica. Para minha surpresa, encontrei oito deles com especialização na
prática docente – número que acredito ser relevante. 113 O passo seguinte foi encontrar materiais sobre a docência universitária, também
relacionada à formação bacharel, e se havia algum estudo específico sobre o curso de
Jornalismo. Foram encontrados dois artigos na internet, um sobre a Comunicação e sobre
o Jornalismo e outro relacionado à prática da docência de maneira ampla para embasar o
início das pesquisas. Além da procura pelo conhecimento teórico inicial, a chefia do Departamento de
Comunicação Social na UNICENTRO – Campus Santa Cruz – Guarapuava – PR, oi
procurada no sentido de autorizar a pesquisa e a coleta de dados junto aos professores
do curso. Os dados solicitados inicialmente foram o projeto político-pedagógico do curso -
PPP, número de professores atuantes e quais deles possuíam algum tipo de formação ou
capacitação relacionada à docência. Com os dados avaliados, a etapa seguinte foi enviar um e-mail informando os
professores de que receberiam um questionário para coleta de dados da pesquisa. Dois REVISTA PAUTA GERAL
ESTUDOS EM JORNALISMO
Doi 10.5212/RevistaPautaGeral.v.3.i1.0007 dias depois, as perguntas foram repassadas com prazo para envio das respostas. Dos 12
professores do corpo docente, apenas quatro deles enviaram o questionário respondido. dias depois, as perguntas foram repassadas com prazo para envio das respostas. Dos 12
professores do corpo docente, apenas quatro deles enviaram o questionário respondido. Questionados sobre quais os motivos de terem escolhido a profissão, os
professores assim se manifestaram: P1 – Minha afinidade com a pesquisa. P2- Para contribuir com a formação de profissionais melhores. P3- Desde o tempo de graduação, desejava ser professora
universitária. Sempre gostei da leitura, da escrita e da pesquisa
acadêmica. P4- Para poder repassar um pouco do meu conhecimento
adquirido nos últimos 20 anos na carreira. Autores como Nóvoa (2004), Marcelo (2009) Pimenta e Anastasiou (2002) discutem
a identidade do professor universitário. Afinal ser professor é questão de aprendizado,
escolha ou dom? De qualquer maneira, “a identidade não é um dado adquirido, não é uma
propriedade, não é um produto. A identidade é um lugar de lutas e de conflitos, é um
espaço de construção de maneiras de ser e de estar na profissão” (NÓVOA, 1997, p.34). Revista Pauta Geral-Estudos em Jornalismo, Ponta Grossa, vol.3, n.1 p. 110-121,
Jan/Jun, 2016. Desenvolvimento Para os quatro professores a escolha teve objetivos bem definidos, dois deles
relacionam a produção com a pesquisa e dois têm a preocupação com a formação de
melhores profissionais. Como funciona sua aula? Para P1 “há disciplinas teóricas e práticas. No geral,
como estratégia didática, busco transformar as aulas em uma conversa”. Entende-se que “transformar as aulas em uma conversa” pode ser que seja uma
aula expositiva dialogada, como destaca Anastasiou (2005, p.161) “A aula, no que se
refere à exposição do conteúdo, deve ser vivenciada o tempo todo com a participação do
estudante: a isto chamamos de aula expositiva dialogada.” Também P4 diz que
“basicamente as aulas são expositivas, dialogadas, com textos, slides e avaliações”. O P2 trabalhando com “disciplinas que mesclam teoria e prática na própria ementa”,
procura “transportar essa mesma mescla para os planos de aula, tentando mostrar de que
forma o universo teórico e universo mercadológico dialogam ou se repelem. Nesse contexto, busco trazer exemplos, situações, problemas, etc. que façam os alunos
refletirem sobre determinado ponto”. contexto, busco trazer exemplos, situações, problemas, etc. que façam os alunos
refletirem sobre determinado ponto”. Na mesma linha, P3 nos informa que “nas teóricas geralmente há um texto para
discussão e cada grupo apresenta. Após faço uma exposição do texto, utilizando-me de
vídeos, músicas, trechos de filmes, fotografias, etc”. Acrescenta que “nas aulas teórico-
práticas, os alunos realizam um projeto sobre determinado tema e ao final há uma
apresentação com banca com a participação de professor ou profissional do mercado
para avaliar o produto final”. É isso que ressalta Libâneo (2003, p.8) quando apresenta a aula para um curso
universitário como a teoria e a prática sempre se complementando. A sala de aula implica uma aproximação entre a teoria e a prática. A
aprendizagem se realiza mais facilmente e com maior compreensão e
retenção quando acontece nos vários ambientes profissionais fora da
sala de aula porque coloca o aprendiz mais em contato com a realidade. O conhecimento da realidade parte da leitura da prática referente à
disciplina estudada, de forma a se superar uma prática sem reflexão e
uma teoria que não consegue atingir a prática. 115 Para esse autor a aula e o professor de métodos tradicionais estão, de certa forma,
perdendo seu campo no processo só de repassar o conhecimento. Desenvolvimento Ele defende a aula
universitária alternativa, como “lugar onde professores e alunos buscam juntos o
conhecimento, estabelecem interações, diálogos e trocas” (LIBÂNEO, 2003, p.7). Isso vai ao encontro ao que pensa Isaia (2005, p.70-71): a aula universitária precisa
deixar de ser “um espaço apenas de transmissão mecânica e fragmentada de
conhecimentos científicos e profissionais para se instaurar como um lugar que possibilita
ao aluno uma compreensão genuína em seu campo de atuação, que o torna capaz de
aplicar conhecimentos, destrezas e saberes a situações novas e imprevisíveis, ao longo
de sua carreira profissional”. Também Masetto (2005, p. 6) sugere e acredita que a aula precisa ser
diversificada, transformando a universidade em mais um espaço de aprendizado, mas não
o único. biblioteca, redigir trabalhos, participar de conferências de especialistas,
entrevistá-los, fazer perguntas, solucionar dúvidas, orientar trabalhos de
investigação e pesquisa, desenvolver diferentes formas de expressão e
comunicação, realizar oficinas e trabalhos de campo. Para ele, este conceito faz com que a aula universitária passe a ser um espaço de
discussões, diálogo, sugestões, tornando as aulas ‘vivas’. A mudança de perfil dos alunos
hoje também é um tema que merece atenção. Em consequência disso, é que a
universidade necessita de inovação, ou seja, encarar a nova realidade e os desafios. Por
isso, Maraschin (2009, p.8273,) defende que o professor e seus métodos de ensinar
também devem acompanhar esse processo contínuo. A autora acredita que a aula
universitária é “um exercício de interlocução humana, instituída e instituinte de ações
consentidas, permeadas por contradições inerentes a tempos e espaços diferenciados,
amparadas num movimento epistemológico de teorias e práticas”(p. 8273). Entretanto, dar aula não é simplesmente estar munido de conhecimento e nem de
diversidades de como repassar esse conhecimento. Para Neto (2011, p.119) dar aula é
muito mais que isso. É uma dedicação e, acima de tudo, é transpor aos alunos o seu
amor. 116 A aula, toda ela, todas elas, deve ser um ato de amor, uma dança, um
orgasmo múltiplo, um gozo ensurdecedor, uma festa, um ato político, uma
manifestação de indignação contra as injustiças. Aqueles que não veem
isso em uma aula, aqueles que jamais se arrepiaram com a descoberta
de um dos seus alunos, aqueles que jamais souberam o que é velar à
noite as palavras do dia seguinte, jamais saberão, jamais sentirão o
prazer que a profissão de professor pode proporcional (NETO, 2011,
p.119). Encontram dificuldades em ensinar? Sim? Não? Revista Pauta Geral-Estudos em Jornalismo, Ponta Grossa, vol.3, n.1 p. 110-121,
Jan/Jun, 2016. A aula, toda ela, todas elas, deve ser um ato de amor, uma dança, um
orgasmo múltiplo, um gozo ensurdecedor, uma festa, um ato político, uma
manifestação de indignação contra as injustiças. Aqueles que não veem
isso em uma aula, aqueles que jamais se arrepiaram com a descoberta
de um dos seus alunos, aqueles que jamais souberam o que é velar à
noite as palavras do dia seguinte, jamais saberão, jamais sentirão o
prazer que a profissão de professor pode proporcional (NETO, 2011,
p.119). Desenvolvimento Quais? Foi outra questão
apresentada aos professores. Para o P1, “a falta de leitura prévia dos conteúdos atrapalha muito”. P3 diz que
como trabalha com disciplinas teóricas, percebe que, cada vez mais, há um crescente
desinteresse dos acadêmicos pela leitura e até mesmo pela escrita (embora seja um
curso de Comunicação), o que dificulta o processo ensino-aprendizado. Destaca que o
perfil do aluno de Comunicação mudou muito nestes últimos anos, cada vez mais jovens –
o que certamente reflete na maturidade necessária para cursar um curso superior, sendo
responsável pela sua formação profissional. Já o P2 assim se manifestou: “O mercado
jornalístico, talvez justamente por estar em crise, se movimenta muito rápido, no sentido de tentar reencontrar seu espaço. Absorver essas tendências, estar antenado com novas
iniciativas, e ao mesmo tempo relacioná-las com os velhos paradigmas e problemas da
comunicação geram alguma dificuldade, de fato, mas creio que seja uma dificuldade
fundamental. Então, sim, existe uma dificuldade nessa tarefa de filtrar e transformar a
situação em reflexão; e não, porque esse trabalho é essencial”. Sobre o desinteresse dos alunos, Cardeal et al (2012, p.2) diz que essa é a
realidade enfrentada por todos os docentes – o que pode ser a maior dificuldade
encontrada para dar aula. “A maior parte dos alunos quase sempre não mostra interesse
em aprender o que o professor ensina, há diversas outras coisas que chamam mais a
atenção deles do que seu professor e o que ele está lecionando”. Os pesquisadores
fazem essa observação não só na Sociologia, disciplina foco de seus estudos, mas em
todas as outras que acabam desmotivando o professor, afetando sua relação com o
aluno. Aliado a essa falta de interesse, há a indisciplina. O professor pode preparar seu
conteúdo, mas acaba se decepcionando ao chegar à sala de aula, quando seus alunos
não prestam atenção, tornando impossível o desenvolvimento da aula. Como Jornalismo é um curso de bacharelado, os professores foram indagados
se tiveram algum estudo focado na Didática ou alguma disciplina pedagógica durante
seus estudos de formação. P2 e P4 disseram que não tiveram nenhuma disciplina
pedagógica. P3 relatou que também não teve essa formação, no entanto para poder
suprir essa necessidade, procurou curso de especialização na área. Mesmo assim, suas
expectativas não foram supridas. Revista Pauta Geral-Estudos em Jornalismo, Ponta Grossa, vol.3, n.1 p. 110-121,
Jan/Jun, 2016. Desenvolvimento P1 disse ter tido Didática e Metodologia de Ensino em
seus cursos de especialização e mestrado, junto aos Fundamentos da Educação,
Metodologias de Ensino e Práticas Pedagógicas. Mesmo não tendo essa formação durante sua graduação ou na pós-graduação,
todos consideraram importante a formação pedagógica para o professor universitário. De
acordo com o P3 “é essencial para o desenvolvimento de aulas dinâmicas, para a
compreensão do processo ensino-aprendizado e para sabermos lidar, de uma forma mais
individualizada, com os mais diversos perfis de alunos que recebemos anualmente”. Para
o P1, “trata-se de docência, seja qual área for. Conhecimento pedagógico ajuda num
ensino mais com mais êxito”. P4 comentou que “a formação ajuda no contato com os
alunos e na didática das aulas”. Acreditando que o conhecimento de práticas pedagógicas
é fundamental, P2 ressalta que “é importante o docente entender que ele precisa ser entendido, ou seja, não adianta ele dominar o conteúdo se ele não consegue transmiti-lo
aos seus alunos”. entendido, ou seja, não adianta ele dominar o conteúdo se ele não consegue transmiti-lo
aos seus alunos”. Como em todo o processo de aprendizado, no Jornalismo também há a
necessidade de professores capacitados para lecionar o conteúdo teórico e prático. Porém, a questão está na formação desse docente, uma vez que o curso dá o diploma de
bacharel. Andrade e Linhares (2011) dizem que o profissional com mais experiência e
conhecimento em áreas específicas, ainda tem a preferência para atuar na docência,
mesmo não tendo passado por algum curso ou especialização educacional. [...] Num primeiro olhar, vale mais a experiência no mercado e a
competência técnico-profissional como fundamento do domínio do
conteúdo do que propriamente a prática docente, a forma como apresenta
este conteúdo ao aluno, o domínio de saberes necessários para a
construção de um ambiente propício a aprendizagem e a formação
profissional,
considerando
aqui
a
concepção
da
didática
como
sistematizadora da prática de ensinar/aprender ( ANDRADE; LINHARES,
2011, p.3). Independente da formação bacharel ou licenciatura é necessária que a formação
pedagógica seja realizada. Tendo esses princípios, ele pode, com toda a certeza, ter uma
linha de trabalho eficaz, porque possui uma metodologia planejada – um dos motivos
fundamentais e claros para se procurar se especializar no ‘ser professor’. Desenvolvimento 118 “O docente desenvolve então, habilidades pessoais, tais como capacidade de
improvisação, macetes, gestos, atitudes e estilos que possibilitam vencer as barreiras e
construir uma maneira própria de ensinar” (CUNHA, BRITO E, CICILLINI, 2006, p. 5). Muitos são os pesquisadores da área de formação de professores que enfatizam
a questão da formação pedagógica do professor universitário. Entre eles, Cunha e Lima
(2009), afirmam que o professor necessita de uma atenção continuada para a sua
formação. Revista Pauta Geral-Estudos em Jornalismo, Ponta Grossa, vol.3, n.1 p. 110-121,
Jan/Jun, 2016. ç
Levando-se em conta a importância do professor e do seu papel no
processo educativo urge a necessidade de investir nele, como
profissional
e
como
pessoa
no
contexto
educacional,
na
contemporaneidade. É preciso dar voz e vez ao professor tendo em vista
sua própria reflexão sobre o seu saber e o seu saber fazer, acreditando
que da sua fala e da sua história possa surgir grandes e ricas
experiências que apontam alternativas de formação, dos seus saberes e
de sua prática pedagógica (CUNHA; LIMA, 2009, p.8). Levando-se em conta a importância do professor e do seu papel no
processo educativo urge a necessidade de investir nele, como
profissional
e
como
pessoa
no
contexto
educacional,
na
contemporaneidade. É preciso dar voz e vez ao professor tendo em vista
sua própria reflexão sobre o seu saber e o seu saber fazer, acreditando
que da sua fala e da sua história possa surgir grandes e ricas
experiências que apontam alternativas de formação, dos seus saberes e
de sua prática pedagógica (CUNHA; LIMA, 2009, p.8). Revista Pauta Geral-Estudos em Jornalismo, Ponta Grossa, vol.3, n.1 p. 110-121,
Jan/Jun, 2016. Revista Pauta Geral-Estudos em Jornalismo, Ponta Grossa, vol.3, n.1 p. 110-121,
Jan/Jun, 2016. REVISTA PAUTA GERAL
ESTUDOS EM JORNALISMO
Doi 10.5212/RevistaPautaGeral.v.3.i1.0007 A tarefa de educar, além de incluir a formação técnica e teórica, exige muito
dinamismo e entrega à profissão, pois o professor encontra diversidades envolvidas no
complexo sistema educacional. Em seu trabalho muitos contextos sociais afetam seu
desempenho, como sugere Neuenfeldt (2014, p.2) Dessa forma, para que a atitude reflexiva se estabeleça, o professor
precisa desenvolver algumas características, tais como: não se ver como
detentor de um saber acabado, permitindo-se aprender constantemente;
compreender que os modelos são construídos em conjunto; lidar com as
dúvidas e incertezas como parte do processo de aprendizagem,
compartilhando os saberes e fazeres da prática pedagógica. 119 Para que essa formação ocorra, concordamos com Isaia (2005, p. 67) que “a
formação permanente, para se consolidar, precisa ser entendida como um processo
organizado, sistemático e intencional, a partir do grupo de professores, das instituições e
das políticas educativas de nível superior”. Importante destacar O Programa Entredocentes que é o Programa Institucional de
Formação de Professores da Unicentro e que tem por objetivo, segundo a coordenadora,
a formação continuada dos professores da universidade, inicialmente com o foco nos
professores em início de carreira e que se encontram em estágio probatório. Revista Pauta Geral-Estudos em Jornalismo, Ponta Grossa, vol.3, n.1 p. 110-121,
Jan/Jun, 2016. Desenvolvimento Questionados sobre a possibilidade de participarem de um curso de formação
docente oferecido pela sua instituição, assim se manifestaram: P1 respondeu que não
participaria e não comentou os motivos. P3 faria, sim e sua sugestão de tema refere-se
“às mudanças do perfil de aluno que os cursos de graduação vêm recebendo: mais
jovens, conectados, maduros em alguns sentidos e imaturos em outros, como para a
tomada de decisão de uma profissão, extremamente dinâmicos e criativos, mas dispersos
e, muitas vezes, desinteressados em aprender. Como conquistá-los? Como evitarmos a
crescente evasão que nossos cursos de graduação vêm apresentando?”. P2 manifestou
que provavelmente sim, mas dependeria muito do programa do curso. “Mesmo que
nesses quatro anos tenha conseguido alguma experiência é sempre importante continuar
se aprimorando”. P4 também participaria e sua sugestão seria de algo voltado para a
didática em sala de aula. REVISTA PAUTA GERAL
ESTUDOS EM JORNALISMO
Doi 10.5212/RevistaPautaGeral.v.3.i1.0007 Este trabalho tinha como finalidade investigar a importância da formação
pedagógica dos professores do curso de Jornalismo da Unicentro – Campus Santa Cruz-
Guarapuava- PR. Dos 12 questionários enviados, apenas quatro foram respondidos. Diante dos relatos sobre a prática docente, os entrevistados apontaram que, mesmo
tendo ou não um estudo específico acreditam que a formação pedagógica faz todo o
diferencial em sala de aula, ou seja, no ‘ser professor’. No entanto, não são todos que,
mesmo reconhecendo a importância da formação docente, se interessam em melhorar
sua prática – o que é contraditório: não se preocupar por fazer cursos de formação
continuada. Com a capacitação do professor universitário, aliada ao conhecimento teórico e
prático, é possível transformar positivamente suas aulas, qualificando o ensino e
contribuindo para a formação de seus alunos. Por esse motivo, é necessário que a ação
docente seja desenvolvida nas universidades com o objetivo de intensificar, melhorar e
estimular o aprendizado. Também foi possível perceber que os professores buscam o diálogo como a
melhor maneira de se aplicar e receber o conhecimento. A aula expositiva, de certa forma,
é o melhor método para que, além do conhecimento científico, possa haver a interação
entre professor e aluno. Esse processo, pela forma semelhante abordada pelos
entrevistados, é o mais eficaz, até então. Mesmo utilizando essa metodologia, que proporciona a diversidade e inovação,
os professores sentem muito que os alunos não correspondem às suas expectativas,
deixando de prestar atenção e demonstrando desinteresse pelo material que é
apresentado para estudo. Esta situação é preocupante porque a universidade está
formando profissionais que atuarão no mercado de trabalho e que, em pouco tempo,
prestarão serviços à sociedade. Considerações Finais Revista Pauta Geral-Estudos em Jornalismo, Ponta Grossa, vol.3, n.1 p. 110-121,
Jan/Jun, 2016. REVISTA PAUTA GERAL
ESTUDOS EM JORNALISMO
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Cortez, 2002. smo_frente_%C3%A0s_demandas_da_sociedade_contempor%C3%A2nea Acesso em:
25 abr. 2015. Enviado em 22/02/2016
Publicado em 27/04/2016 Enviado em 22/02/2016
Publicado em 27/04/2016 Revista Pauta Geral-Estudos em Jornalismo, Ponta Grossa, vol.3, n.1 p. 110-121,
Jan/Jun, 2016. Revista Pauta Geral-Estudos em Jornalismo, Ponta Grossa, vol.3, n.1 p. 110-121,
Jan/Jun, 2016.
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English
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DEMOGRAPHIC ANALYSIS OF MAXILLOFACIAL FRACTURES IN MAYO HOSPITAL LAHORE
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Zenodo (CERN European Organization for Nuclear Research)
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Corresponding author: Dr Sabina Alim, Article Received: June 2020 Accepted: July 2020 Article Received: June 2020 Accepted: July 2020 Abstract: Aim: A descriptive study was undertaken to analyze the demographic distribution of maxillofacial fractures in
320 patients reported to the Department of Oral and Maxillofacial Surgery, Mayo Hospital Lahore. Duration: For one-year duration from May 2019 to May 2020. Aim: A descriptive study was undertaken to analyze the demographic distribution of maxillofacial fractures in
320 patients reported to the Department of Oral and Maxillofacial Surgery, Mayo Hospital Lahore. atients reported to the Department of Oral and Maxillofacial Surgery, Mayo Hospital Lahore. tion: For one-year duration from May 2019 to May 2020. f
Methods: Patient records and radiographs were taken. Data on age, gender, and cause of fractures were
reviewed. The age range was 2-76 years (mean 25 years) and the peak incidence was in the age group 21-30
years. The male-to-female ratio was 5.4: 1. y
f
Results and Conclusion: The study found that 64.7% (n = 206) were due to road traffic accidents (RTAs)
followed by a fall (n = 60; 18.8%), seizure (n = 26; 8.1%), sports (n = 17; 5.3%), firearms injuries [FM (n = 3;
0.9%)], occupational injuries (n = 2; 0.6%), while 5 cases (1.65%) were related to other causes such as bomb
blasts, animal injuries etc. This study could provide a guide for creating prevention and treatment programs. Keywords: injuries, facial fractures, etiology, road accidents. Sabina Alim et al Sabina Alim et al Sabina Alim et al IAJPS 2020, 07 (08), 766-769 ISSN 2349-7750 Research Article Available online at: http://www.iajps.com Dr Sabina Alim, Senior Lecturer, Rawal Institute of Health Sciences, Islamabad Please cite this article in press Sabina Alim et al, Demographic Analysis Of Maxillofacial Fractures In Mayo
Hospital Lahore., Indo Am. J. P. Sci, 2020; 07(08). Page 766 w w w . i a j p s . c o m Sabina Alim et al ISSN 2349-7750 ISSN 2349-7750 IAJPS 2020, 07 (08), 766-769 INTRODUCTION: trauma victims over the last 100 years, such as
external skeleton stiffening, open reduction,
craniofacial exposure, internal wire fixation,
primary bone grafting, mini-plates and orbital
reconstruction. Consequently, such injuries today
adversely affect quality of life less often than
before, due to the progress made by countless
people from a variety of disciplinary backgrounds. Taken
together,
these
advances
have
had
tremendous benefits in improving the primary and
secondary correction of posttraumatic maxillofacial
deformities. The face, as the most exposed part of the body, is
particularly vulnerable to injury. The main causes
around the world are road accidents, falls, assaults,
sports, injuries to the hands of firefighters and work
injuries. Of course, one would expect the etiology
to influence the severity and type of injuries
suffered. " Data collected in the 1960s and early
1970s show that 20% -60% of all people injured in
R.T.A have some degree of maxillofacial injuries. A high incidence of R.T.As maxillofacial injuries is
reported in developing countries, while the
incidence of personal violence is higher in
developed
countries. The
introduction
of
mandatory seat belts and drunk driving regulations
significantly reduced both the number and severity
of road traffic injuries by 25%, and more serious
facial injuries were reduced by two-thirds. It turns
out that falls were the second most common cause
after being assaulted, although it is known that
many patients who committed the assault reported
that their injuries were due to falls. The constant
improvement in the quality of life of the individual
and the growing interest in sports activities resulted
in the increasing use of sports in free time at the
amateur level. As a result, the number of sports
injuries has steadily increased since the late 1980s. Maxillofacial injuries from fire arm injuries have
been increasing over the past decades, presenting
one of the greatest challenges for maxillofacial
surgeons. More industrial trauma is reported in
industrialized cities. Age and gender are mentioned
as important factors influencing the occurrence of
maxillofacial injuries. Dr Sabina Alim, “The highest incidence is
observed in the 21-30 age group. The lowest
incidence is observed in the age group over 60 and
under 5. patients are male with a male-to-female
ratio of approximately 3: 1.1 'Considerable
progress has been made in the care of maxillofacial MATERIALS AND METHODS: MATERIALS AND METHODS: The information obtained was based on an analysis
of maxillofacial injuries recorded at Maxillofacial
Surgery Department, Mayo Hospital, Lahore. The
study was conducted from May 2019 to May 2020. This randomized study was conducted in 320
consecutive maxillofacial trauma patients. The
study included all patients of all ages and both
sexes who suffered from maxillofacial trauma in
the ward. A detailed patient history was collected
and a detailed clinical examination was performed. Basic and detailed examinations, such as a
radiograph, were performed to confirm the bone
injury. Maxillofacial fractures were assessed on the
basis of etiology, age and gender. Maxillofacial injuries from fire arm injuries have
been increasing over the past decades, presenting
one of the greatest challenges for maxillofacial
surgeons. More industrial trauma is reported in
industrialized cities. Age and gender are mentioned
as important factors influencing the occurrence of
maxillofacial injuries. “The highest incidence is
observed in the 21-30 age group. The lowest
incidence is observed in the age group over 60 and
under 5. patients are male with a male-to-female
ratio of approximately 3: 1.1 'Considerable
progress has been made in the care of maxillofacial DISCUSSION: reducing facial injuries. In Pakistan, the law
mandating the use of seat belts has not been
properly implemented. In interviews with victims
of facial injuries due to RTA, it was observed that
the carelessness of many drivers, failure to give
priority, excessive speed on highways in the
competition of addicted drivers, contributed to the
increase in the number of jaw fractures caused by
RTA. Hill et al. And Voss reported seizure as the
leading cause of maxillofacial fractures in England
and Norway, respectively. The 8.1% incidence in
this study is due to a strong control of contrast with
the 55% reported in Scotland, which may be related
to differences in social alcohol consumption. Due
to their religious background, Pakistanis do not
drink alcohol. Epidemiological
studies
of
the
causes
and
incidence of maxillofacial fractures vary by
geographic region, socioeconomic status, culture,
religion and age. The prevalence of maxillofacial
injuries in the 21-30 age group is consistent with
the results of previous published studies. But it
contrasts with the Karyouti report, which identified
the 0-5 year age group as the group with the
highest incidence. A possible explanation for the
high frequency in the 21-30 age group is that
people in this age group engage in hazardous
exercise and sports, drive motor vehicles carelessly
and are most likely violent. The lowest incidence
was observed in the age group over 60 years
(1.3%) compared to the Kapoor and Srivastava
study of 0-5 years. A possible reason would be
limited outdoor activities in old age. Previous
studies
have
found
a
lower
incidence
of
maxillofacial fractures in women with a male to
female ratio ranging from 5.2: 1 to 5.4: 1. In this
study, there was 5.4: 1.3 left. The higher age of a
person may be due to the fact that men are mainly
engaged in outdoor activities and are also at risk of
violent interactions. Men are more than women. In
most previous epidemiological studies, road traffic
accidents were the most common cause of jaw
fractures, and this study supports these findings. In
England, it has been reported that the introduction
of compulsory seat belts has a significant impact in RESULTS: 320 patients with various types of maxillofacial
fractures were treated. The most common causes of
maxillofacial injuries were RTA (n = 207; 64.7%),
followed by accidental falls (n = 60; 18.8) and
combat injuries (n = 26; 8.1%); sports injuries in 17
cases (5.3%). FAI (n = 3: 0.9%) Industrial (n = 2:
0.6%). The causes of the injuries are summarized
in Table 1. a j p s . c o m
Page 767
TABLE 1: DISTRIBUTION OF MAXILLOFACIAL FRACTURES ACCORDING TO ETIOLOGY
Number of cases
Percent
RTA
207
64.7
Fall
60
18.8
Assault
26
8.1
Sports
17
5.3
FAI
3
0.9
Industrial
2
0.6
Other Causes
5
1.6
Total
320
100.0
The remaining fractures resulted from various causes (n = 5: 1.6%), such as bomb explosion, animal injuries,
etc. 236 The patient's age at the time of injury ranged from 2 years. -76 years, with an average age of 25 + 1-13
years. In virtually all age groups, more men than women were involved, and the overall ratio was 5.4: 1 (Table
2). a j p s . c o m
Page 767
TABLE 1: DISTRIBUTION OF MAXILLOFACIAL FRACTURES ACCORDING TO ETIOLOGY
Number of cases
Percent
RTA
207
64.7
Fall
60
18.8
Assault
26
8.1
Sports
17
5.3
FAI
3
0.9
Industrial
2
0.6
Other Causes
5
1.6
Total
320
100.0
The remaining fractures resulted from various causes (n = 5: 1.6%), such as bomb explosion, animal injuries,
etc. 236 The patient's age at the time of injury ranged from 2 years. -76 years, with an average age of 25 + 1-13
years. In virtually all age groups, more men than women were involved, and the overall ratio was 5.4: 1 (Table
2). TABLE 1: DISTRIBUTION OF MAXILLOFACIAL FRACTURES ACCORDING TO ETI The remaining fractures resulted from various causes (n = 5: 1.6%), such as bomb explosion, animal injuries,
etc. 236 The patient's age at the time of injury ranged from 2 years. -76 years, with an average age of 25 + 1-13
years. In virtually all age groups, more men than women were involved, and the overall ratio was 5.4: 1 (Table
2). w w w . i a j p s . RESULTS: c o m Sabina Alim et al ISSN 2349-7750 IAJPS 2020, 07 (08), 766-769 TABLE 2: GENDER DISTRIBUTION OF MAXILLOFACIAL FRACTURES
Number of cases
Percent
Male
270
84.4
Female
50
15.6
Total
320
100.0 TABLE 2: GENDER DISTRIBUTION OF MAXILLOFACIAL FRACTURES In most cases, the patient was 21-30 years of age (n = 105; 32.8%). Only 12.8% of patients were below 11 years
of age, and 1.3% were above 60 years of age (Table 3). In most cases, the patient was 21-30 years of age (n = 105; 32.8%). Only 12.8% of patients were below 11 years
of age, and 1.3% were above 60 years of age (Table 3). TABLE 3: DISTRIBUTION OF MAXILLOFACIAL FRACTURES ACCORDING TO AGE
Age (years)
Number of cases
Percent
1-10
41
12.8
11-20
92
28.8
21-30
105
32.8
3140
50
15.6
41-50
20
6.3
51-60
8
2.5
Over 60
4
1.3
Total
320
100.0 TABLE 3: DISTRIBUTION OF MAXILLOFACIAL FRACTURES ACCORDING TO AGE REFERENCES: 1. Khan, Ahmad, Sertaj Khan, Mohammad Tariq
Khan, Khadija Syed, Syed Asad Shah,
Ruqayyah Younis, Muhammad Sohail, and
Umar Khitab. "Pattern of maxillary fractures in
patients presented to tertiary care hospital-a
study." Pakistan Oral & Dental Journal 39,
no. 3 (2019): 247-250. 11. Partiali, Benjamin, Sandra Oska, Antonio
Barbat, Joseph Sneij, and Adam Folbe. "Injuries to the Head and Face from
Skateboarding: a 10 Year Analysis from
NEISS
Hospitals." Journal
of
Oral
and
Maxillofacial Surgery (2020). 2. Alam, Beenish Fatima, and MFDS RCSED. "Patterns of Facial Fractures Associated with
Socio-demographic and Causative Factors: A
Multi-Center
Analysis
from
Karachi." JPDA 28, no. 03 (2019): 104. 12. George, Elizabeth, Catherine H. Phillips,
Nandish
Shah,
Annie
Lewis-O’Connor,
Bernard Rosner, Hanni M. Stoklosa, and
Bharti Khurana. "Radiologic findings in
intimate partner violence." Radiology 291, no. 1 (2019): 62-69. 3. Zahra, Rubbab, Syed Gulzar Ali Bukhari,
Muhammad Umar Qayyum, Muhammad Adil
Asim, Muhammad Umair, and Sehrish Liaqat. "SCREW
LOOSENING
AS
A
COMPLICATION OF SELF-TAPPING IMF
SCREWS USED FOR INTERMAXILLARY
FIXATION
IN
MANDIBULAR
FRACTURES." Pakistan
Oral
&
Dental
Journal 39, no. 2 (2019): 144-148. 13. Osadolor, O. O. "Trauma to anterior teeth in a
Nigerian tertiary health facility." Age 10, no. 19 (2019): 7. 14. Gunneweg,
Jakob
CF,
Georgios
F. Giannakopoulos, Wietse P. Zuidema, Niels
AA Matheijssen, and Ferco H. Berger. "Distribution of radiation exposure in patients
with partially stable and unstable pelvic ring
fractures: first-time use of highly accurate
assessment
by
Monte
Carlo
calculations." European Journal of Trauma
and Emergency Surgery (2020): 1-9. 4. Tetteh, Sophia, Richard J. Bibb, and Simon J. Martin. "Maxillofacial prostheses challenges in
resource constrained regions." Disability and
rehabilitation 41, no. 3 (2019): 348-356. 5. Mohamed, Abdulrahman, Jeffrey Mulcaire,
and Anthony James P. Clover. "Head and neck
injury in major trauma in Ireland: a multicentre
retrospective analysis of patterns and surgical
workload." Irish Journal of Medical Science
(1971-) (2020): 1-7. 15. Chung, Shin Hye, Kyung A. Chun, Hae-Young
Kim, Young-Sun Kim, and Juhea Chang. "Periapical Healing in Single-visit Endodontics
under General Anesthesia in Special Needs
Patients." Journal of endodontics 45, no. 2
(2019): 116-122. 6. Li, Lifeng, Hongrui Zang, Demin Han, Bentao
Yang, Shaun C. Desai, and Nyall R. London. "Nasal Bone Fractures: Analysis of 1193 Cases
with an Emphasis on Coincident Adjacent
Fractures." Facial Plastic Surgery & Aesthetic
Medicine (2020). 7. Cohn, Jason E., Jordan J. Licata, Sammy
Othman, Tom Shokri, and Seth Zwillenberg. CONCLUSION: The conducted studies showed that the highest
frequency of mandible fractures occurred in the age
group of 21-30 years, and the most common cause
was R.T.As (64.7%). The male to female ratio was
5.4: 1. The most common site was fracture of the
mandibular body (30.3%), followed by the
condylar region (24.2%). The results show that
there is concern about the high percentage of RTA
jaw injuries as few people use seat belts, an
awareness campaign to educate the public,
especially drivers, about the importance of
restraints and protective measures in motor Page 768 w w w . i a j p s . c o m Sabina Alim et al IAJPS 2020, 07 (08), 766-769 ISSN 2349-7750 pidemic of e-scooters." Trauma surgery &
acute care open 4, no. 1 (2019): e000337. vehicles
should
be
implemented. These
arrangements should alert authorities to the need to
enforce existing traffic laws to control speeding on
motorways and careless driving, smooth roads and
the use of seat belts must be mandatory. 10. Park, Han-Kyul, Jin-Young Park, Na-Rae
Choi, Uk-Kyu Kim, and Dae-Seok Hwang. "Sports-related oral and maxillofacial injuries:
a 5-year retrospective study, Pusan National
University Dental Hospital." Journal of Oral
and Maxillofacial Surgery (2020). REFERENCES: "Comparison of Maxillofacial Trauma Patterns
in the Urban Versus Suburban Environment: A
Pilot Study." Craniomaxillofacial Trauma &
Reconstruction (2020): 1943387520910338. 8. Söz, Gülbahar, and Zeynep Karakaya. "The
evaluation of geriatric patients who presented
with
trauma
to
the
emergency
department." Archives of Medical Science:
AMS 15, no. 5 (2019): 1261. 9. Kobayashi, Leslie M., Elliot Williams, Carlos
V. Brown, Brent J. Emigh, Vishal Bansal,
Jayraan Badiee, Kyle D. Checchi, Edward M. Castillo, and Jay Doucet. "The e-merging e- Page 769 w w w . i a j p s . c o m
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https://www.nature.com/articles/srep16808.pdf
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English
| null |
Mesoporous Silica Gel–Based Mixed Matrix Membranes for Improving Mass Transfer in Forward Osmosis: Effect of Pore Size of Filler
|
Scientific reports
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cc-by
| 8,031
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www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports Mesoporous Silica Gel–Based
Mixed Matrix Membranes for
Improving Mass Transfer in
Forward Osmosis: Effect of Pore
Size of Filler received: 10 December 2014
accepted: 10 March 2015
Published: 23 November 2015 received: 10 December 2014
accepted: 10 March 2015
Published: 23 November 2015 Jian-Yuan Lee1,2, Yining Wang2, Chuyang Y. Tang1,2,3 & Fengwei Huo4 The efficiency of forward osmosis (FO) process is generally limited by the internal concentration
polarization (ICP) of solutes inside its porous substrate. In this study, mesoporous silica gel (SG)
with nominal pore size ranging from 4–30 nm was used as fillers to prepare SG-based mixed matrix
substrates. The resulting mixed matrix membranes had significantly reduced structural parameter
and enhanced membrane water permeability as a result of the improved surface porosity of the
substrates. An optimal filler pore size of ~9 nm was observed. This is in direct contrast to the case
of thin film nanocomposite membranes, where microporous nanoparticle fillers are loaded to the
membrane rejection layer and are designed in such a way that these fillers are able to retain solutes
while allowing water to permeate through them. In the current study, the mesoporous fillers
are designed as channels to both water and solute molecules. FO performance was enhanced at
increasing filler pore size up to 9 nm due to the lower hydraulic resistance of the fillers. Nevertheless,
further increasing filler pore size to 30 nm was accompanied with reduced FO efficiency, which can be
attributed to the intrusion of polymer dope into the filler pores. Forward osmosis (FO) is one of the promising membrane filtration technologies for potable water pro-
duction1,2, wastewater treatment and membrane bioreactor (MBR)3–11, seawater/brackish water desal-
ination12–14, drug delivery15, food/juice processing16,17, and valuable materials enrichment17–20. In FO
processes, an osmotic pressure difference is created between a low concentration solution and a high
concentration solution to draw water through a semi-permeable FO membrane. Osmotically-driven FO
membrane processes can potentially reduce the energy consumption of current technologies1,2 com-
pared to high pressure-driven reverse osmosis (RO) and nanofiltration (NF) membrane processes. Based
on previous studies, several additional advantages of FO processes has been reported, including more
reversible fouling due to the no requirement of pressure, high rejection of various solutes and contami-
nants, and the lack of high temperature or pressure that can potential destroy some sensitive feed stock
in certain applications. 1Nanyang Environment & Water Research Institute, Interdisciplinary Graduate School, Nanyang Technological
University, Singapore, 639798. 2Singapore Membrane Technology Centre, Nanyang Environment & Water Research
Institute, Nanyang Technological University, Singapore, 637141. Mesoporous Silica Gel–Based
Mixed Matrix Membranes for
Improving Mass Transfer in
Forward Osmosis: Effect of Pore
Size of Filler Membrane
Membrane
Thickness
(μm)
Contact
Angle (ο)
Membrane
Bulk Porosity
(%)
Substrate Water
Permeabilityb
(L/m2 h bar)
Membrane Water
Permeabilityb
(L/m2 h bar)
Salt
Rejectionc
(%)
Structural
Parameter
(mm)
Control
42 ± 2
54 ± 4
80 ± 2
171 ± 18
5.4 ± 0.6
83 ± 3
0.36 ± 0.03
F40
43 ± 1
47 ± 3
78 ± 2
218 ± 6
9.2 ± 1.2
80 ± 3
0.22 ± 0.01
F60
46 ± 1
39 ± 2
77 ± 4
244 ± 23
9.4 ± 0.7
74 ± 6
0.19 ± 0.02
F90
43 ± 1
33 ± 3
78 ± 3
307 ± 17
9.9 ± 0.5
68 ± 2
0.17 ± 0.01
F300
49 ± 1
42 ± 4
79 ± 2
273 ± 12
8.9 ± 0.6
76 ± 4
0.24 ± 0.01 Table 2. Membrane thickness, contact angle, membrane bulk porosity, substrate water permeability,
membrane water permeability salt rejection, and structural parameter of SG-based MMMs with
different pore size of silica gel particlesa. aThe experiment errors are reported as the standard deviation
of at least 3 repeated measurements. bMeasured at an applied pressure of 5 bar with ultrapure water as feed
water in the pressurized cross flow filtration testing mode. cMeasured at an applied pressure of 5 bar with
5 mM MgCl2 as feed water in the pressurized cross flow filtration testing mode. Table 2. Membrane thickness, contact angle, membrane bulk porosity, substrate water permeability,
membrane water permeability salt rejection, and structural parameter of SG-based MMMs with
different pore size of silica gel particlesa. aThe experiment errors are reported as the standard deviation
of at least 3 repeated measurements. bMeasured at an applied pressure of 5 bar with ultrapure water as feed
water in the pressurized cross flow filtration testing mode. cMeasured at an applied pressure of 5 bar with
5 mM MgCl2 as feed water in the pressurized cross flow filtration testing mode. Several reviews on FO pointed to the critical need for fabricating high performance FO mem-
branes1,2,21. One commonly adopted approach to enhance FO performance is to create rejection lay-
ers with higher water permeability and/or lower salt permeability. Existing attempts include interfacial
polymerization (IP) optimization22–25, membrane post-modification by chlorination26, and non-IP based
approaches, such as layer by layer (LbL)27–29 and integral asymmetric FO membranes30–32. Another
approach is based on nanoparticle incorporation33–36. Mesoporous Silica Gel–Based
Mixed Matrix Membranes for
Improving Mass Transfer in
Forward Osmosis: Effect of Pore
Size of Filler 3Department of Civil Engineering, the University of
Hong Kong, Pokfulam, Hong Kong. 4Key Laboratory of Flexible Electronics (KLOFE) & Institute of Advanced Materials
(IAM), Jiangsu National Synergistic Innovation Center for Advanced Materials (SICAM), Institute of Advanced
Materials, Nanjing Tech University (NanjingTech), Nanjing, 211816, P. R. China. Correspondence and requests for
materials should be addressed to C.Y.T. (email: tangc@hku.hk) or F.H. (email: iamfwhuo@njtech.edu.cn) Scientific Reports | 5:16808 | DOI: 10.1038/srep16808 1 www.nature.com/scientificreports/ SGa
Nominal Pore
Size (Å)
Measured Pore
Size (Å)
BET Surface
Area (m2/g)
SG F40
40
58
433
SG F60
60
59
424
SG F90
90
106
318
SG F300
300
173
68
Table 1. The properties of different pore size and BET surface area of silica gel filler. aAll the SG
particles have comparable particle sizes, with each ranging from 40–63 μ m. SGa
Nominal Pore
Size (Å)
Measured Pore
Size (Å)
BET Surface
Area (m2/g)
SG F40
40
58
433
SG F60
60
59
424
SG F90
90
106
318
SG F300
300
173
68
Table 1. The properties of different pore size and BET surface area of silica gel filler. aAll the SG
particles have comparable particle sizes, with each ranging from 40–63 μ m. SGa
Nominal Pore
Size (Å)
Measured Pore
Size (Å)
BET Surface
Area (m2/g)
SG F40
40
58
433
SG F60
60
59
424
SG F90
90
106
318
SG F300
300
173
68 Table 1. The properties of different pore size and BET surface area of silica gel filler. aAll the SG
particles have comparable particle sizes, with each ranging from 40–63 μ m. Table 1. The properties of different pore size and BET surface area of silica gel filler. aAll the SG
particles have comparable particle sizes, with each ranging from 40–63 μ m. Mesoporous Silica Gel–Based
Mixed Matrix Membranes for
Improving Mass Transfer in
Forward Osmosis: Effect of Pore
Size of Filler Inspired by the great success of nanocomposite
membranes for reverse osmosis applications37,38, Ma et al. developed microporous zeolite loaded thin
film nanocomposite (TFN) FO membranes and demonstrated their significantly higher water permea-
bility and thus FO water flux as a result of different zeolite loading39. In a typical design, the pore size of
the nanoparticles is chosen to be smaller than the hydrated radius of target solutes to maintain or even
enhance solute rejection37,38. j
In parallel to the development of TFN FO membranes, recent studies have shown that the loading of
porous fillers to FO substrates are highly effective in enhancing FO performance40–42. These porous par-
ticles in these mixed matrix substrate (MMS) are shown to provide preferential water paths, which effec-
tively enhances the mass transfer in the membrane support layer and mitigates internal concentration
polarization (ICP)40. The pore size of the fillers plays a critical role on their effectiveness in enhancing
FO performance. Unlike nanoparticle fillers for TFN rejection layers where smaller particle pore size is
favored due to solute rejection considerations37,38, fillers for MMS with large pores are presumably more
effective “water channels” due to their much reduced hydraulic resistance. Unfortunately, there is lack of
guiding principle for the selection of pore size of filler in the FO substrate.hf g
g p
p
pi
Therefore, the objective of current study is to systematically study the effects of pore size of substrate
fillers on the physiochemical properties, intrinsic separation properties, and FO performance of mixed
matrix FO membranes. More specifically, silica gel (SG) particles with a variety of pore size were incor-
porated into polyacrylonitrile (PAN) to prepare the SG-based mixed matrix membranes (MMMs) due
to their hydrophilic nature and a variety of pore size are available. To the best knowledge of the authors,
this is the first study to systematically investigate the effects of filler pore size on SG-based mixed matrix
FO membranes. Results
Th The nitrogen adsorption and desorption isotherms of different pore size of silica gel is shown in Fig. S1
of the Supporting Information. The measured pore size and BET area are presented in Table 1. For the
different pore size of silica gel, the nominal pore size ranged from SG F40 (40 Å) to SG F300 (300 Å). The
measured pore size agreed reasonably well with the nominal pore size. Larger pore size of silica gel was Scientific Reports | 5:16808 | DOI: 10.1038/srep16808 2 www.nature.com/scientificreports/ Figure 1. The effect of different pore size of SG-based mixed matrix FO membranes on (a) substrate
water permeability and A value; (b) substrate water permeability and S value; and (c) the plot of A value
against the 1/S value. Testing conditions: DI water as the feed solution; applied pressure: 10 bars, error bar
was based on the standard deviation of 3 replicate measurements. Figure 1. The effect of different pore size of SG-based mixed matrix FO membranes on (a) substrate
water permeability and A value; (b) substrate water permeability and S value; and (c) the plot of A value
against the 1/S value. Testing conditions: DI water as the feed solution; applied pressure: 10 bars, error bar
was based on the standard deviation of 3 replicate measurements. generally associated with smaller BET surface area. For example, SG F300 had the largest nominal pore
size (300 Å) but also the smallest BET surface area (68 m2/g).hf The properties of SG-based mixed matrix FO membranes with different pore size are shown in
Table 2. The membrane thickness was not significantly influenced by the pore size of SG particles. The
average thickness of SG-based mixed matrix membrane (42–49 μ m) was similar to the thickness of com-
mercial available HTI cellulose acetate FO membranes (50 μ m) but was much thinner than HTI TFC FO
membranes (100 μ m) and traditional TFC RO membranes (150 μ m)25,43. In all cases, the incorporation
of SG particles had positive effect in improving the hydrophilicity of the substrate. The contact angle of
SG-loaded substrates ranged from 33–47°, as compared to 54° for the control without SG addition. The
SG-based mixed matrix FO membranes were also more hydrophilic compared to the commercial HTI
CA FO membranes (contact angle ~62°). Results
Th Based on the
observation of the current study, an optimal filler pore size of ~9 nm is recommended. It is worthwhile to
note that this optimal value may depend on the properties of the polymer dope and the filler particles. For example, classical theory predicts that the liquid (or in this case the polymer dope) entry pressure
into a pore is given by 4γcosθ/dfiller, where γ is surface tension of the polymer dope and θ is the contact
angle. Thus, a more viscous polymer dope with higher surface tension may lead to a higher optimal dfiller
value. Further systematic studies are required on understanding the effect of polymer dope properties
on the optimal filler pore size.i i
Both substrate PWP and S values are presented in Fig. 1b as a function of filler pore size. Clearly,
PWP and S value were strongly correlated. The PWP curve and S value curve were nearly mirror images
to each other. As discussed earlier in the section, the substrate PWP is proportional to the ratio of εs/τ. Meanwhile, based on classical ICP theory54,55, S value is proportional to tortuosity, and it is inversely pro-
portional to the substrate porosity. Recent research further reveals that the S value is generally dominated
by the skin layer contribution (as a result of much lower surface porosity compared to the average bulk
porosity)32,40,56. Thus, it is reasonable to expect a strong dependence of S value on τ/εs, which explains
the inverse relationship between substrate PWP and S value. Figure 1c plots the water permeability (A
value) of SG-based mixed matrix FO membranes as a function of 1/S value. A value and S value are
two key parameters dictating the FO water flux. A linear relationship between the A value and 1/S was
observed. The current study clearly demonstrated that the feasibility of using mixed matrix substrates to
simultaneously increase A value and reduce S value by enhancing the substrate mass transfer.ffl y
y
g
Figure 2 demonstrates the effect of different pore size of SG on FO water flux and the Js/Jv ratio of
SG-based mixed matrix FO membranes is shown in Fig. S3 of the Supporting Information. The FO
water flux was tested for both AL-DS and AL-FS orientations using 0.5 M MgCl2 as DS and DI water as
FS. Results
Th p
g
p
y
It is also interesting to note the substantially reduced structural parameter (S) for the SG-based mixed
matrix FO substrates (Table 2). Structural parameter is a critical FO membrane property, with a lower
S value preferred for controlling ICP in the FO substrate. In the current study, the S value was reduced
from 0.36 mm (control) to 0.17–0.24 mm (MMMs) as a result of SG loading. In all cases, the SG-based
mixed matrix FO substrates had much lower S values compared to the commercial HTI FO membranes
(0.47 mm for CTA membrane and 0.62 mm for TFC membrane)25,43. While their S value was similar to
that of the-state-of-the-art FO membranes supported by highly porous nanofiber substrates48,49, MMMs
generally offer much better mechanical stability45,50 that can potentially allow these membranes to be used
for more demanding applications such as pressure retarded osmosis51,52 and pressure assisted osmosis53.hfi
Å g pp
p
p
The effect of filler pore size (dfiller) on S value is shown in Fig. 1b. Increasing dfiller up to 90 Å (F90)
helped to reduce the S value, which is consistent with the hypothesis that the mesoporous silica gels
with larger dfiller are more effective in enhancing mass transfer in the substrate since they are more per-
meably to water and solutes. Nevertheless, the S value increased from 0.17 ± 0.01 mm to 0.24 ± 0.01 mm
when dfiller was further increased from 90 Å (F90) to 300 Å (F300). One plausible explanation is that, at
very large filler pore size, the polymer molecules can enter into the filler pores to result in partial pore
blockage and therefore reduced effectiveness of the fillers. Figure S2 shows the nitrogen adsorption and
desorption isotherms of clean F300 silica gels and that of F300 fillers separated from a polymer dope
solution by centrifugation. The results clearly indicate a significant reduction of both the filler pore size
from 17 nm to 15 nm and BET surface area from 68 m2/g to 54 m2/g, which providing a direct support
to the filler pore blockage hypothesis. The current study seems to suggest that the optimal dfiller value is
dependent on the competing effects of the reduced resistance to water/solute transport for larger pore
size and the simultaneously increased risk of blockage of filler pores by the polymer chains. Results
Th While their S value was similar to
that of the-state-of-the-art FO membranes supported by highly porous nanofiber substrates48,49, MMMs
generally offer much better mechanical stability45,50 that can potentially allow these membranes to be used
for more demanding applications such as pressure retarded osmosis51,52 and pressure assisted osmosis53. The effect of filler pore size (dfiller) on S value is shown in Fig. 1b. Increasing dfiller up to 90 Å (F90)
helped to reduce the S value, which is consistent with the hypothesis that the mesoporous silica gels
with larger dfiller are more effective in enhancing mass transfer in the substrate since they are more per-
meably to water and solutes. Nevertheless, the S value increased from 0.17 ± 0.01 mm to 0.24 ± 0.01 mm
when dfiller was further increased from 90 Å (F90) to 300 Å (F300). One plausible explanation is that, at
very large filler pore size, the polymer molecules can enter into the filler pores to result in partial pore
blockage and therefore reduced effectiveness of the fillers. Figure S2 shows the nitrogen adsorption and
desorption isotherms of clean F300 silica gels and that of F300 fillers separated from a polymer dope
solution by centrifugation. The results clearly indicate a significant reduction of both the filler pore size
from 17 nm to 15 nm and BET surface area from 68 m2/g to 54 m2/g, which providing a direct support
to the filler pore blockage hypothesis. The current study seems to suggest that the optimal dfiller value is
dependent on the competing effects of the reduced resistance to water/solute transport for larger pore
size and the simultaneously increased risk of blockage of filler pores by the polymer chains. Based on the
observation of the current study, an optimal filler pore size of ~9 nm is recommended. It is worthwhile to
note that this optimal value may depend on the properties of the polymer dope and the filler particles. For example, classical theory predicts that the liquid (or in this case the polymer dope) entry pressure
into a pore is given by 4γcosθ/dfiller, where γ is surface tension of the polymer dope and θ is the contact
angle. Thus, a more viscous polymer dope with higher surface tension may lead to a higher optimal dfiller
value. Further systematic studies are required on understanding the effect of polymer dope properties
on the optimal filler pore size. Results
Th The beneficial effect of nanoparticle loading on hydrophilicity
enhancement is consistent with prior studies39,44, and it is expected the increased substrate hydrophilicity
could enhance FO water flux.f l
Adding SG particles to the substrate had no obvious effect on the membrane bulk porosity (Table 2). Nevertheless, the substrate pure water permeability (PWP) was substantially increased for the SG-loaded
substrates. For the substrate F90, its PWP was nearly double of that of the control. Since both substrates
had similar thickness and bulk porosity, the enhanced PWP was most likely attributed to increased
surface porosity (εs) and/or reduced pore tortuosity (τ). According to the classical Hagen-Poiseuille
equation, the substrate PWP is proportional to the ratio of εs/τ. The water permeability of the resulting
LbL membranes (A value) followed a similar trend to that of the substrate PWP (Fig. 1a), suggesting Scientific Reports | 5:16808 | DOI: 10.1038/srep16808 3 www.nature.com/scientificreports/ an important dependence of the rejection layer properties on the substrate pore structure. This obser-
vation is consistent with previous studies40,45, which can be partially attributed to the reduced effective
water transport distance through the rejection layer for a substrate with higher PWP. The solute (MgCl2)
rejection decreased as the membrane permeability increased, showing a typical permeability-selectivity
tradeoff46,47. This observation suggests that salt rejection of a mixed matrix membrane is sensitive to the
pore size of the SG particles even though these particles are only present in the membrane substrate and
not in the rejection layer. Therefore, additional research studies are needed to further investigate the
mechanisms involved and further study is needed to optimize the salt rejection of SG-based of mixed
matrix FO membrane without compromising the water permeability. matrix FO membrane without compromising the water permeability. It is also interesting to note the substantially reduced structural parameter (S) for the SG-based mixed
matrix FO substrates (Table 2). Structural parameter is a critical FO membrane property, with a lower
S value preferred for controlling ICP in the FO substrate. In the current study, the S value was reduced
from 0.36 mm (control) to 0.17–0.24 mm (MMMs) as a result of SG loading. In all cases, the SG-based
mixed matrix FO substrates had much lower S values compared to the commercial HTI FO membranes
(0.47 mm for CTA membrane and 0.62 mm for TFC membrane)25,43. Results
Th Without the presence of SG particle in the substrate, the control membrane had an FO water flux of
78.1 L/m2 h in AL-DS. A lower flux of 28.7 L/m2 h was obtained in AL-FS due to the more severe dilu-
tive ICP in this orientation1. For both AL-DS and AL-FS orientations, the FO water flux of the control
membrane was significantly lower than those values of the SG-based MMM membranes, suggesting that
the incorporation of SG particles is an effective approach for enhanced FO water flux performance. The
optimal FO water flux was obtained for the filler pore size of 90 Å, and further increasing dfiller to 300 Å
caused an FO water flux reduction. As explained in the previous section, the pores of SG particle could
be clogged with polymer due to the large pore of SG particle, which lead to less effective water transport
inside the substrate.hl The FO water flux of SG-based mixed matrix FO membranes (F90) is presented in Fig. S4 for a vari-
ety of DS concentrations (0.1, 0.3, 0.5, 1.0, 3.0 M MgCl2) and FS concentrations (0, 10, 100 mM NaCl). From the viewpoint of driving force, higher the concentration of the DS should result in higher the FO
water flux for the SG-based mixed matrix FO membranes. This is because of the larger osmotic pressure Scientific Reports | 5:16808 | DOI: 10.1038/srep16808 4 ntificreports/
Figure 2. The effect of different pore size and of silica gel loading on FO water flux of SG-based mixed
matrix FO membranes. Testing conditions: 0.5 M MgCl2 as the draw solution and DI water as the feed
solution, error bar was based on the standard deviation of 3 replicate measurements. www.nature.com/scientificreports/ Figure 2. The effect of different pore size and of silica gel loading on FO water flux of SG-based mixed
matrix FO membranes. Testing conditions: 0.5 M MgCl2 as the draw solution and DI water as the feed
solution, error bar was based on the standard deviation of 3 replicate measurements. Figure 3. Proposed mechanism for the enhanced FO water flux in SG-based mixed matrix FO
membranes. Figure 3. Proposed mechanism for the enhanced FO water flux in SG-based mixed matrix FO
membranes. was created across the membrane regardless of the membrane orientation. Results
Th In AL-DS orientation, the FO
water flux of SG-based mixed matrix FO membranes (F90) was 42.3 L/m2 h for a 0.1 M MgCl2 and it
increased to 117.2 L/m2 h at 0.5 M MgCl2 as a result of increased the osmotic driving force. The highest
FO water flux of 126 L/m2 h was achieved by using the 1.0 M MgCl2 as the DS and DI water as the FS, this
clearly demonstrates the potential of SG-based mixed matrix FO membranes for high flux FO applica-
tion. However, further increase the concentration of DS to 3.0 M MgCl2 did not result in additional gain
in FO water flux. This is consistent with prior studies14,57 that ICP increases and FO efficiency decreases
at higher DS concentrations. The membrane also worked well at higher FS concentration (82.5 L/m2 h
and 67.4 L/m2 h in AL-DS orientation and 46.2 L/m2 h to 41.2 L/m2 h in AL-FS orientation using 10 mM
or 100 mM NaCl solution as FS and 1.0 M MgCl2 as DS). Scientific Reports | 5:16808 | DOI: 10.1038/srep16808 Methods
i l Materials. Unless otherwise stated, all chemicals and reagents were used as received. Polyacrylonitrile
(PAN, Sigma–Aldrich, Mw ~ 150,000, Lot# MKBD6325V) was used for polymer solution preparation
due to its ease of processing, good chemical resistance, mechanical strength, and thermal stability PAN
in the current study27,60. N,N-dimethylformamide (DMF, purity ≥ 99.8%, Merck) was used as solvent
to dissolve PAN and lithium chloride (anhydrous LiCl, Merck) was added to promote the formation of
finger-like pores42. In order to increase the surface hydrophilicity and surface charge, sodium hydroxide
(anhydrous NaOH, purity ≥ 98%, Merck) was used to prepare alkali solution for base treatment of PAN
substrate. Silica gel (SiliCycle Inc., Canada) were used for MMMs preparation due to its high thermal
and chemical stability, high surface area, neutral pH, non-toxic, tunable particle and pore size, readily
available in kilogram scale, commercial viable and well characterized properties61,62. According to the
product characteristics provided by the company, the pore size of silica gel ranged from 40 to 300 Å
respectively (Table 1). p
y
For the layer-by-layer (LbL) self-assembly, poly(allylamine hydrochloride) (PAH, Mw ∼ 112,000–
200,000, Polyscience, Lot# 639458) was used as positively charged polyelectrolyte and poly(sodium
4-styrene-sulfonate) (PSS, Mw ~ 70,000, 30 wt.% in H2O, Sigma–Aldrich, Batch# 09622HH) was used
as negatively charged polyelectrolyte for the formation of rejection layer. The ionic strength of the pol-
yelectrolyte solution was controlled by adding sodium chloride (NaCl, 99%, Merck). Glutaraldehyde
(GA, 25% in water, Sigma–Aldrich) is used as a crosslinking reagent to make a salt rejection layers with
crosslinked layer-by-layer (xLbL) film, which have relatively high FO water flux and good rejection to
divalent ions and may have potential applications in biomass concentration, food processing, etc27–29,63. Fabrication of SG-based Mixed Matrix FO Substrates. The detailed procedure for the fabrica-
tion of SG-based mixed matrix FO substrates can be found elsewhere42. First of all, silica gel particles
(1.0 wt.% based on the total weight of dope solution) were added into DMF followed by ultrasonicating
the solution for 1 h to prevent the aggregation of SG particles in the DMF. Next, adding LiCl (2 wt.%) into
the mixture prior to the addition of PAN (18 wt.%). The mixture was stirred at 60 °C for 24 h to obtain the
homogenous solution, which was left at room temperature for 12 h to release gas bubbles trapped inside
the solution. Discussion SG-based mixed matrix FO membranes with different pore size of SG particles were systematically fab-
ricated and characterized in this current study. The pore size of SG particles played an important role
in the current study. For SG particles with larger pore size (up to ~9 nm), the corresponding membrane
had higher water permeability as well as lower structural parameter than the SG particles with smaller
pore size. This clearly indicates the importance of water transport through the internal pores of the SG
particles, which provide additional pathways (i.e., shortcuts) for water molecules to pass through the sup-
port layer (Fig. 3). While earlier works have focused on the use of microporous fillers (dfiller < 2 nm)40, the
current study clearly demonstrates the beneficial effect of larger dfiller. Unlike the case of TFN membranes
where the fillers are designed in such a way that they retain solutes while allowing water to permeate
through them, larger dfiller is preferred for fillers to the membrane substrate as the latter is designed to be
conduits to both water and solute molecules. Nevertheless, caution should be exercised to avoid overly
large filler pores to prevent their intrusion by polymer dope. The current study shows that a simultaneous Scientific Reports | 5:16808 | DOI: 10.1038/srep16808 5 www.nature.com/scientificreports/ improvement of membrane water permeability and reduction in structural parameter can be realized
by the porous filler based MMM approach, thereby providing an additional degree of freedom to FO
performance enhancement. A similar strategy might be used for the fabrication of SG-based mixed
matrix pressure-retarded osmosis (PRO) membranes to control the ICP effect in the PRO substrate. Compared to FO, PRO has great requirement of membrane mechanical stability51,52. In this regard, the
MMM approach is more promising approach (say compared to nanofiber based approach) for preparing
membranes to greater mechanical strength. Existing works showed that mixed matrix strategy could
significantly enhance not only the tensile strength but also the toughness of the membrane for a variety
of applications, such as pervaporation and direct methanol fuel cells58,59. Methods
i l A thin polymer film was spread out uniformly onto a clean glass plate followed by phase
inversion in the tap water bath at room temperature. The resulting substrates were named as Control,
F40, F60, F90, and F300 based on the nominal pore size of silica gel (refer to Table 1). In order to partially
hydrolyze the surface of SG-based mixed matrix FO membrane substrate, the membrane substrates were
immersed into the 1.5 M NaOH solution at room temperature for 1.5 h to before the processes of LbL
self-assembly and crosslinking. Preparation of Rejection Layer of SG-based Mixed Matrix FO Membranes. The preparation of
LbL rejection layer can be found in details elsewhere27,28,63,64. In brief, one side of the SG-based mixed
matrix FO membrane substrates were alternatively immersed into the PAH and PSS solution for 15 min
followed by soaking the substrate into the DI water after each polyelectrolyte soaking step to remove
the excess charged polyelectrolyte. In order to achieve membranes rejection layer with reasonable salt
rejection and high water permeability for FO applications, the PAH/PSS treatment was repeated three
times based on the optimal condition of previous studies27,28,42. SG-based mixed matrix FO membranes
were then cross-linked by immersing the membranes in a 0.1 wt.% GA solution for 30 min followed by
soaking with DI water for 5 min to remove excess GA. Characterization of SG particle and SG-based Mixed Matrix FO Membranes. The detailed
procedure for the characterization of SG particle and SG-based mixed matrix FO membranes can be
found in details elsewhere42. Briefly, the surface roughness of the SG-based mixed matrix FO mem-
branes was characterized by atomic force microscope (AFM, Park Systems XE-100, Korea)42,65. The
Brunauer-Emmett-Teller (BET) surface area and the pore size of SG particles were characterized by
Micromeritics ASAP 2020 instrument (USA). The membrane porosity (ε) were measured using gravi-
metric measurementand the surface hydrophilicity were tested by OCA contact angle goniometer system
(DataPhysics Instruments GmbH, Germany)25,66. Performance Evaluation of SG-based Mixed Matrix FO Membranes. The pressurized crossflow
system used for determining membrane water permeability and salt rejection has been reported in the Scientific Reports | 5:16808 | DOI: 10.1038/srep16808 6 www.nature.com/scientificreports/ previous studies25,39,55. Briefly, the water permeability of SG-based mixed matrix membranes was deter-
mined by weighing the amount of permeates at the fixed interval. References L. & Elimelech, M. Energy requirements of ammonia-carbon dioxide forward osmosis desalination. Desalination
207, 370–382 (2007).h ,
(
)
5. Theeuwes, F. & Yum, S. I. Principles of the design and operation of generic osmotic pumps for the delivery of semisolid or liquid 15. Theeuwes, F. & Yum, S. I. Principles of the design and operation of generic osmotic pum
drug formulations. Ann. Biomed. Eng. 4, 343–353 (1976). 15. Theeuwes, F. & Yum, S. I. Principles of the design and operation of generic osmotic pumps for the delivery of semisolid or liquid
drug formulations. Ann. Biomed. Eng. 4, 343–353 (1976). 15. Theeuwes, F. & Yum, S. I. Principles of the design and opera drug formulations. Ann. Biomed. Eng. 4, 343–353 (1976). g
g
6. Petrotos, K. B., Quantick, P. & Petropakis, H. A study of the direct osmotic concentration of tomato juice in tubular membrane—
module configuration I The effect of certain basic process parameters on the process performance J Membr Sci 150 99 110 g
g
16. Petrotos, K. B., Quantick, P. & Petropakis, H. A study of the direct osmotic concentration of tomato juice in tubular membrane—
module configuration. I. The effect of certain basic process parameters on the process performance. J. Membr. Sci. 150, 99–110
(1998). Q
p
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j
module configuration. I. The effect of certain basic process parameters on the process performance. J. Membr. Sci. 150, 99–110
(1998). 17. Torreggiani, D. & Bertolo, G. Present and future in process control and optimization of osmotic dehydration. From unit operation
to innovative combined process: an overview. Adv. Food Nutr. Res. 48, 173–238 (2004).h 18. Zou, S., Gu, Y. S., Xiao, D. Z. & Tang, C. Y. Y. The role of physical and chemical parameters on forward osmosis me
fouling during algae separation. J. Membr. Sci. 366, 356–362 (2011). g
g
g
p
19. Lutchmiah, K. et al. Water recovery from sewage using forward osmosis. Environ. Sci. Technol. 64, 1443–1449 (2011). Zh
l
(
) f
b
d
b
f
d
d
S g
g
g
p
19. Lutchmiah, K. et al. Water recovery from sewage using forward osmosis. Environ. Sci. Technol. 64, 1443–1449 (2011). 20. Zhang, J. et al. Mining nutrients (N, K, P) from urban source-separated urine by forward osmosis dewatering. Environ. Sci. 19. Lutchmiah, K. et al. Water recovery from sewage using forward osmosis. Environ. Sci. Technol. 64, 1443–1449 (2011). 20. Zhang, J. et al. References 2. Zhao, S. F., Zou, L., Tang, C. Y. Y. & Mulcahy, D. Recent developments in forward osmosis: Opportunities and challenges. J
Membr. Sci. 396, 1–21 (2012). 2. Zhao, S. F., Zou, L., Tang, C. Y. Y. & Mulcahy, D. Recent developments in forward osmosis: Opportunities and challenges. J. Membr. Sci. 396, 1–21 (2012). 3. Holloway, R. W., Childress, A. E., Dennett, K. E. & Cath, T. Y. Forward osmosis for concentration of anaerobic digester centrate
Water Res. 41, 4005–4014 (2007). 3. Holloway, R. W., Childress, A. E., Dennett, K. E. & Cath, T. Y. Forward osmosis for concentration of anaerobic digester centrate. Water Res. 41, 4005–4014 (2007). 4. Cornelissen, E. R. et al. Membrane fouling and process performance of forward osmosis membranes on activated sludge. J
Membr. Sci. 319, 158–168 (2008).h ,
(
)
5. Achilli, A., Cath, T. Y., Marchand, E. A. & Childress, A. E. The forward osmosis membrane bioreactor: A low fouling alternative
to MBR processes. Desalination 239, 10–21 (2009). 5. Achilli, A., Cath, T. Y., Marchand, E. A. & Childress, A. E. The forward osmosis membrane bioreactor: A low fouling alternative
to MBR processes. Desalination 239, 10–21 (2009). 6. Xiao, D. Z. et al. Modeling salt accumulation in osmotic membrane bioreactors: Implications for FO membrane selection and
system operation. J. Membr. Sci. 366, 314–324 (2011). y
p
7. Lay, W. C. L. et al. Study of integration of forward osmosis and biological process: Membrane performance under elevated sal
environment. Desalination 283, 123–130 (2011).ll 8. Zhang, H. M. et al. Influence of activated sludge properties on flux behavior in osmosis membrane bioreactor (OMBR). J. Membr. Sci. 390, 270–276 (2012). (
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9. Lutchmiah, K. et al. Forward osmosis for application in wastewater treatment: A review. Water Res. 58, 179–197 (2014). 9. Lutchmiah, K. et al. Forward osmosis for application in waste 10. Lutchmiah, K. et al. Zwitterions as alternative draw solutions in forward osmosis for application in wastewater reclamation. J. Membr. Sci. 460, 82–90 (2014). 11. Chen, L. et al. Performance of a submerged anaerobic membrane bioreactor with forward osmosis membrane for low-strength
wastewater treatment. Water Res. 50, 114–123 (2014). 12. Kessler, J. O. & Moody, C. D. Drinking water from sea water by forward osmosis. Desalination 18, 297–306 (1976). 13. McCutcheon, J. R., McGinnis, R. L. & Elimelech, M. A novel ammonia-carbon dioxide forward (direct) osmosis desalination
process. Desalination 174, 1–11 (2005). 4. McGinnis, R. Methods
i l The conductivity measurements (Ultra
Meter IITM 4P, Myron L Company, CA) was used to determine salt rejection by measuring the conductiv-
ity difference between the feed water and permeate water. For the evaluation of FO performance, a small
piece of membrane with the membrane area of 60 cm2 was tested for both the active-layer-facing-DS
(AL-DS) and active-layer-facing-FS (AL-FS) orientations. Concentrated MgCl2 solutions (0.1, 0.3, 0.5,
1.0, or 3.0 M) were used as draw solution and the DI water, 10 mM or 100 mM NaCl solution was used
as feed solution. To determine the FO water flux, the weight change of the FS tank was measured with
a weighing machine at fixed time intervals. On the other hand, the FO solute flux was determined by
measuring the conductivity of the feed solution. Finally, the structural parameter S of the FO membranes
was determined by using the equations in the previous study:27 β
=
−
/(
⋅
) +
/
+
/
( )
S
D
J
C
J
A
R T
J
J
C
J
J
ln
1
v
draw
v
g
s
v
feed
s
v
β
=
+
/
+
/(
⋅
) +
/
( )
S
D
J
C
J
J
C
J
A
R T
J
J
ln
2
v
draw
s
v
feed
v
g
s
v ( )
1 ( )
2 where D is the solute diffusion coefficient; S is the structural parameter of the support layer; Cdraw and
Cfeed are the concentrations of draw solution and feed solution, Js is the solute flux; β is the van’t Hoff
coefficient; Rg is the universal gas constant; T is the absolute temperature. In the current study, the equa-
tion of AL-FS orientation was used to calculate the S value. Scientific Reports | 5:16808 | DOI: 10.1038/srep16808 www.nature.com/scientificreports/ 6. Yip, N. Y. & Elimelech, M. Performance limiting effects in power generation from salinity gradients by pressure retarded osmosis
Environ. Sci. Technol. 45, 10273–10282 (2011). 7. Saren, Q., Qiu, C. & Tang, C. Synthesis and characterization of novel forward osmosis membranes based on layer-by-layer
assembly. Environ. Sci. Technol. 45, 5201–5208 (2011).l y
8. Qiu, C. Q., Qi, S. R. & Tang, C. Y. Y. Synthesis of high flux forward osmosis membranes by chemically crosslinked layer-by-layer
polyelectrolytes. J. Membr. Sci. 381, 74–80 (2011).f 29. Duong, P. H. H., Zuo, J. & Chung, T. S. Highly crosslinked layer-by-layer polyelectrolyte FO membranes: Understanding effects
of salt concentration and deposition time on FO performance. J. Membr. Sci. 427, 411–421 (2013).ii 0. Wang, K. Y., Chung, T. S. & Qin, J. J. Polybenzimidazole (PBI) nanofiltration hollow fiber membranes applied in forward osmosi
process. J. Membr. Sci. 300, 6–12 (2007).i p
1. Wang, K. Y., Yang, Q., Chung, T.-S. & Rajagopalan, R. Enhanced forward osmosis from chemically modified polybenzimidazole
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32. Chou, S. R. et al. Characteristics and potential applications of a novel forward osmosis hollow fiber membrane. Desalination 261,
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charge recombination, and their enhanced photocatalytic activities. ACS Nano. 5, 590–596 (2010). 4. Lai, X. et al. Ordered arrays of Bead-chain-like In2O3 nanorods and their enhanced sensing performance for formaldehyde
Chem. Mater. 22, 3033–3042 (2010). 35. Mao, D. et al. Hierarchically mesoporous hematite microspheres and their enhanced formaldehyde-sensing properties. Small 7,
578–582 (2011). 6. Lai, X., Halpert, J. E. & Wang, D. Recent advances in micro-/nano-structured hollow spheres for energy applications: From
simple to complex systems. Energy Environ. Sci. 5, 5604–5618 (2012).li 7. Lind, M. L. et al. Influence of zeolite crystal size on zeolite-polyamide thin film nanocomposite membranes. Langmuir 25
10139–10145 (2009). 38. Yin, J., Kim, E.-S., Yang, J. & Deng, B. Fabrication of a novel thin-film nanocomposite (TFN) membrane containing MCM-41
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9. Ma, N., Wei, J., Liao, R. & Tang, C. Y. Zeolite-polyamide thin film nanocomposite membranes: Towards enhanced performance
for forward osmosis. J. Membr. Sci. 405–406, 149–157 (2012). 0. Ma, N. et al. Nanocomposite substrates for controlling internal concentration polarization in forward osmosis membranes. J
Membr. www.nature.com/scientificreports/ Sci. 441, 54–62 (2013). 41. Wang, Y. et al. Preparation of polyethersulfone/carbon nanotube substrate for high-performance forward osmosis membrane. Desalination 330, 70–78 (2013). 2. Lee, J.-Y. et al. Synthesis and characterization of silica gel–polyacrylonitrile mixed matrix forward osmosis membranes based on
layer-by-layer assembly. Sep. Purif. Technol. 124, 207–216 (2014).i y
y
y
y
p
f
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The project was supported by the Jiangsu Provincial Founds for Distinguished Young Scholars, start-up
fund at Nanjing Tech University, the National Natural Science Foundation and the Program for
Outstanding Young Scholars from the Organization Department of the CPC Central Committee. In
addition, we also thank the Singapore Ministry of Education (Grant #MOE2011-T2-2-035, ARC3/12)
for the financial support of the work. The authors also thank Mr. Huang Jijiang and Mr. Zhang Suoying
for their help in BET measurement. Author Contributions J.-Y.L. conceived the idea, designed and carried out the experiments, analyzed the data and co-drafted
the manuscript. Y.W. analyzed the data and co-drafted the manuscript. F.H. and C.Y.T. supervised the
project, helped design the experiments and co-drafted the manuscript. All the authors contributed to the
interpretation of the results and writing the manuscript. Scientific Reports | 5:16808 | DOI: 10.1038/srep16808 www.nature.com/scientificreports/ Effect of feed spacer induced membrane deformation on the performance of pressure retarded osmosis (PRO)
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performance in a spiral wound module. J. Membr. Sci. 348, 298–309 (2010). 58. Adoor, S. G., Sairam, M., Manjeshwar, L. S., Raju, K. V. S. N. & Aminabhavi, T. M. Sodium montmorillonite clay loaded novel
mixed matrix membranes of poly(vinyl alcohol) for pervaporation dehydration of aqueous mixtures of isopropanol and
1,4-dioxane. J. Membr. Sci. 285, 182–195 (2006). 9. Jaafar, J., Ismail, A. F., Matsuura, T. & Nagai, K. Performance of SPEEK based polymer–nanoclay inorganic membrane for DMFC
J. Membr. Sci. 382, 202–211 (2011).i 60. Fu, F.-J. et al. POSS-containing delamination-free dual-layer hollow fiber membranes for forward osmosis and osmotic power
generation. J. Membr. Sci. 443, 144–155 (2013).f 61. Liu, C. C. et al. Surfactant chain length effect on the hexagonal-to-cubic phase transition in mesoporous silica synthesis. Microporous and Mesoporous Mater. 147, 242–251 (2012). p
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2. Dai, H. H. et al. A green process for the synthesis of controllable mesoporous silica materials. Microporous and Mesoporou
Mater. 147, 281–285 (2012). 63. Qi, S. R., Qiu, C. Q., Zhao, Y. & Tang, C. Y. Y. Double-skinned forward osmosis membranes based on layer-by-layer assembly-FO
performance and fouling behavior. J. Membr. Sci. 405, 20–29 (2012). Scientific Reports | 5:16808 | DOI: 10.1038/srep16808 8 www.nature.com/scientificreports/ 4. Qi, S. R. et al. Influence of the properties of layer-by-layer active layers on forward osmosis performance. J. Membr. Sci. 423
536–542 (2012). 64. Qi, S. R. et al. Influence of the properties of layer-by-layer active layers on forward osmosis performance. J. Membr. Additional Information Supplementary information accompanies this paper at http://www.nature.com/srepihi Competing financial interests: The authors declare no competing financial interests. How to cite this article: Lee, J.-Y. et al. Mesoporous Silica Gel–Based Mixed Matrix Membranes for
Improving Mass Transfer in Forward Osmosis: Effect of Pore Size of Filler. Sci. Rep. 5, 16808;
doi: 10.1038/srep16808 (2015). 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 Com-
mons 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/ Scientific Reports | 5:16808 | DOI: 10.1038/srep16808 9
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mmsig: a fitting approach to accurately identify somatic mutational signatures in hematological malignancies
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Communications biology
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1 Myeloma Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA. 2 Institute for Cancer Research, Oslo University
Hospital Radiumhospitalet, Oslo, Norway. 3 Patologia Molecular de Neoplàsies Limfoides, Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS),
Barcelona, Spain. 4 Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Madrid, Spain. 5 School of Medicine, Systems Immunity Research
Institute, Cardiff University, Cardiff, UK. 6 Department of Molecular Biotechnologies and Health Sciences, University of Turin, Turin, Italy. 7 Myeloma Program,
Sylvester Comprehensive Cancer Center, University of Miami, Miami, FL, USA. 8 Department of Oncology and Hemato-Oncology, University of Milan,
Milan, Italy. 9 Unità Operativa Complessa di Ematologia, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, Milan, Italy. 10 Departamento de
Bioquimica y Biologia Molecular, Instituto Universitario de Oncologia (IUOPA), Universidad de Oviedo, Oviedo, Spain. 11 Unitat Hematopatologia, Hospital
Clínic of Barcelona, Universitat de Barcelona, Barcelona, Spain. ✉email: col15@miami.edu; fxm557@med.miami.edu COMMUNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio mmsig: a fitting approach to accurately identify
somatic mutational signatures in hematological
malignancies T from a practical perspective, it is most important to identify those
signatures that have a clear biological correlate and may serve as
clinical biomarkers. When algorithms are developed with optimal
reconstruction accuracy as the principal goal, this often comes at
the cost of overfitting, resulting in false positive signature calls10. We developed the novel algorithm mmsig with this in mind to
optimize specificity at a minimal loss of reconstruction accuracy
(“Methods”). To illustrate the challenges of mutational signature fitting and
the unique features of mmsig, we analyzed a thoroughly
characterized WGS dataset with 82 MM samples11,17–19. We
included the 8 mutational signatures previously identified in MM:
SBS1 and SBS5, mutations related to the cell aging (i.e., clock-
like);
SBS2
and
SBS13,
resulting
from
APOBEC
cytidine
deaminase
activity;
SBS9,
attributed
to
the
non-canonical
genome-wide action of AID (nc-AID); SBS8 of unknown etiology;
SBS18, which may be related to DNA damage from reactive
oxygen species; and SBS-MM1, the mutational footprint of
melphalan therapy (Fig. 1B)11. A subset of patients with MM
show mutational profiles dominated by APOBEC mutagenesis,
with high proportion of mutations in TCT and TCA context that
are well-explained by SBS2 (C>T) and SBS13 (C>G) (e.g., patient
PD26419a in Fig. 1A). Patients with lower APOBEC were
dominated by SBS5, with distinctive peaks in T>G attributable to
SBS9 (e.g., patient V0D58T in Fig. 1A). As a first step toward standardization of mutational signature
analysis in hematological malignancies, we recently proposed a
three-step workflow of (1) de novo signature extraction (e.g., by
non-negative matrix factorization, NMF); (2) assignment to a set
of reference signatures (e.g., COSMIC v3.1; https://cancer.sanger. ac.uk/cosmic/signatures/); and (3) applying a fitting algorithm to
determine which of the signatures defined in steps 1–2 are present
in each tumor10. We previously focused on the challenges and
pitfalls of the first two steps, which may result in falsely identi-
fying signatures that are not active in a given disease, such as
HRD-SBS3 in multiple myeloma (MM)10,14. Successfully apply-
ing the most recent de novo extraction tools and assignment of
mutational signatures to a large set of samples with a specific
cancer will reveal the main mutational processes active in that
disease2. However, as previously reported, this approach may be
affected by several issues leading to incorrect quantification of
signature contribution10. mmsig: a fitting approach to accurately identify
somatic mutational signatures in hematological
malignancies One such problem is inter-bleeding of
signatures, where a mutational signature present in only a subset
of cases are incorrectly called in the others as well. Furthermore,
de novo extraction requires large cohorts of patients, limiting
their applicability in the clinic. In cancers with well-characterized
mutational signature landscapes, fitting algorithms are highly
suited for clinical application, as they can be applied to individual
samples with short run-times5,12,15,16. Although technically
straightforward to perform, mutational signature fitting requires
rigorous interpretation to ensure the accuracy and validity of
results. ( g , p
g
)
Using the latest COSMIC reference (i.e., COSMIC v3.1; https://
cancer.sanger.ac.uk/cosmic/signatures/SBS/index.tt) and applying
three different fitting algorithms (deconstructSigs, mutationalPat-
terns, and mmsig) to each of the 82 MM samples without the use
of error-correction showed similar results (Fig. 2A). Accordingly,
pairwise comparisons of the reconstructed mutational profile for
each sample by the different algorithms showed median cosine
similarity of >0.998. Moreover, the median cosine similarity
between the reconstructed and original mutational profiles was
0.97 for all three algorithms. However, when the fitted mutational
signatures were compared with actual exposure of patients to
melphalan, it became clear that SBS-MM1 was falsely identified in
>90% of samples from untreated patients. This problem of
overfitting is well known, and a common approach to avoid false
positives is to remove all signatures with estimated contribution
below a given percentage15,16. A threshold of 6% is the standard
setting for deconstructSigs, and we applied the same threshold to
mutationalPatterns as well. Although removing false positive
SBS-MM1 in most cases, this approach introduced problems of
its own, because the COSMIC v3.1 versions of APOBEC and
SBS1 often fell below the 6% threshold despite being clearly
present (Fig. 2B). SBS1 has been identified in all cancers and
normal individuals, and APOBEC is known to be active in the
vast majority of patients with MM7,11,20–23. Moreover, the
APOBEC signatures have highly distinct profiles, making it
possible to identify them at low contributions even by visual
inspection of the mutational profile (see Fig. S1). The error-
correction approach built into mmsig takes advantage of the
distinctiveness of each mutational signature, by keeping in the
final output only those signatures that lead to considerably lower
reconstruction accuracy when removed (>1% reduction in cosine
similarity is the standard setting). mmsig: a fitting approach to accurately identify
somatic mutational signatures in hematological
malignancies Even H. Rustad1,2, Ferran Nadeu
3,4, Nicos Angelopoulos5, Bachisio Ziccheddu6,7, Niccolò Bolli8,9,
Xose S. Puente
10, Elias Campo
3,4,11, Ola Landgren
1,7✉& Francesco Maura
1,7✉ Even H. Rustad1,2, Ferran Nadeu
3,4, Nicos Angelopoulos5, Bachisio Ziccheddu6,7, Niccolò Bolli8,9,
Xose S. Puente
10, Elias Campo
3,4,11, Ola Landgren
1,7✉& Francesco Maura
1,7✉ Mutational signatures have emerged as powerful biomarkers in cancer patients, with prog-
nostic and therapeutic implications. Wider clinical utility requires access to reproducible
algorithms, which allow characterization of mutational signatures in a given tumor sample. Here, we show how mutational signature fitting can be applied to hematological cancer
genomes to identify biologically and clinically important mutational processes, highlighting
the importance of careful interpretation in light of biological knowledge. Our newly released R
package mmsig comes with a dynamic error-suppression procedure that improves specificity
in important clinical and biological settings. In particular, mmsig allows accurate detection of
mutational signatures with low abundance, such as those introduced by APOBEC cytidine
deaminases. This is particularly important in the most recent mutational signature reference
(COSMIC v3.1) where each signature is more clearly defined. Our mutational signature fitting
algorithm mmsig is a robust tool that can be implemented immediately in the clinic. 1 ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 T
he mutational profile of a tumor represents an archive of
all mutational processes that have been active throughout
tumor phylogeny, dating back to the fertilized egg1,2. Analyzing the mutational signatures associated with distinct
mutagenic processes has revealed key insights into cancer
pathogenesis, evolution, and potential therapeutic strategies1,3–6. To make up a mutational profile, single nucleotide variants
(SNVs) are commonly divided in 96 classes based on their tri-
nucleotide context, defined by the mutated base and the most
proximal bases in the 5′ and 3′ direction1,3. Recent whole-genome
sequencing (WGS) studies have revealed more than 40 signatures
of single base substitutions (SBS), representing processes active in
all tissues (e.g., ageing related clock-like processes), as well as cell-
type-specific intrinsic processes (e.g., APOBEC-family cytidine
deaminases, such as activation-induced cytidine deaminase, AID),
processes related to exogenous agents (e.g., smoking and che-
motherapeutic agents), and deficiencies of specific DNA repair
mechanisms (e.g., homologous repair deficiency, HRD)1–3,7–12. Several tools for mutational signature analysis have been pro-
posed, without a single accepted standard having emerged. Resulting from the lack of methodological consensus, different
studies have often reported conflicting and biologically implau-
sible results10,11,13,14. mmsig: a fitting approach to accurately identify
somatic mutational signatures in hematological
malignancies Because SBS1 and SBS5 are
known to always be present, we kept them in the final profile no
matter what their contribution was to the overall reconstruction
accuracy. The results of all three algorithms after error-correction
can be seen in Fig. 2B, along with their reconstruction accuracy
before and after error-correction (Fig. 2C, D). In contrast to the
other algorithms, mmsig with error-correction was able to
correctly identify APOBEC in the majority of samples while
avoiding false positive SBS-MM1, at the cost of a 0.005 reduction
in median reconstruction accuracy. Here, we show how mutational signature fitting can be used to
identify clinically relevant mutational processes in hematological
malignancies. We highlight the differences between commonly
used algorithms and introduce the novel algorithm mmsig,
developed specifically to solve difficult cases where it is unclear
whether a given signature is present or absent. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 In these cases, the mutational profiles were
well-explained by the fitted signatures (high reconstruction accuracy), indicated by cosine similarity of >0.97 between observed and reconstructed profiles. Fig. 1 Mutational fitting in multiple myeloma. A Mutational profiles from two example patients with MM. B Mutational signature fitting reveals the main
APOBEC signature (SBS2) along with the clock-like signatures SBS1 and SBS5 in both samples. Sample PD26419a (left) also had evidence of SBS13, which
is most often detected in patients with high APOBEC mutational burden, as well as SBS8, a common mutational signature in MM that is of unknown
etiology. Sample V0D58T (right) showed contributions from non-canonical activation-induced cytidine deaminase (nc-AID; SBS9), melphalan-induced
mutagenesis (SBS-MM1), and damage by reactive oxygen species (ROS; SBS18). C To measure how well the fitted signatures account for the actual
mutational profile in each sample, the first step is to reconstruct a mutational profile by multiplying the weight assigned to each signature with the
reference profile of that signature. D Subtracting the reconstructed profile from the original profile illustrates which parts of the mutational spectrum are
well-explained and may point to the presence of additional signatures that were not included in the analysis. In these cases, the mutational profiles were
well-explained by the fitted signatures (high reconstruction accuracy), indicated by cosine similarity of >0.97 between observed and reconstructed profiles. were the estimates for SBS2, SBS8, and SBS9. A decrease in SBS5
was seen with the old reference, most likely reciprocal to the
presence
of
a
flat
“background”
in
several
other
muta-
tional signatures (Fig. 3C). Conversely, SBS18 was considerably
higher with the new reference, as was SBS-MM1. This latter point
is important because the SBS-MM1 reference was the same in
both analyses, but the assignment of mutations to SBS-MM1 was
affected by the changes to other signature references. As expected,
updating to a reference set where each mutational signature is
more clearly defined resulted in a clear overall increase in
reconstruction accuracy for all three fitting algorithms (Fig. 3D). Applying the same filters as described above resulted in lower
reconstruction accuracy, with similar performance for all three
algorithms (Fig. 3E). This is in contrast to results from the new
reference, where mmsig performed considerably better (Fig. 2D). We note that deconstructSigs and mutationalPatterns were first
released before the latest mutational signature reference was
released and thus optimized for the less specific COSMIC v2
reference. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 Fig. 1 Mutational fitting in multiple myeloma. A Mutational profiles from two example patients with MM. B Mutational signature fitting reveals the main
APOBEC signature (SBS2) along with the clock-like signatures SBS1 and SBS5 in both samples. Sample PD26419a (left) also had evidence of SBS13, which
is most often detected in patients with high APOBEC mutational burden, as well as SBS8, a common mutational signature in MM that is of unknown
etiology. Sample V0D58T (right) showed contributions from non-canonical activation-induced cytidine deaminase (nc-AID; SBS9), melphalan-induced
mutagenesis (SBS-MM1), and damage by reactive oxygen species (ROS; SBS18). C To measure how well the fitted signatures account for the actual
mutational profile in each sample, the first step is to reconstruct a mutational profile by multiplying the weight assigned to each signature with the
reference profile of that signature. D Subtracting the reconstructed profile from the original profile illustrates which parts of the mutational spectrum are
well-explained and may point to the presence of additional signatures that were not included in the analysis. In these cases, the mutational profiles were
well-explained by the fitted signatures (high reconstruction accuracy), indicated by cosine similarity of >0.97 between observed and reconstructed profiles. Fig. 1 Mutational fitting in multiple myeloma. A Mutationa Fig. 1 Mutational fitting in multiple myeloma. A Mutational profiles from two example patients with MM. B Mutational signature fitting reveals the main
APOBEC signature (SBS2) along with the clock-like signatures SBS1 and SBS5 in both samples. Sample PD26419a (left) also had evidence of SBS13, which
is most often detected in patients with high APOBEC mutational burden, as well as SBS8, a common mutational signature in MM that is of unknown
etiology. Sample V0D58T (right) showed contributions from non-canonical activation-induced cytidine deaminase (nc-AID; SBS9), melphalan-induced
mutagenesis (SBS-MM1), and damage by reactive oxygen species (ROS; SBS18). C To measure how well the fitted signatures account for the actual
mutational profile in each sample, the first step is to reconstruct a mutational profile by multiplying the weight assigned to each signature with the
reference profile of that signature. D Subtracting the reconstructed profile from the original profile illustrates which parts of the mutational spectrum are
well-explained and may point to the presence of additional signatures that were not included in the analysis. Results Mutational signature fitting and mmsig. In principle, muta-
tional signature fitting is a mathematical procedure aimed to
determine the combination of known signatures that best
explains the observed mutational profile (Fig. 1A, B)3. This is
often measured by the cosine similarity of the original mutational
profile with the profile that is reconstructed based on the fitted
signatures (reconstruction accuracy; Fig. 1C, D)3,16. However, COMMUNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio 2 ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 The iterative filtering approach of mmsig, based on
cosine similarity rather than a hard cut-off, may be particularly
advantageous in identifying mutational signatures that are highly
distinctive but account for a low proportion of the mutational
profile (e.g. APOBEC and SBS1). Moreover, irrespective of which
mutational signature reference was used, only mmsig could avoid Importance of the reference signatures. Since the concept of
mutational signatures was first introduced in 2012, the most
commonly used signature reference has been updated from
the initial 30 COSMIC signatures (https://cancer.sanger.ac.uk/
cosmic/signatures_v2.tt) (i.e., COSMIC v2)1,4 to a new catalog of
49 reference signatures (i.e., COSMIC v3.1)2, with additional
signatures having been reported as the consequence of exogenous
agents9,11,24. Importantly, the updated COSMIC reference led to
sharper signature definitions, removing background noise and
contamination from other signatures. For example, the muta-
tional signature first reported as SBS1 included a flat background
similar to SBS5 that has been removed in the new version, leaving
only the characteristic and biologically accurate C>T in CpG
mutations (see Fig. S2A)2,25. Moreover, the APOBEC mutational
signature (i.e., SBS2 and SBS13) profiles showed a degree of
overlap in the previous reference and have since been clearly
separated into one C>T signature (SBS2) and one C>G signature
(SBS13) (see Fig. S2B)2,26. To illustrate the effects of these
changes on mutational signature fitting, we repeated the above
analysis of 82 MM samples using the original COSMIC v2
reference with the addition of SBS-MM1. The estimated con-
tribution of each signature was significantly different depending
on which reference was used (Fig. 3A). As expected, the estimated
SBS1 contribution was higher using the old reference (Fig. 3B), as COMMUNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio 3 ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 Fig. 2 Mutational signature fitting with mmsig shows high sensitivity, specificity, and reconstruction accuracy. A Without any filtering procedures, the
results from deconstructSigs, mutationalPatterns, and our novel algorithm mmsig are highly similar. Of note, all of the algorithms falsely identify the
mutational signature of melphalan-induced mutagenesis (i.e., SBS-MM1) in >90% of patients who were not exposed to melphalan, representing false
positives. B After applying the recommended filtering procedures, mmsig shows 100% specificity for SBS-MM1 while retaining the contributions from SBS1
and SBS2. Filtering of output from deconstructSigs and mutationalPattern is less flexible, relying on a relative contribution threshold, which results in false
negative SBS1 and SBS2 while retaining some cases of false positive SBS-MM1. C The reconstruction accuracy of deconstructSigs, mutationalPatterns, and
mmsig are virtually identical when no filtering is applied. D When filtering procedures are applied, mmsig shows superior reconstruction accuracy >0.95 for
all samples. Filtered output from deconstructSigs and mutationalPatterns was scaled for the sum of mutational processes to equal 1. ture fitting with mmsig shows high sensitivity, specificity, and reconstruction accuracy. A Without any filtering proc 2 Mutational signature fitting with mmsig shows high sensitivity, specificity, and reconstruction accuracy. A Witho Fig. 2 Mutational signature fitting with mmsig shows high sensitivity, specificity, and reconstruction accuracy. A Without any filtering procedures, the
results from deconstructSigs, mutationalPatterns, and our novel algorithm mmsig are highly similar. Of note, all of the algorithms falsely identify the
mutational signature of melphalan-induced mutagenesis (i.e., SBS-MM1) in >90% of patients who were not exposed to melphalan, representing false
positives. B After applying the recommended filtering procedures, mmsig shows 100% specificity for SBS-MM1 while retaining the contributions from SBS1
and SBS2. Filtering of output from deconstructSigs and mutationalPattern is less flexible, relying on a relative contribution threshold, which results in false
negative SBS1 and SBS2 while retaining some cases of false positive SBS-MM1. C The reconstruction accuracy of deconstructSigs, mutationalPatterns, and
mmsig are virtually identical when no filtering is applied. D When filtering procedures are applied, mmsig shows superior reconstruction accuracy >0.95 for
all samples. Filtered output from deconstructSigs and mutationalPatterns was scaled for the sum of mutational processes to equal 1. Fig. 2 Mutational signature fitting with mmsig shows high sensitivity, specificity, and reconstruction accuracy. A Without any filtering procedures, the
results from deconstructSigs, mutationalPatterns, and our novel algorithm mmsig are highly similar. COMMUNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 Of note, all of the algorithms falsely identify the
mutational signature of melphalan-induced mutagenesis (i.e., SBS-MM1) in >90% of patients who were not exposed to melphalan, representing false
positives. B After applying the recommended filtering procedures, mmsig shows 100% specificity for SBS-MM1 while retaining the contributions from SBS1
and SBS2. Filtering of output from deconstructSigs and mutationalPattern is less flexible, relying on a relative contribution threshold, which results in false
negative SBS1 and SBS2 while retaining some cases of false positive SBS-MM1. C The reconstruction accuracy of deconstructSigs, mutationalPatterns, and
mmsig are virtually identical when no filtering is applied. D When filtering procedures are applied, mmsig shows superior reconstruction accuracy >0.95 for
all samples. Filtered output from deconstructSigs and mutationalPatterns was scaled for the sum of mutational processes to equal 1. false positive SBS-MM1 in patients without prior melphalan
exposure (see Fig. S3). highly likely that the signature is actually present. Below, we
illustrate this approach in settings where we have prior knowledge
of which signatures are present in each sample: chemotherapy-
related signatures in MM and acute myeloid leukemia (AML),
and nc-AID activity in chronic lymphocytic leukemia (CLL). Having established above that mutationalPatterns and decon-
structSigs provide near-identical results, we moved forward
comparing mmsig with deconstructSigs alone. Resolving uncertainty in mutational signature fitting. When it
is particularly important to determine if a mutational process is
active, two additional steps can be taken to increase specificity
(“Methods”). First, 95% confidence intervals (CI) for each
mutational signature estimate can be constructed by resampling
with replacement from the original mutational profile of a sam-
ple. Second, transcriptional strand bias can be considered for
signatures associated with transcription-coupled repair2,24. If the
lower bound of the 95% CI for a mutational signature is above
zero, and the typical transcriptional strand bias is present, it is First, we confirmed the presence of SBS-MM1 in melphalan-
exposed patients with MM (Fig. 4A and Fig. S4). In all cases with
>10% estimated signature contribution, the presence of SBS-MM1
was stable in the face of random resampling of mutations (i.e., the
CI clearly did not include zero). In all but one of these samples,
there was also evidence of transcriptional strand bias in C>T MMUNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio 4 COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 The choice of mutational signature reference version significantly impacts the performance of fitting algorithms. Unfiltered mutational signature
utions for each sample were determined as the mean of estimates from deconstructSigs, mutationalPatterns, and mmsig (the three algorithms Fig. 3 The choice of mutational signature reference version significantly impacts the performance of fitting algorithms. Unfiltered mutational signature
contributions for each sample were determined as the mean of estimates from deconstructSigs mutationalPatterns and mmsig (the three algorithms Fig. 3 The choice of mutational signature reference version significantly impacts the performance of fitting algorithms. Unfiltered mutational signature Fig. 3 The choice of mutational signature reference version significantly impacts the performance of fitting algorithms. Unfiltered mutational signature
contributions for each sample were determined as the mean of estimates from deconstructSigs, mutationalPatterns, and mmsig (the three algorithms
produced almost identical results). A The mutational signature contributions were significantly different depending on whether the original COSMIC v2
1 2 ce of mutational signature reference version significantly impacts the performance of fitting algorithms. Unfiltered m Fig. 3 The choice of mutational signature reference version significantly impacts the performance of fitting algorithms. Unfiltered mutational signature
contributions for each sample were determined as the mean of estimates from deconstructSigs, mutationalPatterns, and mmsig (the three algorithms
produced almost identical results). A The mutational signature contributions were significantly different depending on whether the original COSMIC v2
reference or the latest updated COSMIC v3.1 from Alexandrov et al. was used for fitting1,2. Boxplots show the relative contribution of each signature in each
sample, displaying the median and interquartile range with outlier samples drawn as dots. P-values were estimated by paired Wilcoxon tests. Dashed black
lines mark the 6% relative contribution threshold used for filtering of results from deconstructSigs and mutationalPatterns. B, C Showing individual sample
data from A for SBS1 and SBS5. B Estimates for SBS1 were generally higher using the old reference, where SBS1 contains “contamination” of a flat
background that may be better explained by SBS5. Notably, this resulted in SBS1 ending up above the 6% filtering threshold (dashed black line) in a higher
fraction of samples using the old reference. C Estimates of SBS5 were generally higher using the new reference. D The overall cleaner mutational signatures
in the new reference resulted in higher reconstruction accuracy compared with when the old reference was used. COMMUNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 deconstructSigs
mmsig
0.0
0.2
0.4
0.6
0.8
1.0
0.0
0.2
0.4
0.6
0.8
1.0
Relative contribution
*
*
p
0.0
0.2
0.4
0.6
0.8
SBS35 (prop)
*
*
*
*
*
*
**
*
*
*
* *
*
0.0
0.1
0.2
0.3
SBS MM1 (prop)
C>A
C>G
C>T
T>A
T>C
T>G
TCGAAB3001
Platinum PD37515
Platinum PD34280
A[C>A]A
A[C>A]C
A[C>A]G
A[C>A]T
C[C>A]A
C[C>A]C
C[C>A]G
C[C>A]T
G[C>A]A
G[C>A]C
G[C>A]G
G[C>A]T
T[C>A]A
T[C>A]C
T[C>A]G
T[C>A]T
A[C>G]A
A[C>G]C
A[C>G]G
A[C>G]T
C[C>G]A
C[C>G]C
C[C>G]G
C[C>G]T
G[C>G]A
G[C>G]C
G[C>G]G
G[C>G]T
T[C>G]A
T[C>G]C
T[C>G]G
T[C>G]T
A[C>T]A
A[C>T]C
A[C>T]G
A[C>T]T
C[C>T]A
C[C>T]C
C[C>T]G
C[C>T]T
G[C>T]A
G[C>T]C
G[C>T]G
G[C>T]T
T[C>T]A
T[C>T]C
T[C>T]G
T[C>T]T
A[T>A]A
A[T>A]C
A[T>A]G
A[T>A]T
C[T>A]A
C[T>A]C
C[T>A]G
C[T>A]T
G[T>A]A
G[T>A]C
G[T>A]G
G[T>A]T
T[T>A]A
T[T>A]C
T[T>A]G
T[T>A]T
A[T>C]A
A[T>C]C
A[T>C]G
A[T>C]T
C[T>C]A
C[T>C]C
C[T>C]G
C[T>C]T
G[T>C]A
G[T>C]C
G[T>C]G
G[T>C]T
T[T>C]A
T[T>C]C
T[T>C]G
T[T>C]T
A[T>G]A
A[T>G]C
A[T>G]G
A[T>G]T
C[T>G]A
C[T>G]C
C[T>G]G
C[T>G]T
G[T>G]A
G[T>G]C
G[T>G]G
G[T>G]T
T[T>G]A
T[T>G]C
T[T>G]G
T[T>G]T
0.0
2.5
5.0
7.5
10.0
0
10
20
30
0
10
20
30
40
Mutations (n)
A
C
SBS35
Signature
SBS1
SBS5
SBS-HSPC
Melphalan
No melphalan
B
* Transcriptional strand bias in typical pattern for SBS-MM1
Platinum
No Platinum
D
* Transcriptional strand bias in C[C>A]C and C[C>T]C
Platinum
No Platinum
Untranscribed strand
Transcribed strand
Fig. 4 Resolving uncertainty in mutational signature fitting. A Bar chart showing the estimated SBS-MM1 contribution in 82 MM samples with an
without prior melphalan exposure by mmsig (similar to Fig. 2B), with 95% CI estimated from 1000 bootstrapping iterations. Asterisks indicate statistic
significant transcriptional strand bias in characteristic trinucleotide contexts (Poisson test p < 0.05). B Stached bar chart showing mutational signatu
profiles of 49 patients with acute myeloid leukemia (AML) with (n = 2, left) and without (n = 47, right) prior platinum exposure, estimated using
deconstructSigs (top) and mmsig (bottom). SBS-HSPC is a mutational signature characteristic of hematopoietic stem cells. C Similar to A for 49 AM
patients with and without prior platinum exposure. D Bar chart showing the number of mutations on the transcribed (blue) and untranscribed (red) str
in each trinucleotide context for three patients. On the top we show one patient who did not have prior history of platinum exposure, but where SBS35 w
identified with the whole 95% CI above zero. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 B Stached bar chart showing mutational signature
profiles of 49 patients with acute myeloid leukemia (AML) with (n = 2, left) and without (n = 47, right) prior platinum exposure, estimated using
deconstructSigs (top) and mmsig (bottom). SBS-HSPC is a mutational signature characteristic of hematopoietic stem cells. C Similar to A for 49 AML
patients with and without prior platinum exposure. D Bar chart showing the number of mutations on the transcribed (blue) and untranscribed (red) strand
in each trinucleotide context for three patients. On the top we show one patient who did not have prior history of platinum exposure, but where SBS35 was
identified with the whole 95% CI above zero. The mutational signature profile does not fit the classic pattern of SBS35, however, and there is no sign of the
characteristic transcriptional strand bias, suggesting a false positive call. The two lower panels show the patients with therapy-related AML who were
exposed to platinum. Their mutational profiles are highly dominated by SBS35 with strong transcriptional strand bias. Fig. 4 Resolving uncertainty in mutational signature fitting. A Bar chart showing the estimated SBS-MM1 contribution in 82 MM samples with and
without prior melphalan exposure by mmsig (similar to Fig. 2B), with 95% CI estimated from 1000 bootstrapping iterations. Asterisks indicate statistically
significant transcriptional strand bias in characteristic trinucleotide contexts (Poisson test p < 0.05). B Stached bar chart showing mutational signature
profiles of 49 patients with acute myeloid leukemia (AML) with (n = 2, left) and without (n = 47, right) prior platinum exposure, estimated using
deconstructSigs (top) and mmsig (bottom). SBS-HSPC is a mutational signature characteristic of hematopoietic stem cells. C Similar to A for 49 AML
patients with and without prior platinum exposure. D Bar chart showing the number of mutations on the transcribed (blue) and untranscribed (red) strand
in each trinucleotide context for three patients. On the top we show one patient who did not have prior history of platinum exposure, but where SBS35 was
identified with the whole 95% CI above zero. The mutational signature profile does not fit the classic pattern of SBS35, however, and there is no sign of the
characteristic transcriptional strand bias, suggesting a false positive call. The two lower panels show the patients with therapy-related AML who were
exposed to platinum. Their mutational profiles are highly dominated by SBS35 with strong transcriptional strand bias. for deconstructSigs. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 E When using the COSMIC v.2 reference,
the reconstruction accuracy was similar irrespective of which fitting algorithm was used: deconstructSigs, mutationalPatterns or mmsig. This is in contrast to
the new reference, where mmsig was superior. procedure of mmsig. We prefer to be conservative in these cases
and tolerate false negatives to a geater degree than false positives. In
patients without prior melphalan exposure, SBS-MM1 with its
characteristic transcriptional strand bias was consistently absent
(Fig. 4A). mutations across the trinucleotide contexts typically associated
with SBS-MM1: CCA, GCA, GCC, GCG, and GCT. Not all
patients previously exposed to melphalan had detectable SBS-
MM1, because this requires a single melphalan-exposed cell to be
positively selected and expand beyond the limit of detection of
WGS, which does not always occur11,24,27. An alternative
explanation is the engraftment model, where myeloma cells are
infused during autologous stem cell transplantation, thus avoiding
melphalan exposure27. There will also be a range of exposures (e.g.,
<10%) where there is insufficient evidence to ascertain whether
SBS-MM1 is really present (i.e., transcriptional strand bias and
CIs). In such ambiguous cases, SBS-MM1 may not be essential
to explain the overall mutational profile, leading to SBS-MM1
being removed from the final profile by the error-suppression Platinum-based chemotherapy is the underlying cause of
mutational signature SBS352,24. Here, we applied deconstructSigs
and mmsig with standard cutoffs to two patients with therapy-
related AML previously exposed to platinum-based chemother-
apy as well as 47 patients with de novo AML (platinum naive)
(Fig. 4B). Point estimates of the SBS35 contribution (i.e., standard
mutational signature fitting) identified SBS35 in both patients
with prior platinum exposure. Strikingly, the false positive rate for
SBS35 among de novo AML cases was 21% for mmsig and 70% COMMUNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio 5 ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 The mutational signature profile does not fit the classic pattern of SBS35, however, and there is no sign of
characteristic transcriptional strand bias, suggesting a false positive call. The two lower panels show the patients with therapy-related AML who we
exposed to platinum. Their mutational profiles are highly dominated by SBS35 with strong transcriptional strand bias. *
*
p
0.0
0.2
0.4
0.6
0.8
SBS35 (prop)
*
*
*
*
*
*
**
*
*
*
* *
*
0.0
0.1
0.2
0.3
SBS MM1 (prop)
A
C
Melphalan
No melphalan
* Transcriptional strand bias in typical pattern for SBS-MM1
* Transcriptional strand bias in C[C>A]C and C[C>T]C
Platinum
No Platinum *
*
p
0.0
0.2
0.4
0.6
0.8
SBS35 (prop)
C
* Transcriptional strand bias in C[C>A]C and C[C>T]C
Platinum
No Platinum *
*
*
*
*
*
**
*
*
*
* *
*
0.0
0.1
0.2
0.3
SBS MM1 (prop)
A
Melphalan
No melphalan
* Transcriptional strand bias in typical pattern for SBS-MM1 A deconstructSigs
mmsig
0.0
0.2
0.4
0.6
0.8
1.0
0.0
0.2
0.4
0.6
0.8
1.0
Relative contribution
SBS35
Signature
SBS1
SBS5
SBS-HSPC
B
p
yp
p
Platinum
No Platinum
D B D B D C>A
C>G
C>T
T>A
T>C
T>G
TCGAAB3001
Platinum PD37515
Platinum PD34280
A[C>A]A
A[C>A]C
A[C>A]G
A[C>A]T
C[C>A]A
C[C>A]C
C[C>A]G
C[C>A]T
G[C>A]A
G[C>A]C
G[C>A]G
G[C>A]T
T[C>A]A
T[C>A]C
T[C>A]G
T[C>A]T
A[C>G]A
A[C>G]C
A[C>G]G
A[C>G]T
C[C>G]A
C[C>G]C
C[C>G]G
C[C>G]T
G[C>G]A
G[C>G]C
G[C>G]G
G[C>G]T
T[C>G]A
T[C>G]C
T[C>G]G
T[C>G]T
A[C>T]A
A[C>T]C
A[C>T]G
A[C>T]T
C[C>T]A
C[C>T]C
C[C>T]G
C[C>T]T
G[C>T]A
G[C>T]C
G[C>T]G
G[C>T]T
T[C>T]A
T[C>T]C
T[C>T]G
T[C>T]T
A[T>A]A
A[T>A]C
A[T>A]G
A[T>A]T
C[T>A]A
C[T>A]C
C[T>A]G
C[T>A]T
G[T>A]A
G[T>A]C
G[T>A]G
G[T>A]T
T[T>A]A
T[T>A]C
T[T>A]G
T[T>A]T
A[T>C]A
A[T>C]C
A[T>C]G
A[T>C]T
C[T>C]A
C[T>C]C
C[T>C]G
C[T>C]T
G[T>C]A
G[T>C]C
G[T>C]G
G[T>C]T
T[T>C]A
T[T>C]C
T[T>C]G
T[T>C]T
A[T>G]A
A[T>G]C
A[T>G]G
A[T>G]T
C[T>G]A
C[T>G]C
C[T>G]G
C[T>G]T
G[T>G]A
G[T>G]C
G[T>G]G
G[T>G]T
T[T>G]A
T[T>G]C
T[T>G]G
T[T>G]T
0.0
2.5
5.0
7.5
10.0
0
10
20
30
0
10
20
30
40
Mutations (n)
D
Untranscribed strand
Transcribed strand Mutations (n) mmsig Fig. 4 Resolving uncertainty in mutational signature fitting. A Bar chart showing the estimated SBS-MM1 contribution in 82 MM samples with and
without prior melphalan exposure by mmsig (similar to Fig. 2B), with 95% CI estimated from 1000 bootstrapping iterations. Asterisks indicate statistically
significant transcriptional strand bias in characteristic trinucleotide contexts (Poisson test p < 0.05). COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 This highlights the importance of additional
measures to improve specificity. Presence of SBS35 was confirmed
with high confidence in both of the platinum-exposed patients
(i.e., non-zero 95% CI and strong transcriptional strand bias in C
[C>A]C and C[C>T]C); but in none of the de novo AML cases
(Fig. 4C). In one de novo AML sample (TCGAAB3001) the 95%
CI was above zero (estimated SBS35 contribution 14.1%; 95% CI
7.8–20.5%), but the characteristic transcriptional strand bias was
always absent. In ambiguous cases like this, it can be helpful to
visually review the 96-class mutational profile for presence of the
key features of the mutational signature in question. As illustrated
in Fig. 4D, sample TCGAAB3001 lacked the characteristic peaks
of SBS35 in both C>A and C>T (the tall peak in A[C>T]G is most
likely
attributable
to
the
age-related
deamination
of
5-
methylcytosine to thymine, i.e., SBS1). This is in contrast to the
two samples with known platinum exposure, showing the
classical profile with dominant peaks in C>T with mutations
strongly favoring the transcribed strand. b
l
fid b
d
h
b
f whole-genome sequencing data from 142 patients with CLL with
mutated (n = 68) or unmutated (n = 74) IGHV gene. Using mmsig
with standard filters, three patients with unmutated CLL had
evidence of SBS9 (Fig. 5A); one of which also had a non-zero CI
(CLL1078; Fig. 5B). This sample had an estimated SBS9 contribu-
tion of 30% (95% CI 27–34%) and 1.7% of the bases in IGHV were
mutated by Sanger sequencing. Unmutated IGHV status was
confirmed by the novel algorithm IgCaller applied to WGS data32. This patient had been classified as memory-CLL based on
the epigenetic profile, consistent with having passed through the
germinal center30. Visual inspection of the mutational signature
profile did indeed show the characteristic profile of SBS9, indicating
that considerable genome-wide nc-AID activity can be observed
despite relatively few coding mutations in the IGHV region (Fig. 5C
and Fig. S5)10. It remains to be seen whether the degree of genome-
wide nc-AID activity may further refine the prognostic classification
of CLL. for deconstructSigs. This highlights the importance of additional
measures to improve specificity. Presence of SBS35 was confirmed
with high confidence in both of the platinum-exposed patients
(i.e., non-zero 95% CI and strong transcriptional strand bias in C
[C>A]C and C[C>T]C); but in none of the de novo AML cases
(Fig. 4C). COMMUNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 Next, we
added increasing levels of noise to the simulated MM genomes
and estimated the effects on mutational signature estimates
(Fig. 6C). The results show that SBS-MM1, SBS5, SBS8, and SBS9
are accurately estimated by all algorithms in the absence of
noise, with increasing over-estimation of particularly SBS5 by all
algorithms with increasing background noise. As expected,
decreasing the number of mutations also increases variability;
this was also observed in real data. When the number of
mutations fell below 250, there was a tendency for mmsig to over-
estimate SBS5, most likely because this signature was always kept
in the final profile irrespective of random variations in the data,
which may lead to dropout of other mutational signatures. For observations from real data, all three algorithms showed virtually
identical results when no filters were applied. After applying
standard filtering, the sensitivity of mutationalPatterns and
deconstructSigs centered around 6% contribution, with >95%
sensitivity achieved at 7–8% contribution. For mmsig, given the
unique features of its error-correction approach, the sensitivity
varied between mutational signatures. The sensitivity was higher
for distinctive mutational signatures such as SBS2, with 100%
sensitivity achieved at 4% contribution (Fig. 6A), and lower for
less well-defined signatures such as SBS-MM1, with >95%
sensitivity achieved at 12% contribution (Fig. 6B). Next, we
added increasing levels of noise to the simulated MM genomes
and estimated the effects on mutational signature estimates
(Fig. 6C). The results show that SBS-MM1, SBS5, SBS8, and SBS9
are accurately estimated by all algorithms in the absence of
noise, with increasing over-estimation of particularly SBS5 by all
algorithms with increasing background noise. As expected,
decreasing the number of mutations also increases variability;
this was also observed in real data. When the number of
mutations fell below 250, there was a tendency for mmsig to over-
estimate SBS5, most likely because this signature was always kept
in the final profile irrespective of random variations in the data,
which may lead to dropout of other mutational signatures. For Mutational signature fitting with low mutational burden. Until
this point, we have addressed mutational signature fitting of
complete mutational catalogs derived from WGS, consisting of
thousands of mutations. However, there are many situations
where it is desirable to perform mutational signature fitting with
much smaller numbers of mutations; whether for whole-exome or
targeted sequencing data, branches in a phylogenetic tree or other
applications11,23,27,33,34. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 A
Signature
SBS1
SBS5
SBS8
SBS9
deconstructSigs
mmsig
0.0
0.2
0.4
0.6
0.8
1.0
0.0
0.2
0.4
0.6
0.8
1.0
Relative contribution
IGHV mutated
Unmutated
C B
IGHV mutated
Unmutated
0.0
0.2
0.4
0.6
0.8
SBS9 (prop) B A mmsig C
C>A
C>G
C>T
T>A
T>C
T>G
UNMUT (100 %)
CLL30
UNMUT (98.3 %)
CLL1078
MUT (87.8 %)
CLL373
A[C>A]A
A[C>A]C
A[C>A]G
A[C>A]T
C[C>A]A
C[C>A]C
C[C>A]G
C[C>A]T
G[C>A]A
G[C>A]C
G[C>A]G
G[C>A]T
T[C>A]A
T[C>A]C
T[C>A]G
T[C>A]T
A[C>G]A
A[C>G]C
A[C>G]G
A[C>G]T
C[C>G]A
C[C>G]C
C[C>G]G
C[C>G]T
G[C>G]A
G[C>G]C
G[C>G]G
G[C>G]T
T[C>G]A
T[C>G]C
T[C>G]G
T[C>G]T
A[C>T]A
A[C>T]C
A[C>T]G
A[C>T]T
C[C>T]A
C[C>T]C
C[C>T]G
C[C>T]T
G[C>T]A
G[C>T]C
G[C>T]G
G[C>T]T
T[C>T]A
T[C>T]C
T[C>T]G
T[C>T]T
A[T>A]A
A[T>A]C
A[T>A]G
A[T>A]T
C[T>A]A
C[T>A]C
C[T>A]G
C[T>A]T
G[T>A]A
G[T>A]C
G[T>A]G
G[T>A]T
T[T>A]A
T[T>A]C
T[T>A]G
T[T>A]T
A[T>C]A
A[T>C]C
A[T>C]G
A[T>C]T
C[T>C]A
C[T>C]C
C[T>C]G
C[T>C]T
G[T>C]A
G[T>C]C
G[T>C]G
G[T>C]T
T[T>C]A
T[T>C]C
T[T>C]G
T[T>C]T
A[T>G]A
A[T>G]C
A[T>G]G
A[T>G]T
C[T>G]A
C[T>G]C
C[T>G]G
C[T>G]T
G[T>G]A
G[T>G]C
G[T>G]G
G[T>G]T
T[T>G]A
T[T>G]C
T[T>G]G
T[T>G]T
0
50
100
0
20
40
60
0
50
100
Fig. 5 Identifying non-canonical AID-induced mutagenesis in chronic lymphocytic leukemia. A Mutational signature profiles of 142 patients with chronic
lymphocytic leukemia (CLL) with mutated (n = 68, left) or unmutated (n = 74, right) IGHV gene, estimated using deconstructSigs (top) and mmsig
(bottom). B Bar chart showing the estimated proportion of mutations caused by non-canonical AID (nc-AID; SBS9) with 95% CI generated by 1000
bootstrapping iterations. C 96-class mutational profiles of three patients from top to bottom: unmutated CLL without evidence of nc-AID activity;
unmutated CLL based on IGHV identity (<2% mutations), but evidence of genome-wide nc-AID activity; CLL with highly mutated IGHV as well as strong
nc-AID signature genome-wide. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 C
C>A
C>G
C>T
T>A
T>C
T>G
UNMUT (100 %)
CLL30
UNMUT (98.3 %)
CLL1078
MUT (87.8 %)
CLL373
A[C>A]A
A[C>A]C
A[C>A]G
A[C>A]T
C[C>A]A
C[C>A]C
C[C>A]G
C[C>A]T
G[C>A]A
G[C>A]C
G[C>A]G
G[C>A]T
T[C>A]A
T[C>A]C
T[C>A]G
T[C>A]T
A[C>G]A
A[C>G]C
A[C>G]G
A[C>G]T
C[C>G]A
C[C>G]C
C[C>G]G
C[C>G]T
G[C>G]A
G[C>G]C
G[C>G]G
G[C>G]T
T[C>G]A
T[C>G]C
T[C>G]G
T[C>G]T
A[C>T]A
A[C>T]C
A[C>T]G
A[C>T]T
C[C>T]A
C[C>T]C
C[C>T]G
C[C>T]T
G[C>T]A
G[C>T]C
G[C>T]G
G[C>T]T
T[C>T]A
T[C>T]C
T[C>T]G
T[C>T]T
A[T>A]A
A[T>A]C
A[T>A]G
A[T>A]T
C[T>A]A
C[T>A]C
C[T>A]G
C[T>A]T
G[T>A]A
G[T>A]C
G[T>A]G
G[T>A]T
T[T>A]A
T[T>A]C
T[T>A]G
T[T>A]T
A[T>C]A
A[T>C]C
A[T>C]G
A[T>C]T
C[T>C]A
C[T>C]C
C[T>C]G
C[T>C]T
G[T>C]A
G[T>C]C
G[T>C]G
G[T>C]T
T[T>C]A
T[T>C]C
T[T>C]G
T[T>C]T
A[T>G]A
A[T>G]C
A[T>G]G
A[T>G]T
C[T>G]A
C[T>G]C
C[T>G]G
C[T>G]T
G[T>G]A
G[T>G]C
G[T>G]G
G[T>G]T
T[T>G]A
T[T>G]C
T[T>G]G
T[T>G]T
0
50
100
0
20
40
60
0
50
100 Fig. 5 Identifying non-canonical AID-induced mutagenesis in chronic lymphocytic leukemia. A Mutational signature profiles of 142 patients with chronic
lymphocytic leukemia (CLL) with mutated (n = 68, left) or unmutated (n = 74, right) IGHV gene, estimated using deconstructSigs (top) and mmsig
(bottom). B Bar chart showing the estimated proportion of mutations caused by non-canonical AID (nc-AID; SBS9) with 95% CI generated by 1000
bootstrapping iterations. C 96-class mutational profiles of three patients from top to bottom: unmutated CLL without evidence of nc-AID activity;
unmutated CLL based on IGHV identity (<2% mutations), but evidence of genome-wide nc-AID activity; CLL with highly mutated IGHV as well as strong
nc-AID signature genome-wide. SBS1, given its highly distinctive profile, the estimates by mmsig
were highly accurate irrespective of added noise and the number
of mutations; this was also the case for SBS2. Finally, using
simulated genomes, we confirmed that the 95% CI estimated by
mmsig
contained
the
pre-determined
contribution
of
that
mutational signature ~94% of the time. observations from real data, all three algorithms showed virtually
identical results when no filters were applied. After applying
standard filtering, the sensitivity of mutationalPatterns and
deconstructSigs centered around 6% contribution, with >95%
sensitivity achieved at 7–8% contribution. For mmsig, given the
unique features of its error-correction approach, the sensitivity
varied between mutational signatures. The sensitivity was higher
for distinctive mutational signatures such as SBS2, with 100%
sensitivity achieved at 4% contribution (Fig. 6A), and lower for
less well-defined signatures such as SBS-MM1, with >95%
sensitivity achieved at 12% contribution (Fig. 6B). COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 In one de novo AML sample (TCGAAB3001) the 95%
CI was above zero (estimated SBS35 contribution 14.1%; 95% CI
7.8–20.5%), but the characteristic transcriptional strand bias was
always absent. In ambiguous cases like this, it can be helpful to
visually review the 96-class mutational profile for presence of the
key features of the mutational signature in question. As illustrated
in Fig. 4D, sample TCGAAB3001 lacked the characteristic peaks
of SBS35 in both C>A and C>T (the tall peak in A[C>T]G is most
likely
attributable
to
the
age-related
deamination
of
5-
methylcytosine to thymine, i.e., SBS1). This is in contrast to the
two samples with known platinum exposure, showing the
classical profile with dominant peaks in C>T with mutations
strongly favoring the transcribed strand. Our observations thus far have suggested that mmsig is able to
confidently identify highly characteristic mutational signatures
such as SBS2 at low abundance, whereas the sensitivity is slightly
lower for less distinctive signatures. To quantify this effect, we
simulated a series of MM genomes based on the median
contribution of each mutational signature observed in WGS
data. Starting with such an average genome as background, we
estimated the sensitivity of each algorithm to detect signatures
at a given admixture (Fig. 6A, B). In concordance with our CLL can be classified based on the presence or absence of somatic
hypermutation of the immunoglobulin heavy chain variable region
(IGHV) (threshold at >2% mutated bases), where unmutated IGHV
is strongly associated with poor outcomes2,10,28–30. We have
previously shown, using mutational signature extraction algorithms,
that mutated IGHV status is associated with the genome-wide
footprint of nc-AID activity (i.e., SBS9), whereas the unmutated
subgroup lacks this mutational process10,31. Here, we analyzed UNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio 6 COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 ARTICLE COMMUNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 A
B
Signature
SBS1
SBS5
SBS8
SBS9
IGHV mutated
Unmutated
deconstructSigs
mmsig
0.0
0.2
0.4
0.6
0.8
1.0
0.0
0.2
0.4
0.6
0.8
1.0
Relative contribution
0.0
0.2
0.4
0.6
0.8
SBS9 (prop)
IGHV mutated
Unmutated
C
C>A
C>G
C>T
T>A
T>C
T>G
UNMUT (100 %)
CLL30
UNMUT (98.3 %)
CLL1078
MUT (87.8 %)
CLL373
A[C>A]A
A[C>A]C
A[C>A]G
A[C>A]T
C[C>A]A
C[C>A]C
C[C>A]G
C[C>A]T
G[C>A]A
G[C>A]C
G[C>A]G
G[C>A]T
T[C>A]A
T[C>A]C
T[C>A]G
T[C>A]T
A[C>G]A
A[C>G]C
A[C>G]G
A[C>G]T
C[C>G]A
C[C>G]C
C[C>G]G
C[C>G]T
G[C>G]A
G[C>G]C
G[C>G]G
G[C>G]T
T[C>G]A
T[C>G]C
T[C>G]G
T[C>G]T
A[C>T]A
A[C>T]C
A[C>T]G
A[C>T]T
C[C>T]A
C[C>T]C
C[C>T]G
C[C>T]T
G[C>T]A
G[C>T]C
G[C>T]G
G[C>T]T
T[C>T]A
T[C>T]C
T[C>T]G
T[C>T]T
A[T>A]A
A[T>A]C
A[T>A]G
A[T>A]T
C[T>A]A
C[T>A]C
C[T>A]G
C[T>A]T
G[T>A]A
G[T>A]C
G[T>A]G
G[T>A]T
T[T>A]A
T[T>A]C
T[T>A]G
T[T>A]T
A[T>C]A
A[T>C]C
A[T>C]G
A[T>C]T
C[T>C]A
C[T>C]C
C[T>C]G
C[T>C]T
G[T>C]A
G[T>C]C
G[T>C]G
G[T>C]T
T[T>C]A
T[T>C]C
T[T>C]G
T[T>C]T
A[T>G]A
A[T>G]C
A[T>G]G
A[T>G]T
C[T>G]A
C[T>G]C
C[T>G]G
C[T>G]T
G[T>G]A
G[T>G]C
G[T>G]G
G[T>G]T
T[T>G]A
T[T>G]C
T[T>G]G
T[T>G]T
0
50
100
0
20
40
60
0
50
100
Fig. 5 Identifying non-canonical AID-induced mutagenesis in chronic lymphocytic leukemia. A Mutational signature profiles of 142 patients with chronic
lymphocytic leukemia (CLL) with mutated (n = 68, left) or unmutated (n = 74, right) IGHV gene, estimated using deconstructSigs (top) and mmsig
(bottom). B Bar chart showing the estimated proportion of mutations caused by non-canonical AID (nc-AID; SBS9) with 95% CI generated by 1000
bootstrapping iterations. C 96-class mutational profiles of three patients from top to bottom: unmutated CLL without evidence of nc-AID activity;
unmutated CLL based on IGHV identity (<2% mutations), but evidence of genome-wide nc-AID activity; CLL with highly mutated IGHV as well as strong
nc-AID signature genome-wide. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 To systematically evaluate the accuracy of mutational signature
fitting in real data as the number of mutations decreases, we
generated sets of progressively fewer mutations by random
downsampling of the WGS data presented previously and
estimated signature contributions using mmsig. Reducing the
number of mutations had the main effect of increasing variability
in the mutational signature estimates, as illustrated here in two 7 COMMUNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio 7 ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 ed multiple myeloma genomes. Mutational signature contributions were estimated for simulated mutational catalogs corresponding to
le myeloma (MM) genomes. A, B Dilution series of 1–10% SBS2 (A) and 1–20% SBS-MM1 (B) contribution in a background similar to an
enome. 100 simulations of 5000 mutations were performed at each dilution. Mutational signature fitting was performed by mmsig,
rns, and deconstructSigs without filters and using standard filters. The lines corresponding to the sensitivity without filters are superimposed
orithms consistent with virtually identical results. Regarding the results after filtering, mutationalPatterns and deconstructSigs showed virtually Fig. 6 Simulated multiple myeloma genomes. Mutational signature contributions were estimated for simulated mutational catalogs corresponding to
average multiple myeloma (MM) genomes. A, B Dilution series of 1–10% SBS2 (A) and 1–20% SBS-MM1 (B) contribution in a background similar to an
average MM genome. 100 simulations of 5000 mutations were performed at each dilution. Mutational signature fitting was performed by mmsig,
mutationalPatterns, and deconstructSigs without filters and using standard filters. The lines corresponding to the sensitivity without filters are superimposed
for all three algorithms consistent with virtually identical results. Regarding the results after filtering, mutationalPatterns and deconstructSigs showed virtually
identical performance, leading to the sensitivity curves being superimposed, whereas mmsig showed either higher (A) or lower (B) sentisitivity than the
other algorithms. C 100 simulations were generated of 5000, 2000, 1000, 500, 250, and 100 mutations (rows) and mutational signature fitting performed
by mmsig, mutationalPatterns and deconstructSigs with standard filters (columns). Boxplots show median and interquartile range with outliers drawn as dots. Each data point represents the estimated signature contribution in one simulated mutation catalog. illustrative examples: SBS2 and SBS-MM1 in MM and SBS9 in
CLL, each with a distinct mutational profile as well as different
abundance when present (mean contribution of 6.1%, 18.7%, and
35.6%, respectively) (“Methods”). COMMUNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 Strikingly, all of the three
mutational signatures could be identified with high sensitivity and
specificity all the way down to sets of 100 mutations using mmsig
with standard settings, requiring a non-zero estimated contribu-
tion for a positive signature call (Fig. 7B). With sets of 500 or
more mutations, the results were similar to those obtained from
the full WGS data. Applying a more stringent criterion of non-
zero 95% CI resulted in ~100% specificity across the board, but at
a considerable loss of sensitivity, particularly with lower mutation
counts. example patients (Fig. 7A). Of note, variability markedly increased
below 500 mutations, disproportionately affecting flat muta-
tional signatures such as SBS5, while the APOBEC-signatures and
SBS1 were relatively spared. The mean contribution of each
signature also changed slightly, which may be explained by the fact
that SBS5 and SBS1 are always included in the final signature
profile from mmsig, while other mutational signatures may
disappear in some mutation sets due to random variation. Consequently, the observed means of SBS5 and SBS1 were slightly
higher and the means for other signatures slightly lower than what
was estimated from the full mutational catalog. We went on to estimate how the sensitivity and specificity
of the mutational signature fitting is affected by the variability of
mutational profiles due to random sampling as the number of
mutations decreases. Three mutational signatures were selected as Finally, we compared mutational signature fitting in the full
WGS catalogs with subsets of mutations corresponding to whole- 8 ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 g. 7 Mutational signature fitting with low numbers of mutations. Mutational signature contributions were estimated for each patient in 100 randomly
awn catalogs of 2000, 1000, 500, 250, and 100 mutations. Boxplots show median and interquartile range with outliers drawn as dots. A Mutational
gnature profiles of two example patients (rows), showing the estimated mutational signature contributions (columns). Each data point represents the
ntribution of a given signature in one randomly drawn mutation set. B Sensitivity and specificity of mmsig to identify SBS-MM1 in MM (left), SBS2 in MM
middle) and SBS9 in CLL (right) when different criteria were applied (color legend). Each data point represents the mean estimated sensitivity or
ecificity across 100 replicates for a given patient and mutation count. Fig. 7 Mutational signature fitting with low numbers of mutations. Mutational signature contributions were estimated for each patient in 100 randomly
drawn catalogs of 2000, 1000, 500, 250, and 100 mutations. Boxplots show median and interquartile range with outliers drawn as dots. A Mutational
signature profiles of two example patients (rows), showing the estimated mutational signature contributions (columns). Each data point represents the
contribution of a given signature in one randomly drawn mutation set. B Sensitivity and specificity of mmsig to identify SBS-MM1 in MM (left), SBS2 in MM
(middle) and SBS9 in CLL (right) when different criteria were applied (color legend). Each data point represents the mean estimated sensitivity or
specificity across 100 replicates for a given patient and mutation count. exome and targeted sequencing capture kits (“Methods”; Fig. 8). Going from WGS to WES reduced the mean number of
mutations from 5437 to 245 per sample for MM and 2391 to
108 for CLL. Targeted capture panels did not yield sufficient
mutation counts to proceed with mutational signature analysis. The mean numbers of mutations per sample within the capture
regions were 20 for MM and 1 for CLL, with a subset of patients
lacking mutations altogether (2.4% for MM and 56% for CLL). Exome-based analysis of SBS-MM1 showed excellent perfor-
mance compared with WGS, consistent with results from
random downsampling of WGS data (Fig. 8C). However,
exome-based analysis of SBS9 in CLL showed considerably
lower concordance with WGS than expected from our random exome and targeted sequencing capture kits (“Methods”; Fig. 8). Discussion low cosine similarity reduction. Thus, mmsig inherently requires a
larger contribution from indistinctive mutational signatures
before they are called. In practice, this dynamic threshold means
that mmsig is able to call low contribution of APOBEC with high
accuracy, while avoiding extensive false positive calls of other (less
distinctive) mutational signatures. This could be particularly
relevant considering the emerging critical role of APOBEC in
predicting myeloma precursor condition progression and MM
clinical outcome23,38–40. We have shown how mutational signature fitting can be applied
to hematological cancers, highlighting the importance of careful
interpretation in light of biological knowledge10. Our newly
released R package mmsig is highly specific and provides a range
of tools to resolve the presence or absence of a mutational sig-
nature in difficult cases. When done properly, signature fitting is a
powerful tool that can be implemented immediately in the clinic. The application of mutational signature analysis has the potential
to improve prognostic models and define individualized treat-
ment strategies5,6,23,35–38. Because different mutational processes occupy largely the same
feature space, mutational signature analysis is subject to a degree
of uncertainty. We have proposed two objective measures to
control uncertainty: estimating 95% CI for the contribution of
each mutational signature and checking for transcriptional strand
bias typical of signatures associated with transcription-coupled
repair. As we have shown empirically, requiring non-zero 95% CI
to call a mutational signature as present was highly effective at
improving specificity. Relying only on the error-suppression built
into mmsig resulted in excellent sensitivity and specificity, parti-
cularly when applied to catalogs of more than 500 mutations,
which is virtually always the case with WGS data. Mutational
signature analysis can also be performed on whole-exome
sequencing data, with the caveat that the expected signature
profile in coding and non-coding regions can be quite different. Targeted capture sequencing panels covering a few megabases
often yield too low mutational burdens to allow meaningful
mutational signature fitting for individual patients. In its essence, a mutational signature is a set of mutation types
that show a characteristic pattern of co-occurrence across
tumors3. Mutational signatures can be defined using the 96-class
system of base substitutions in their trinucleotide context but may
be applied to any set of features that is biologically meaningful. Although some mutational signatures have important biological
implications, they are indirect representations of underlying
processes. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 Performance
0.0
0.2
0.4
0.6
0.8
1.0
Relative contribution
B
IGHV Mutated
Unmutated
Sample
C 0.0
0.2
0.4
0.6
0.8
1.0
Relative contribution
A
B
Melphalan
No Melphalan
Sample Sensitivity
Specificity
MM
SBS MM1
MM
SBS2
CLL
SBS9
0.00
0.25
0.50
0.75
1.00
0.00
0.25
0.50
0.75
1.00
Performance
C C B A Fig. 8 Mutational signature fitting applied to whole exomes. Mutational signature contributions in mutations overlapping the SureSelect V6 + UTR
exome capture kit in A MM and B CLL samples. Mutational signatures from the full whole-genome sequencing data from the same samples are shown in
Figs. 2 and 5, respectively. C Performance of mutational signature fitting in exome data (shown in A, B) as compared with the full whole-genome
sequencing data as gold standard. COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 Going from WGS to WES reduced the mean number of
mutations from 5437 to 245 per sample for MM and 2391 to
108 for CLL. Targeted capture panels did not yield sufficient
mutation counts to proceed with mutational signature analysis. The mean numbers of mutations per sample within the capture
regions were 20 for MM and 1 for CLL, with a subset of patients
lacking mutations altogether (2.4% for MM and 56% for CLL). Exome-based analysis of SBS-MM1 showed excellent perfor-
mance compared with WGS, consistent with results from
random downsampling of WGS data (Fig. 8C). However,
exome-based analysis of SBS9 in CLL showed considerably
lower concordance with WGS than expected from our random downsampling analysis. This observation can be explained by the
known behavior of the SBS9 (nc-AID) mutational process, which
is predominantly active in the non-coding regions of the
genome11. Indeed, exome-based estimates in our data were
consistently lower than paired WGS-based estimates (mean 12%;
paired
T-test,
p < 0.001). Enrichment
of
non-synonymous
mutations has been described for the APOBEC mutational
signatures (i.e., SBS2 and SBS13)11, but the overall APOBEC
contribution in this analysis was similar in the whole-genome
and exome. This propensity of different mutational signatures to
affect coding vs. non-coding regions may result in differences
between genome- and exome-based analysis that reflect under-
lying biology. COMMUNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio 9 9 COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 ARTICLE Sensitivity
Specificity
MM
SBS MM1
MM
SBS2
CLL
SBS9
0.00
0.25
0.50
0.75
1.00
0.00
0.25
0.50
0.75
1.00
Performance
0.0
0.2
0.4
0.6
0.8
1.0
Relative contribution
0.0
0.2
0.4
0.6
0.8
1.0
Relative contribution
A
B
IGHV Mutated
Unmutated
Melphalan
No Melphalan
Sample
Sample
C
SBS-MM1
Mutational signature
SBS1
SBS2
SBS13
SBS5
SBS8
SBS9
SBS18
Criterion
Prop > 0
95 % CI > 0
Fig. 8 Mutational signature fitting applied to whole exomes. Mutational signature contributions in mutations overlapping the SureSelect V6 + UTR
exome capture kit in A MM and B CLL samples. Mutational signatures from the full whole-genome sequencing data from the same samples are shown in
Figs. 2 and 5, respectively. C Performance of mutational signature fitting in exome data (shown in A, B) as compared with the full whole-genome
sequencing data as gold standard. COMMUNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio Methods Downsampling of mutational catalogs. To evaluate the effect of mutation counts
on signature fitting performance, we performed downsampling of the full mutation
catalogs. Patient samples from MM and CLL were included in this analysis since
they both had mutational signatures present in a subset of the cohort where we
could define a ground truth regarding the presence or absence of the underlying
mutational process (SBS-MM1 in MM and SBS9 (nc-AID) in IGHV mutated CLL). We also included SBS2 in the analysis, representing a highly distinctive signature
with relatively low abundance in most cases. For each sample, we performed 100
independent draws, without replacement, of 2000 (MM only), 1000, 500, 250, 100. We also generated mutation sets similar to those obtained by whole-exome and
targeted sequencing, using BED files of a commonly used exome capture kit
(Agilent SureSelect V6 + UTR) and custom targeted capture panels specifically
developed for MM47 and CLL48,49. Mutational signature fitting with estimation of
95% CI was performed independently for each mutation set as described above. To
estimate sensitivity and specificity for signature detection, we used signature calls
from WGS as a gold standard (requiring non-zero 95% CI, and for SBS-MM1, the
presence of transcriptional strand bias). Samples with ambiguous signature calls
were removed (e.g., if the 95% CI included zero). Patients and data. Publicly available SNV data from WGS of patient samples were
included in the study: 142 CLL (EGAS00000000092)28,30, 82 MM from 45 patients
(EGAD00001003309 and phs000348.v2.p1)11,17,18 (7 samples out of the original 89
were removed due to incomplete data on treatment history), 47 AML (phs000178. v1.p1)43, and two therapy-related AML (EGAD00001005028)10. Mutational signature fitting with mmsig. We developed mmsig as a tool for
flexible and easily interpretable mutational signature analysis11. At its core, mmsig
takes a set of reference mutational signatures and estimates their contribution in
each sample employing an expectation maximization algorithm. For each sample,
mmsig attempts to reduce the number of features (i.e., reference signatures) used to
explain the observed mutational profile. In an iterative process, we reconstructed
the 96-class mutational profile for each sample after excluding each reference
signature in turn. The least contributing mutational signature was censored for that
sample if removal resulted in a cosine similarity reduction of <0.01. This process
was subsequently repeated until no reference signatures could be removed without
incurring a cosine similarity reduction of more than 0.01. Data availability p
g
p
gy
CI were generated by drawing 1000 mutational profiles from the multinomial
distribution, where the probability that a mutation belongs to a given class (e.g., C
[C>T]G) was equal to the proportion of mutations belonging to that class in the
original mutational profile. The number of mutations in each random set of
mutations was the same as in the original profile. For each random set of mutations,
we repeated the entire mutational signature fitting procedure as described above,
finally taking the 2.5th and 97.5th percentile of the estimates for each signature. Transcriptional strand bias was assessed using a Poisson test (p < 0.05). We
applied the test both to individual mutation classes independently as well as to the
combinations of mutational classes most characteristic of specific mutational
signatures, in order to increase power. For SBS-MM1 (melphalan signature) we
combined C[C>T]A, G[C>T]A, G[C>T]C, G[C>T]G and G[C>T]T; and for SBS35
(platinum signature) we combined C[C>A]C and C[C>T]C. CI were generated by drawing 1000 mutational profiles from the multinomial
distribution, where the probability that a mutation belongs to a given class (e.g., C
[C>T]G) was equal to the proportion of mutations belonging to that class in the
original mutational profile. The number of mutations in each random set of
mutations was the same as in the original profile. For each random set of mutations,
we repeated the entire mutational signature fitting procedure as described above,
finally taking the 2.5th and 97.5th percentile of the estimates for each signature. All the raw data used in the study are already publicly available: EGAS00000000092: 142
CLL. EGAD00001003309 and phs000348.v2.p1: 82 MM from 45 patients, 7 samples out
of the original 89 were removed due to incomplete data on treatment history. phs000178. v1.p1: 47 de novo AML. EGAD00001005028: two therapy-related AML. References 1. Alexandrov, L. B. et al. Signatures of mutational processes in human cancer. Nature 500, 415–421 (2013). 2. Alexandrov, L. B. et al. The repertoire of mutational signatures in human
cancer. Nature 578, 94–101 (2020). 3. Alexandrov, L. B., Nik-Zainal, S., Wedge, D. C., Campbell, P. J. & Stratton, M. 3. Alexandrov, L. B., Nik-Zainal, S., Wedge, D. C., Campbell, P. J. & Stratton, M. R. Deciphering signatures of mutational processes operative in human cancer. Cell Rep. 3, 246–259 (2013). R. Deciphering signatures of mutational processes operative in human cancer. Cell Rep. 3, 246–259 (2013). Comparison of mmsig and established mutational signature fitting algorithms. To benchmark mmsig against established tools, we selected the commonly used
mutational signature fitting packages deconstructSigs15 and mutationalPatterns16 in
R. The same reference signature catalogs were applied for all three algorithms. Comparison of mmsig and established mutational signature fitting algorithms. To benchmark mmsig against established tools, we selected the commonly used
mutational signature fitting packages deconstructSigs15 and mutationalPatterns16 in
R. The same reference signature catalogs were applied for all three algorithms. Both mmsig and deconstructSigs have built-in filtering options, which can be
altered or turned off entirely. mmsig supports dynamic filtering based on cosine
similarity as described above. deconstructSigs applies a hard threshold of signature
contributions in each sample, below which all signatures are removed. mutationalPatterns does not have a built-in filtering option, leading us to
implement the same filter as applied by deconstructSigs as a post-processing step. 4. Nik-Zainal, S. et al. Mutational Processes Molding the Genomes of 21 Breast
Cancers. Cell 149, 979–993 (2012). 5. Davies, H. et al. HRDetect is a predictor of BRCA1 and BRCA2 deficiency
based on mutational signatures. Nat. Med. 23, 517–525 (2017). g
g
pp
g
Both mmsig and deconstructSigs have built-in filtering options, which can be
altered or turned off entirely. mmsig supports dynamic filtering based on cosine
similarity as described above. deconstructSigs applies a hard threshold of signature
contributions in each sample, below which all signatures are removed. mutationalPatterns does not have a built-in filtering option, leading us to
implement the same filter as applied by deconstructSigs as a post-processing step. 6. Davies, H. et al. Whole-genome sequencing reveals breast cancers with
mismatch repair deficiency. Cancer Res. 77, 4755–4762 (2017). mismatch repair deficiency. Cancer Res. 77, 4755–4762 (2017 7. Alexandrov, L. B. et al. Clock-like mutational processes in human somatic
cells. Nat. Genet 47, 1402–1407 (2015). 8. Code availability Transcriptional strand bias was assessed using a Poisson test (p < 0.05). We
applied the test both to individual mutation classes independently as well as to the
combinations of mutational classes most characteristic of specific mutational
signatures, in order to increase power. For SBS-MM1 (melphalan signature) we
combined C[C>T]A, G[C>T]A, G[C>T]C, G[C>T]G and G[C>T]T; and for SBS35
(platinum signature) we combined C[C>A]C and C[C>T]C. mmsig is an R package and is available on GitHub: https://github.com/evenrus/mmsig. Received: 17 October 2020; Accepted: 3 March 2021; mmsig is an R package and is available on GitHub: https://github.com/evenrus/
mmsig. mmsig is an R package and is available on GitHub: https://github.com/evenrus/
mmsig. Mutational signature references. We used the two versions of the COSMIC
mutational signature reference (i.e., COSMIC v2 and COSMIC v3.1), with the
addition of SBS-MM1 and SBS-HSPC as previously described by our group and
others1,2,10,11,44–46. The appropriate catalog of reference signatures to include in
the analysis for each hematological cancer type was based on de novo signature
extraction as previously reported10,11. Methods Since SBS1 and SBS5 are
known to always be present in all human tumors and normal cells alike, we forced
their inclusion in all samples. Reporting summary. Further information on research design is available in the Nature
Research Reporting Summary linked to this article. p
The same set of reference mutational signatures can be used for each sample, or
a different subset of reference signatures be specified for each sample according to
prior knowledge of sample biology or de novo extraction results. ARTICLE ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 pinpoint the mutational machinery and therapeutic suscept-
ibilities in a given tumor5,10,35–37. a poisson distribution3 with lambda = 2. The weight of the noise signature relative
to other signatures was pre-determined (e.g., 5%) and the relative contributions of
each mutational signature was scaled accordingly. Discussion Distinguishing one signature from another is most
straightforward when they involve entirely different parts of the
feature-space (i.e., mutational classes), such as the two APOBEC-
associated signatures SBS2 and SBS13 in the most recent COS-
MIC v3.1 reference. Conversely, SBS5 and SBS8 have highly
overlapping “flat” profiles; and SBS-MM1 shows some degree of
overlap with both SBS5 and SBS9. Highly distinct signatures
behave differently from those who are partially overlapping and/
or “flat”, depending on which mutational signature fitting algo-
rithm and post-processing filters are applied. g
g
p
In conclusion, we have shown how the novel mutational sig-
nature fitting algorithm mmsig can be applied to identify biolo-
gically and clinically important mutational processes acting in
hematological cancers, including chemotherapy-related muta-
tional signatures, APOBEC activity in MM and nc-AID in CLL. The tools and principles outlined here may be applicable in other
cancers with a well-characterized mutational signature landscape,
taking into account the specific biology and exogenous exposures
of each disease. The accuracy of mutational signature fitting,
in general, is optimal when applied to catalogs of more than
500 mutations, which can be consistently obtained by WGS. With
WGS there is also the opportunity to integrate multiple data
types, such as patterns structural variation31,41,42, to better Highly characteristic mutational signatures in the latest refer-
ence (i.e., COSMIC v3.1) such as SBS2 and SBS13 will stand out
over the background even if their relative contribution to the
mutational profile is low (<6%). Error-suppression using hard
cut-offs, such as the standard 6% threshold imposed by decon-
structSigs, will be inappropriately strict in these cases. Conversely,
mmsig will tend to keep these signatures in the profile because
removing them will considerably penalize the cosine similarity
between the reconstructed mutational profile and the original. The opposite can be said for flat mutational signatures, which
may be falsely removed by mmsig because all the mutations can
be re-classified to another mutational signature with a relatively COMMUNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio 10 COMMUNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio Additional information 33. Maura, F. et al. Role of AID in the temporal pattern of acquisition of driver
mutations in multiple myeloma. Leukemia https://doi.org/10.1038/s41375-
019-0689-0 (2019). Supplementary information The online version contains supplementary material
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available at https://doi.org/10.1038/s42003-021-01938-0. 34. Ziccheddu, B. et al. Integrative analysis of the genomic and transcriptomic
landscape of double-refractory multiple myeloma. Blood Adv. 4, 830–844
(2020). Correspondence and requests for materials should be addressed to O.L. or F.M. Reprints and permission information is available at http://www.nature.com/reprints Reprints and permission information is available at http://www.nature.com/reprints 35. Chopra, N. et al. Homologous recombination DNA repair deficiency and
PARP inhibition activity in primary triple negative breast cancer. Nat. Commun. 11, 2662 (2020). 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. 36. Staaf, J. et al. Whole-genome sequencing of triple-negative breast cancers in a
population-based clinical study. Nat. Med. 25, 1526–1533 (2019). 37. Zhao, E. Y. et al. Homologous recombination deficiency and platinum-based
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(2017). 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 license, and indicate if changes were made. The images or other third party
material in this article are included in the article’s Creative Commons license, unless
indicated otherwise in a credit line to the material. If material is not included in the
article’s Creative Commons license 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 license, visit http://creativecommons.org/
licenses/by/4.0/. 38. Bustoros, M. et al. Genomic profiling of smoldering multiple myeloma
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39. Walker, B. A. et al. APOBEC family mutational signatures are associated with
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the study, collected and analyzed data and wrote the paper. F.N., N.A., and B.Z. analyzed
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Perelman Family Foundation, by Riney Family Multiple Myeloma Research Program
Fund, by the Memorial Sloan Kettering Cancer Center NCI Core Grant (P30 CA
008748), and by the Sylvester Comprehensive Cancer Center NCI Core Grant (P30 CA
240139). F.M. is supported by the American Society of Hematology, the International
Myeloma Foundation and The Society of Memorial Sloan Kettering Cancer Center. N.B. is funded by the European Research Council under the European Union’s Horizon 2020
research and innovation program (grant agreement no. 817997). NA is funded by the
European Regional Development Fund and Welsh Government (Ser Cymru
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in chronic lymphocytic leukaemia. Nature 475, 101–105 (2011). 29. Hamblin, T. J., Davis, Z., Gardiner, A., Oscier, D. G. & Stevenson, F. K. Unmutated Ig V(H) genes are associated with a more aggressive form of
chronic lymphocytic leukemia. Blood 94, 1848–1854 (1999). ARTICLE ARTICLE COMMUNICATIONS BIOLOGY | https://doi.org/10.1038/s42003-021-01938-0 distinguishes DNA repair deficiencies and patterns of carcinoma evolution. Genome Biol. 17, 31 (2016). distinguishes DNA repair deficiencies and patterns of carcinoma evolution. Genome Biol. 17, 31 (2016). 42. Rustad, E. H. et al. Revealing the impact of structural variants in multiple
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43. Ley, T. J. et al. Genomic and epigenomic landscapes of adult de novo acute
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related mutagenesis in human hematopoiesis. Cell Rep. 25, 2308–2316 (2018). 17. Chapman, M. A. et al. Initial genome sequencing and analysis of multiple
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The authors declare no competing interests. 32. Nadeu, F. et al. IgCaller for reconstructing immunoglobulin gene
rearrangements and oncogenic translocations from whole-genome sequencing
in lymphoid neoplasms. Nat. Commun. 11, 3390 (2020). References Gerstung, M. et al. The evolutionary history of 2,658 cancers. Nature 578,
122–128 (2020). Simulated genomes. As a basis for simulated MM genomes, we generated an
average MM mutational signature profile where the contribution of each signature
was set to the median contribution of that signature in MM samples with SBS-
MM1. The resulting signature profile consisted of 4.8% SBS1, 5.1% SBS2, 34.1%
SBS5, 18.2% SBS8, 18.9% SBS9 and 18.8% SBS-MM1. We then calculated the
expected contribution of each of the 96 mutational classes from the weighted sum
of each mutational signature reference. 9. Kucab, J. E. et al. A compendium of mutational signatures of environmental
agents. Cell 177, 821–836 (2019). g
10. Maura, F. et al. A practical guide for mutational signature analysis in
hematological malignancies. Nat. Commun. 10, 2969 (2019). 11. Rustad, E. H. et al. Timing the initiation of multiple myeloma. Nat. Commun. 11, 1917 (2020). 12. Degasperi, A. et al. A practical framework and online tool for mutational
signature analyses show intertissue variation and driver dependencies. Nat. Cancer 1, 249–263 (2020). To generate simulated genomes, each simulated mutation was drawn from a
multinomial distribution of 96 mutational classes. The probability to draw a
mutation of a given class was equal to the relative contribution of that mutational
class in the average MM profile. 13. Hoang, P. H., Cornish, A. J., Dobbins, S. E., Kaiser, M. & Houlston, R. S. Mutational processes contributing to the development of multiple myeloma. Blood Cancer J. 9, 60 (2019). The sensitivity for each mutational signature was estimated by adding a
progressively larger contribution of that signature (1–20%) to a background
mutational profile consisting of an MM genome without the signature in question. The background profile was scaled to maintain a constant proportion of each
signature relative to the others. 14. Hoang, P. H. et al. Whole-genome sequencing of multiple myeloma reveals
oncogenic pathways are targeted somatically through multiple mechanisms. Leukemia https://doi.org/10.1038/s41375-018-0103-3 (2018). Leukemia https://doi.org/10.1038/s41375-018-0103-3 (2018). 15. Rosenthal, R., McGranahan, N., Herrero, J., Taylor, B. S. & Swanton, C. deconstructSigs: delineating mutational processes in single tumors To generate random noise, we generated a “noise signature” independently for
each simulation, drawing the contribution of each of the 96 mutational classes from 11 COMMUNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio Additional information Whole genome sequencing provides evidence of two
biologically and clinically distinct entities of asymptomatic monoclonal
gammopathies: progressive versus stable myeloma precursor condition. Nat. Commun. https://doi.org/10.1038/s41467-021-22140-0 (2021). 41. Maura, F. et al. Genomic landscape and chronological reconstruction of driver
events in multiple myeloma. Nat. Commun. 10, 3835 (2019). 12 COMMUNICATIONS BIOLOGY | (2021) 4:424 | https://doi.org/10.1038/s42003-021-01938-0 | www.nature.com/commsbio
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posição oficial da Pimenta Cultural. Doutores e Doutoras Adilson Cristiano Habowski
Universidade La Salle, Brasil
Adriana Flávia Neu
Universidade Federal de Santa Maria, Brasil
Adriana Regina Vettorazzi Schmitt
Instituto Federal de Santa Catarina, Brasil
Aguimario Pimentel Silva
Instituto Federal de Alagoas, Brasil
Alaim Passos Bispo
Universidade Federal do Rio Grande do Norte, Brasil
Alaim Souza Neto
Universidade Federal de Santa Catarina, Brasil
Alessandra Knoll
Universidade Federal de Santa Catarina, Brasil
Alessandra Regina Müller Germani
Universidade Federal de Santa Maria, Brasil
Aline Corso
Universidade do Vale do Rio dos Sinos, Brasil
Aline Wendpap Nunes de Siqueira
Universidade Federal de Mato Grosso, Brasil
Ana Rosangela Colares Lavand
Universidade Federal do Pará, Brasil
André Gobbo
Universidade Federal da Paraíba, Brasil
Andressa Wiebusch
Universidade Federal de Santa Maria, Brasil
Andreza Regina Lopes da Silva
Universidade Federal de Santa Catarina, Brasil
Angela Maria Farah
Universidade de São Paulo, Brasil Adilson Cristiano Habowski
Universidade La Salle, Brasil
Adriana Flávia Neu
Universidade Federal de Santa Maria, Brasil
Adriana Regina Vettorazzi Schmitt
Instituto Federal de Santa Catarina, Brasil
Aguimario Pimentel Silva
Instituto Federal de Alagoas, Brasil
Alaim Passos Bispo
Universidade Federal do Rio Grande do Norte, Brasil
Alaim Souza Neto
Universidade Federal de Santa Catarina, Brasil
Alessandra Knoll
Universidade Federal de Santa Catarina, Brasil
Alessandra Regina Müller Germani
Universidade Federal de Santa Maria, Brasil
Aline Corso
Universidade do Vale do Rio dos Sinos, Brasil
Aline Wendpap Nunes de Siqueira
Universidade Federal de Mato Grosso, Brasil
Ana Rosangela Colares Lavand
Universidade Federal do Pará, Brasil
André Gobbo
Universidade Federal da Paraíba, Brasil
Andressa Wiebusch
Universidade Federal de Santa Maria, Brasil
Andreza Regina Lopes da Silva
Universidade Federal de Santa Catarina, Brasil
Angela Maria Farah
Universidade de São Paulo, Brasil Anísio Batista Pereira
Universidade Federal de Uberlândia, Brasil
Antonio Edson Alves da Silva
Universidade Estadual do Ceará, Brasil
Antonio Henrique Coutelo de Moraes
Universidade Federal de Rondonópolis, Brasil
Arthur Vianna Ferreira
Universidade do Estado do Rio de Janeiro, Brasil
Ary Albuquerque Cavalcanti Junior
Universidade do Estado da Bahia, Brasil
Asterlindo Bandeira de Oliveira Júnior
Universidade Federal da Bahia, Brasil
Bárbara Amaral da Silva
Universidade Federal de Minas Gerais, Brasil
Bernadétte Beber
Universidade Federal de Santa Catarina, Brasil
Bruna Carolina de Lima Siqueira dos Santos
Universidade do Vale do Itajaí, Brasil
Bruno Rafael Silva Nogueira Barbosa
Universidade Federal da Paraíba, Brasil
Caio Cesar Portella Santos
Instituto Municipal de Ensino Superior de São Manuel, Brasil
Carla Wanessa do Amaral Caffagni
Universidade de São Paulo, Brasil
Carlos Adriano Martins
Universidade Cruzeiro do Sul, Brasil
Carlos Jordan Lapa Alves
Universidade Estadual do Norte Fluminense Darcy Ribeiro, Brasil
Caroline Chioquetta Lorenset
Universidade Federal de Santa Catarina, Brasil Anísio Batista Pereira
Universidade Federal de Uberlândia, Brasil
Antonio Edson Alves da Silva
Universidade Estadual do Ceará, Brasil
Antonio Henrique Coutelo de Moraes
Universidade Federal de Rondonópolis, Brasil
Arthur Vianna Ferreira
Universidade do Estado do Rio de Janeiro, Brasil
Ary Albuquerque Cavalcanti Junior
Universidade do Estado da Bahia, Brasil
Asterlindo Bandeira de Oliveira Júnior
Universidade Federal da Bahia, Brasil
Bárbara Amaral da Silva
Universidade Federal de Minas Gerais, Brasil
Bernadétte Beber
Universidade Federal de Santa Catarina, Brasil
Bruna Carolina de Lima Siqueira dos Santos
Universidade do Vale do Itajaí, Brasil
Bruno Rafael Silva Nogueira Barbosa
Universidade Federal da Paraíba, Brasil
Caio Cesar Portella Santos
Instituto Municipal de Ensino Superior de São Manuel, Brasil
Carla Wanessa do Amaral Caffagni
Universidade de São Paulo, Brasil
Carlos Adriano Martins
Universidade Cruzeiro do Sul, Brasil
Carlos Jordan Lapa Alves
Universidade Estadual do Norte Fluminense Darcy Ribeiro, Brasil
Caroline Chioquetta Lorenset
Universidade Federal de Santa Catarina, Brasil Cássio Michel dos Santos Camargo
Universidade Federal do Rio Grande do Sul-Faced, Brasil
Christiano Martino Otero Avila
Universidade Federal de Pelotas, Brasil
Cláudia Samuel Kessler
Universidade Federal do Rio Grande do Sul, Brasil
Cristiane Silva Fontes
Universidade Federal de Minas Gerais, Brasil
Daniela Susana Segre Guertzenstein
Universidade de São Paulo, Brasil
Daniele Cristine Rodrigues
Universidade de São Paulo, Brasil
Dayse Centurion da Silva
Universidade Anhanguera, Brasil
Dayse Sampaio Lopes Borges
Universidade Estadual do Norte Fluminense Darcy Ribeiro, Brasi
Diego Pizarro
Instituto Federal de Brasília, Brasil
Dorama de Miranda Carvalho
Escola Superior de Propaganda e Marketing, Brasil
Edson da Silva
Universidade Federal dos Vales do Jequitinhonha e Mucuri, Brasi
Elena Maria Mallmann
Universidade Federal de Santa Maria, Brasil
Eleonora das Neves Simões
Universidade Federal do Rio Grande do Sul, Brasil
Eliane Silva Souza
Universidade do Estado da Bahia, Brasil
Elvira Rodrigues de Santana
Universidade Federal da Bahia, Brasil
Éverly Pegoraro
Universidade Federal do Rio de Janeiro, Brasil
Fábio Santos de Andrade
Universidade Federal de Mato Grosso, Brasil
Fabrícia Lopes Pinheiro
Universidade Federal do Estado do Rio de Janeiro, Brasil
Felipe Henrique Monteiro Oliveira
Universidade Federal da Bahia, Brasil
Fernando Vieira da Cruz
Universidade Estadual de Campinas, Brasil
Gabriella Eldereti Machado
Universidade Federal de Santa Maria, Brasil
Germano Ehlert Pollnow
Universidade Federal de Pelotas, Brasil
Geymeesson Brito da Silva
Universidade Federal de Pernambuco, Brasil
Giovanna Ofretorio de Oliveira Martin Franchi
Universidade Federal de Santa Catarina, Brasil Cássio Michel dos Santos Camargo
Universidade Federal do Rio Grande do Sul-Faced, Brasil
Christiano Martino Otero Avila
Universidade Federal de Pelotas, Brasil
Cláudia Samuel Kessler
Universidade Federal do Rio Grande do Sul, Brasil
Cristiane Silva Fontes
Universidade Federal de Minas Gerais, Brasil
Daniela Susana Segre Guertzenstein
Universidade de São Paulo, Brasil
Daniele Cristine Rodrigues
Universidade de São Paulo, Brasil
Dayse Centurion da Silva
Universidade Anhanguera, Brasil
Dayse Sampaio Lopes Borges
Universidade Estadual do Norte Fluminense Darcy Ribeiro, Brasil
Diego Pizarro
Instituto Federal de Brasília, Brasil
Dorama de Miranda Carvalho
Escola Superior de Propaganda e Marketing, Brasil
Edson da Silva
Universidade Federal dos Vales do Jequitinhonha e Mucuri, Brasil
Elena Maria Mallmann
Universidade Federal de Santa Maria, Brasil
Eleonora das Neves Simões
Universidade Federal do Rio Grande do Sul, Brasil
Eliane Silva Souza
Universidade do Estado da Bahia, Brasil
Elvira Rodrigues de Santana
Universidade Federal da Bahia, Brasil
Éverly Pegoraro
Universidade Federal do Rio de Janeiro, Brasil
Fábio Santos de Andrade
Universidade Federal de Mato Grosso, Brasil
Fabrícia Lopes Pinheiro
Universidade Federal do Estado do Rio de Janeiro, Brasil
Felipe Henrique Monteiro Oliveira
Universidade Federal da Bahia, Brasil
Fernando Vieira da Cruz
Universidade Estadual de Campinas, Brasil
Gabriella Eldereti Machado
Universidade Federal de Santa Maria, Brasil
Germano Ehlert Pollnow
Universidade Federal de Pelotas, Brasil
Geymeesson Brito da Silva
Universidade Federal de Pernambuco, Brasil
Giovanna Ofretorio de Oliveira Martin Franchi
Universidade Federal de Santa Catarina, Brasil
Handherson Leyltton Costa Damasceno
Universidade Federal da Bahia, Brasil
Hebert Elias Lobo Sosa
Universidad de Los Andes, Venezuela
Helciclever Barros da Silva Sales
Instituto Nacional de Estudos e Pesquisas Educacionais
Anísio Teixeira, Brasil
Helena Azevedo Paulo de Almeida
Universidade Federal de Ouro Preto, Brasil
Hendy Barbosa Santos
Faculdade de Artes do Paraná, Brasil
Humberto Costa
Universidade Federal do Paraná, Brasil
Igor Alexandre Barcelos Graciano Borges
Universidade de Brasília, Brasil
Inara Antunes Vieira Willerding
Universidade Federal de Santa Catarina, Brasil
Ivan Farias Barreto
Universidade Federal do Rio Grande do Norte, Brasil
Jaziel Vasconcelos Dorneles
Universidade de Coimbra, Portugal
Jean Carlos Gonçalves
Universidade Federal do Paraná, Brasil
Jocimara Rodrigues de Sousa
Universidade de São Paulo, Brasil
Joelson Alves Onofre
Universidade Estadual de Santa Cruz, Brasil
Jónata Ferreira de Moura
Universidade São Francisco, Brasil
Jorge Eschriqui Vieira Pinto
Universidade Estadual Paulista Júlio de Mesquita Filho, Brasil
Jorge Luís de Oliveira Pinto Filho
Universidade Federal do Rio Grande do Norte, Brasil
Juliana de Oliveira Vicentini
Universidade de São Paulo, Brasil
Julierme Sebastião Morais Souza
Universidade Federal de Uberlândia, Brasil
Junior César Ferreira de Castro
Universidade Federal de Goiás, Brasil
Katia Bruginski Mulik
Universidade de São Paulo, Brasil
Laionel Vieira da Silva
Universidade Federal da Paraíba, Brasil
Leonardo Pinheiro Mozdzenski
Universidade Federal de Pernambuco, Brasil
Lucila Romano Tragtenberg
Pontifícia Universidade Católica de São Paulo, Brasil
Lucimara Rett
Universidade Metodista de São Paulo, Brasil Avaliadores e avaliadoras Ad-Hoc Alessandra Figueiró Thornton
Universidade Luterana do Brasil, Brasil
Alexandre João Appio
Universidade do Vale do Rio dos Sinos, Brasil
Bianka de Abreu Severo
Universidade Federal de Santa Maria, Brasil
Carlos Eduardo Damian Leite
Universidade de São Paulo, Brasil
Catarina Prestes de Carvalho
Instituto Federal Sul-Rio-Grandense, Brasil
Elisiene Borges Leal
Universidade Federal do Piauí, Brasil
Elizabete de Paula Pacheco
Universidade Federal de Uberlândia, Brasil
Elton Simomukay
Universidade Estadual de Ponta Grossa, Brasil
Francisco Geová Goveia Silva Júnior
Universidade Potiguar, Brasil
Indiamaris Pereira
Universidade do Vale do Itajaí, Brasil Alessandra Figueiró Thornton
Universidade Luterana do Brasil, Brasil
Alexandre João Appio
Universidade do Vale do Rio dos Sinos, Brasil
Bianka de Abreu Severo
Universidade Federal de Santa Maria, Brasil
Carlos Eduardo Damian Leite
Universidade de São Paulo, Brasil
Catarina Prestes de Carvalho
Instituto Federal Sul-Rio-Grandense, Brasil
Elisiene Borges Leal
Universidade Federal do Piauí, Brasil
Elizabete de Paula Pacheco
Universidade Federal de Uberlândia, Brasil
Elton Simomukay
Universidade Estadual de Ponta Grossa, Brasil
Francisco Geová Goveia Silva Júnior
Universidade Potiguar, Brasil
Indiamaris Pereira
Universidade do Vale do Itajaí, Brasil Jacqueline de Castro Rimá
Universidade Federal da Paraíba, Brasil
Lucimar Romeu Fernandes
Instituto Politécnico de Bragança, Brasil
Marcos de Souza Machado
Universidade Federal da Bahia, Brasil
Michele de Oliveira Sampaio
Universidade Federal do Espírito Santo, Brasil
Samara Castro da Silva
Universidade de Caxias do Sul, Brasil
Thais Karina Souza do Nascimento
Instituto de Ciências das Artes, Brasil
Viviane Gil da Silva Oliveira
Universidade Federal do Amazonas, Brasil
Weyber Rodrigues de Souza
Pontifícia Universidade Católica de Goiás, Brasil
William Roslindo Paranhos
Universidade Federal de Santa Catarina, Brasil Alessandra Figueiró Thornton
Universidade Luterana do Brasil, Brasil
Alexandre João Appio
Universidade do Vale do Rio dos Sinos, Brasil
Bianka de Abreu Severo
Universidade Federal de Santa Maria, Brasil
Carlos Eduardo Damian Leite
Universidade de São Paulo, Brasil
Catarina Prestes de Carvalho
Instituto Federal Sul-Rio-Grandense, Brasil
Elisiene Borges Leal
Universidade Federal do Piauí, Brasil
Elizabete de Paula Pacheco
Universidade Federal de Uberlândia, Brasil
Elton Simomukay
Universidade Estadual de Ponta Grossa, Brasil
Francisco Geová Goveia Silva Júnior
Universidade Potiguar, Brasil
Indiamaris Pereira
Universidade do Vale do Itajaí, Brasil Jacqueline de Castro Rimá
Universidade Federal da Paraíba, Brasil
Lucimar Romeu Fernandes
Instituto Politécnico de Bragança, Brasil
Marcos de Souza Machado
Universidade Federal da Bahia, Brasil
Michele de Oliveira Sampaio
Universidade Federal do Espírito Santo, Brasil
Samara Castro da Silva
Universidade de Caxias do Sul, Brasil
Thais Karina Souza do Nascimento
Instituto de Ciências das Artes, Brasil
Viviane Gil da Silva Oliveira
Universidade Federal do Amazonas, Brasil
Weyber Rodrigues de Souza
Pontifícia Universidade Católica de Goiás, Brasil
William Roslindo Paranhos
Universidade Federal de Santa Catarina, Brasil Jacqueline de Castro Rimá
Universidade Federal da Paraíba, Brasil
Lucimar Romeu Fernandes
Instituto Politécnico de Bragança, Brasil
Marcos de Souza Machado
Universidade Federal da Bahia, Brasil
Michele de Oliveira Sampaio
Universidade Federal do Espírito Santo, Brasil
Samara Castro da Silva
Universidade de Caxias do Sul, Brasil
Thais Karina Souza do Nascimento
Instituto de Ciências das Artes, Brasil
Viviane Gil da Silva Oliveira
Universidade Federal do Amazonas, Brasil
Weyber Rodrigues de Souza
Pontifícia Universidade Católica de Goiás, Brasil
William Roslindo Paranhos
Universidade Federal de Santa Catarina, Brasil Cássio Michel dos Santos Camargo
Universidade Federal do Rio Grande do Sul-Faced, Brasil
Christiano Martino Otero Avila
Universidade Federal de Pelotas, Brasil
Cláudia Samuel Kessler
Universidade Federal do Rio Grande do Sul, Brasil
Cristiane Silva Fontes
Universidade Federal de Minas Gerais, Brasil
Daniela Susana Segre Guertzenstein
Universidade de São Paulo, Brasil
Daniele Cristine Rodrigues
Universidade de São Paulo, Brasil
Dayse Centurion da Silva
Universidade Anhanguera, Brasil
Dayse Sampaio Lopes Borges
Universidade Estadual do Norte Fluminense Darcy Ribeiro, Brasil
Diego Pizarro
Instituto Federal de Brasília, Brasil
Dorama de Miranda Carvalho
Escola Superior de Propaganda e Marketing, Brasil
Edson da Silva
Universidade Federal dos Vales do Jequitinhonha e Mucuri, Brasil
Elena Maria Mallmann
Universidade Federal de Santa Maria, Brasil
Eleonora das Neves Simões
Universidade Federal do Rio Grande do Sul, Brasil
Eliane Silva Souza
Universidade do Estado da Bahia, Brasil
Elvira Rodrigues de Santana
Universidade Federal da Bahia, Brasil
Éverly Pegoraro
Universidade Federal do Rio de Janeiro, Brasil
Fábio Santos de Andrade
Universidade Federal de Mato Grosso, Brasil
Fabrícia Lopes Pinheiro
Universidade Federal do Estado do Rio de Janeiro, Brasil
Felipe Henrique Monteiro Oliveira
Universidade Federal da Bahia, Brasil
Fernando Vieira da Cruz
Universidade Estadual de Campinas, Brasil
Gabriella Eldereti Machado
Universidade Federal de Santa Maria, Brasil
Germano Ehlert Pollnow
Universidade Federal de Pelotas, Brasil
Geymeesson Brito da Silva
Universidade Federal de Pernambuco, Brasil
Giovanna Ofretorio de Oliveira Martin Franchi
Universidade Federal de Santa Catarina, Brasil Cássio Michel dos Santos Camargo
Universidade Federal do Rio Grande do Sul-Faced, Brasil
Christiano Martino Otero Avila
Universidade Federal de Pelotas, Brasil
Cláudia Samuel Kessler
Universidade Federal do Rio Grande do Sul, Brasil
Cristiane Silva Fontes
Universidade Federal de Minas Gerais, Brasil
Daniela Susana Segre Guertzenstein
Universidade de São Paulo, Brasil
Daniele Cristine Rodrigues
Universidade de São Paulo, Brasil
Dayse Centurion da Silva
Universidade Anhanguera, Brasil
Dayse Sampaio Lopes Borges
Universidade Estadual do Norte Fluminense Darcy Ribeiro, Brasil
Diego Pizarro
Instituto Federal de Brasília, Brasil
Dorama de Miranda Carvalho
Escola Superior de Propaganda e Marketing, Brasil
Edson da Silva
Universidade Federal dos Vales do Jequitinhonha e Mucuri, Brasil
Elena Maria Mallmann
Universidade Federal de Santa Maria, Brasil
Eleonora das Neves Simões
Universidade Federal do Rio Grande do Sul, Brasil
Eliane Silva Souza
Universidade do Estado da Bahia, Brasil
Elvira Rodrigues de Santana
Universidade Federal da Bahia, Brasil
Éverly Pegoraro
Universidade Federal do Rio de Janeiro, Brasil
Fábio Santos de Andrade
Universidade Federal de Mato Grosso, Brasil
Fabrícia Lopes Pinheiro
Universidade Federal do Estado do Rio de Janeiro, Brasil
Felipe Henrique Monteiro Oliveira
Universidade Federal da Bahia, Brasil
Fernando Vieira da Cruz
Universidade Estadual de Campinas, Brasil
Gabriella Eldereti Machado
Universidade Federal de Santa Maria, Brasil
Germano Ehlert Pollnow
Universidade Federal de Pelotas, Brasil
Geymeesson Brito da Silva
Universidade Federal de Pernambuco, Brasil
Giovanna Ofretorio de Oliveira Martin Franchi
Universidade Federal de Santa Catarina, Brasil Rosane de Fatima Antunes Obregon
Universidade Federal do Maranhão, Brasil
Samuel André Pompeo
Universidade Estadual Paulista Júlio de Mesquita Filho, Brasil
Sebastião Silva Soares
Universidade Federal do Tocantins, Brasil
Silmar José Spinardi Franchi
Universidade Estadual Paulista Júlio de Mesquita Filho, Brasil
Simone Alves de Carvalho
Universidade de São Paulo, Brasil
Simoni Urnau Bonfiglio
Universidade Federal da Paraíba, Brasil
Stela Maris Vaucher Farias
Universidade Federal do Rio Grande do Sul, Brasil
Tadeu João Ribeiro Baptista
Universidade Federal do Rio Grande do Norte
Taiane Aparecida Ribeiro Nepomoceno
Universidade Estadual do Oeste do Paraná, Brasil
Taíza da Silva Gama
Universidade de São Paulo, Brasil
Tania Micheline Miorando
Universidade Federal de Santa Maria, Brasil
Tarcísio Vanzin
Universidade Federal de Santa Catarina, Brasil
Tascieli Feltrin
Universidade Federal de Santa Maria, Brasil
Tayson Ribeiro Teles
Universidade Federal do Acre, Brasil
Thiago Barbosa Soares
Universidade Federal de São Carlos, Brasil
Thiago Camargo Iwamoto
Pontifícia Universidade Católica de Goiás, Brasil
Thiago Medeiros Barros
Universidade Federal do Rio Grande do Norte, Brasil
Tiago Mendes de Oliveira
Centro Federal de Educação Tecnológica de Minas Gerais, Brasil
Valdir Lamim Guedes Junior
Universidade de São Paulo, Brasil
Vanessa Elisabete Raue Rodrigues
Universidade Estadual de Ponta Grossa, Brasil
Vania Ribas Ulbricht
Universidade Federal de Santa Catarina, Brasil
Wellington Furtado Ramos
Universidade Federal de Mato Grosso do Sul, Brasil
Wellton da Silva de Fatima
Instituto Federal de Alagoas, Brasil
Yan Masetto Nicolai
Universidade Federal de São Carlos, Brasil Rosane de Fatima Antunes Obregon
Universidade Federal do Maranhão, Brasil
Samuel André Pompeo
Universidade Estadual Paulista Júlio de Mesquita Filho, Brasil
Sebastião Silva Soares
Universidade Federal do Tocantins, Brasil
Silmar José Spinardi Franchi
Universidade Estadual Paulista Júlio de Mesquita Filho, Brasil
Simone Alves de Carvalho
Universidade de São Paulo, Brasil
Simoni Urnau Bonfiglio
Universidade Federal da Paraíba, Brasil
Stela Maris Vaucher Farias
Universidade Federal do Rio Grande do Sul, Brasil
Tadeu João Ribeiro Baptista
Universidade Federal do Rio Grande do Norte
Taiane Aparecida Ribeiro Nepomoceno
Universidade Estadual do Oeste do Paraná, Brasil
Taíza da Silva Gama
Universidade de São Paulo, Brasil
Tania Micheline Miorando
Universidade Federal de Santa Maria, Brasil
Tarcísio Vanzin
Universidade Federal de Santa Catarina, Brasil
Tascieli Feltrin
Universidade Federal de Santa Maria, Brasil
Tayson Ribeiro Teles
Universidade Federal do Acre, Brasil
Thiago Barbosa Soares
Universidade Federal de São Carlos, Brasil
Thiago Camargo Iwamoto
Pontifícia Universidade Católica de Goiás, Brasil
Thiago Medeiros Barros
Universidade Federal do Rio Grande do Norte, Brasil
Tiago Mendes de Oliveira
Centro Federal de Educação Tecnológica de Minas Gerais, Brasil
Valdir Lamim Guedes Junior
Universidade de São Paulo, Brasil
Vanessa Elisabete Raue Rodrigues
Universidade Estadual de Ponta Grossa, Brasil
Vania Ribas Ulbricht
Universidade Federal de Santa Catarina, Brasil
Wellington Furtado Ramos
Universidade Federal de Mato Grosso do Sul, Brasil
Wellton da Silva de Fatima
Instituto Federal de Alagoas, Brasil
Yan Masetto Nicolai
Universidade Federal de São Carlos, Brasil Manoel Augusto Polastreli Barbosa
Universidade Federal do Espírito Santo, Brasil
Marcelo Nicomedes dos Reis Silva Filho
Universidade Estadual do Oeste do Paraná, Brasil
Marcio Bernardino Sirino
Universidade Federal do Estado do Rio de Janeiro, Brasil
Marcos Pereira dos Santos
Universidad Internacional Iberoamericana del Mexico, México
Marcos Uzel Pereira da Silva
Universidade Federal da Bahia, Brasil
Maria Aparecida da Silva Santandel
Universidade Federal de Mato Grosso do Sul, Brasil
Maria Cristina Giorgi
Centro Federal de Educação Tecnológica Celso Suckow
da Fonseca, Brasil
Maria Edith Maroca de Avelar
Universidade Federal de Ouro Preto, Brasil
Marina Bezerra da Silva
Instituto Federal do Piauí, Brasil
Michele Marcelo Silva Bortolai
Universidade de São Paulo, Brasil
Mônica Tavares Orsini
Universidade Federal do Rio de Janeiro, Brasil
Nara Oliveira Salles
Universidade do Estado do Rio de Janeiro, Brasil
Neli Maria Mengalli
Pontifícia Universidade Católica de São Paulo, Brasil
Patricia Bieging
Universidade de São Paulo, Brasil
Patricia Flavia Mota
Universidade do Estado do Rio de Janeiro, Brasil
Raul Inácio Busarello
Universidade Federal de Santa Catarina, Brasil
Raymundo Carlos Machado Ferreira Filho
Universidade Federal do Rio Grande do Sul, Brasil
Roberta Rodrigues Ponciano
Universidade Federal de Uberlândia, Brasil
Robson Teles Gomes
Universidade Federal da Paraíba, Brasil
Rodiney Marcelo Braga dos Santos
Universidade Federal de Roraima, Brasil
Rodrigo Amancio de Assis
Universidade Federal de Mato Grosso, Brasil
Rodrigo Sarruge Molina
Universidade Federal do Espírito Santo, Brasil
Rogério Rauber
Universidade Estadual Paulista Júlio de Mesquita Filho, Brasi Rosane de Fatima Antunes Obregon
Universidade Federal do Maranhão, Brasil
Samuel André Pompeo
Universidade Estadual Paulista Júlio de Mesquita Filho, Brasil
Sebastião Silva Soares
Universidade Federal do Tocantins, Brasil
Silmar José Spinardi Franchi
Universidade Estadual Paulista Júlio de Mesquita Filho, Brasil
Simone Alves de Carvalho
Universidade de São Paulo, Brasil
Simoni Urnau Bonfiglio
Universidade Federal da Paraíba, Brasil
Stela Maris Vaucher Farias
Universidade Federal do Rio Grande do Sul, Brasil
Tadeu João Ribeiro Baptista
Universidade Federal do Rio Grande do Norte
Taiane Aparecida Ribeiro Nepomoceno
Universidade Estadual do Oeste do Paraná, Brasil
Taíza da Silva Gama
Universidade de São Paulo, Brasil
Tania Micheline Miorando
Universidade Federal de Santa Maria, Brasil
Tarcísio Vanzin
Universidade Federal de Santa Catarina, Brasil
Tascieli Feltrin
Universidade Federal de Santa Maria, Brasil
Tayson Ribeiro Teles
Universidade Federal do Acre, Brasil
Thiago Barbosa Soares
Universidade Federal de São Carlos, Brasil
Thiago Camargo Iwamoto
Pontifícia Universidade Católica de Goiás, Brasil
Thiago Medeiros Barros
Universidade Federal do Rio Grande do Norte, Brasil
Tiago Mendes de Oliveira
Centro Federal de Educação Tecnológica de Minas Gerais, Brasil
Valdir Lamim Guedes Junior
Universidade de São Paulo, Brasil
Vanessa Elisabete Raue Rodrigues
Universidade Estadual de Ponta Grossa, Brasil
Vania Ribas Ulbricht
Universidade Federal de Santa Catarina, Brasil
Wellington Furtado Ramos
Universidade Federal de Mato Grosso do Sul, Brasil
Wellton da Silva de Fatima
Instituto Federal de Alagoas, Brasil
Yan Masetto Nicolai
Universidade Federal de São Carlos, Brasil PARECER E REVISÃO POR PARES Os textos que compõem esta obra foram submetidos para
avaliação do Conselho Editorial da Pimenta Cultural, bem
como revisados por pares, sendo indicados para a publicação. Patricia Bieging
Raul Inácio Busarello
Direção editorial
Patricia Bieging
Editora executiva
Landressa Rita Schiefelbein
Coordenadora editorial
Caroline dos Reis Soares
Assistente editorial
Raul Inácio Busarello
Diretor de criação
Ligia Andrade Machado
Assistente de arte
Lucas Andrius de Oliveira
Peter Valmorbida
Editoração eletrônica
Myoceanstudio - Freepik.com
Imagens da capa
Caroline dos Reis Soares
Revisão
Robson Marins de Abreu
Autor SUMÁRIO Introdução....................................................................................... 11
Dedicatória...................................................................................... 12
Capítulo 1
Existe um perfil para pessoas suicidas?....................................... 13
Tipos de suicídios................................................................................17
O perigo de uma tentativa de suicídio frustrada.................................18
Intoxicação por informações falsas.....................................................18
Equívocos sobre o suicídio..................................................................19
O drama de um suicida.......................................................................19
Obstáculos que impedem você de ser feliz........................................20
Refugiar-se em uma falsa tranquilidade..............................................21
A dor do tempo....................................................................................23
O trauma nos impede de sermos
quem realmente queremos ser............................................................24
Maltrato infantil.....................................................................................24
Traumas de infância.............................................................................25
É possível curar um trauma.................................................................27
Curar a criança interior.........................................................................27
O medo patológico de não ser amado...............................................28
Vozes destrutivas.................................................................................29
Como fazer as pazes
com nossa voz interior crítica..............................................................29
Voz do passado..........................................................................................30 Voz do medo...............................................................................................30
Voz da vitimização.......................................................................................30
Voz da ansiedade........................................................................................30
Quais são os tipos
de distúrbios de ansiedade?...............................................................31
A selva escura......................................................................................32
O efeito esponja...................................................................................33
Seletividade empática..........................................................................33
É possível ser emocionalmente forte?.................................................34
O desafio de uma personalidade turbulenta.......................................35
O que é personalidade borderline?............................................................35
Causas........................................................................................................35
Sintomas.....................................................................................................36
Exaustão mental...................................................................................36
Como identificar a exaustão mental...........................................................37
Como superar a exaustão emocional.........................................................37
Dependência emocional......................................................................39
Diferença entre dependência e codependência.................................40
Tipos de pessoas.................................................................................41
Melancolia ..................................................................................................41
Capítulo 2
Fatores suicidas............................................................................. 44
Ideação suicida....................................................................................47
Automutilação.............................................................................................49
Controlar as emoções.................................................................................50
O risco de automutilar-se............................................................................50
Quais são os sinais de automutilação?......................................................51
Por que algumas pessoas se automutilam?..............................................52 Qual é a visão do suicida............................................................................52
Lembranças de um suicida........................................................................54
Robson........................................................................................................56
Consequências do abuso...........................................................................57
Suicídio econômico.....................................................................................58
O suicídio de uma pessoa que amamos....................................................58
Capítulo 3
Medidas de prevenção................................................................... 61
Quais seriam as estratégias
para evitar o suicídio?..........................................................................62
Capítulo 4
Depressão....................................................................................... 64
O que causa a depressão?.................................................................65
Não julgue...................................................................................................66
Os riscos.....................................................................................................66
O que é tristeza...........................................................................................67
Depressão temporária................................................................................67
Depressão agressiva..................................................................................67
Sentimentos de culpa.................................................................................68
Dependência terapêutica............................................................................68
É possível superar a depressão?................................................................69
Como ajudar uma pessoa com depressão?..............................................69
Diretrizes de comportamento
para o bem-estar emocional................................................................70
Capítulo 5
Ansiedade....................................................................................... 75
Melhorando a autoestima....................................................................78
A caixa de crenças
79 Qual é a visão do suicida............................................................................52
Lembranças de um suicida........................................................................54
Robson........................................................................................................56
Consequências do abuso...........................................................................57
Suicídio econômico.....................................................................................58
O suicídio de uma pessoa que amamos....................................................58 Liberdade de consciência...........................................................................81
Técnica para resolver conflitos...................................................................83
Treinamentos e técnicas que deveria usar.................................................84
Outras recomendações para manejar o estresse......................................85
Técnica básica............................................................................................86
Uma reeducação emocional ......................................................................88
Inoculação do estresse...............................................................................89
O que significa estar em crise?...................................................................90
Existem quatro fases em uma crise.....................................................91
Fase de contato...................................................................................98
Fase de calibração do problema.........................................................98
Fase de busca de solução..................................................................99
Fase de realização...............................................................................99
Fase de monitoramento.....................................................................100
Resolução de conflitos ......................................................................101
Aparecimento de respostas fisiológicas e emocionais inadequadas......109
Em nível técnico........................................................................................109
Promova uma boa comunicação..............................................................110
Tomada de decisão por consenso...........................................................111
Atitudes frente ao conflito.........................................................................113
Considerações finais.................................................................... 118
Sobre o autor................................................................................ SUMÁRIO 119 INTRODUÇÃO S U M Á R I O Este não é um livro de autoajuda com orientações sobre como
você deve viver, mas um manual de apoio emocional, pois algumas
pessoas acreditam que a maioria dos livros de autoajuda nada mais é
do que propaganda de marketing para ganhar dinheiro. Mas penso: se livros de autoajuda não ajudam, por que conti-
nuamos lendo livros com conteúdo de autoajuda escondido em pe-
quenas palavras? Qualquer livro que lemos pode nos ajudar de forma
independente, seja de autoajuda ou não, a chave é saber ter um jul-
gamento crítico ao ler. Talvez muitos estejam fartos dos típicos livros
de melhoria rápida, quando a realidade é diferente. Seja qual for o
livro, seja de autoajuda ou espiritual, filosófico, etc. Nenhum desses
livros tem o poder de mudar sua vida se você não estiver realmente
determinado a se desintoxicar completamente de tudo o que está des-
truindo você. A maior frustração é acreditar que só porque funcionou
para outra pessoa, pode funcionar para você também. Você tem que
estar preparado para as frustrações. Ler um livro em busca de uma
solução rápida e milagrosa é trapacear com a vida, se você tem uma
crença em algo que está lhe limitando de encontrar a paz que você
tanto precisa, então você deve começar a trocar o chip e se refazer
de novo. Aprender a administrar as emoções é ser mais responsável
com a vida, porque quando não sabemos como administrá-las somos
como um carro desgovernado prestes a bater. S U M Á R I O 11 DEDICATÓRIA S U M Á R I O Dedico ao meu grande amigo Fermín Manteca que sempre es-
teve disposto a me ajudar em tudo, ao Urtix que me acompanha há
anos, a todos os que necessitam apoio e uma palavra amiga em tempo
difícil e ao meu querido companheiro Ignácio Comaleras Briegas por
ser parte de minha vida. S U M Á R I O 12 Capítulo 1
EXISTE UM PERFIL PARA
PESSOAS SUICIDAS?1
EXISTE
UM PERFIL
PARA PESSOAS
SUICIDAS? Capítulo 1
EXISTE UM PERFIL PARA
PESSOAS SUICIDAS?1
EXISTE
UM PERFIL
PARA PESSOAS
SUICIDAS? O suicídio pode estar ligado tanto a fatores psicológicos quanto a
pessoas que não sofrem de nenhum tipo de patologia psicológica. Pes-
soas com tendências suicidas tendem a apresentar alguns padrões ex-
tremos de descontrole emocional. Outras já, por sofrerem a pressão do
capitalismo brutal e implacável, onde ter e possuir é mais importante que
ser, a maior doença que estamos tendo se chama “consumo excessivo”. S U M Á R I O Mas, como posso identificar uma pessoa que tem tendência
suicida? Cuidado! Existem pessoas que podemos conhecer há anos,
que nunca apresentaram nenhum tipo de sinal de depressão e no final
acabam tirando a própria vida. Sinais a serem observados: Sinais a serem observados: Sinais a serem observados: •
Fala que sente vontade de desistir de tudo, porque se sente
cansado de lutar e não conseguir nada; cansado de lutar e não conseguir nada;
•
Pensamentos constante de suicídio (acreditam que se estivesse
morto tudo seria mais fácil);
•
Mudança de rotinas diárias;
•
Não sente vontade de fazer nada;
•
Passa o dia todo na cama sem querer se levantar;
•
Alterações de humor;
•
Sem esperança ou sentido de viver;
•
Estar ansioso, agitado;
•
Usa drogas e bebidas alcoólicas (autodestruição);
•
Quer isolar-se;
•
Frustração excessiva; •
Pensamentos constante de suicídio (acreditam que se estivesse
morto tudo seria mais fácil); S U M Á R I O 14 S U M Á R I O •
Descuido pela aparência física; •
Perda de apetite; •
Mudanças extremas de personalidade; •
Descuidado com a higiene. Muitas vezes acreditamos que quando uma pessoa diz que quer
morrer é porque está chamando a atenção, devemos ter um pouco de
empatia, há pessoas que não apresentam sinais de comportamento sui-
cida, estas pessoas carregam dentro de si todo o peso de suas emo-
ções. Há casos de pessoas que não pretendiam tirar a própria vida,
mas infelizmente em um momento de impulso saiu do controle e acabou
acontecendo. Por exemplo, uma pessoa que é ativamente suicida, é fácil
perceber o comportamento suicida, porém, os suicidas passivos, são
difíceis de identificar, pois tentam enfrentar a vida por eles mesmos sem
buscar ajuda psicológica, e, quando não há mais ferramentas suficien-
tes para enfrentar os problemas que os torturam psicologicamente, entra
em um desespero que os faz acreditar que a solução é tirar a própria
vida. O que acontece quando alguém acredita que o suicídio é a única
maneira de escapar ou descansar? O nível de estresse nos enlouquece,
nos fazendo ver as coisas de um ângulo mais catastrófico, circunstân-
cias como desemprego, faltam de renda, solidão e maltrato psicológico. S U M Á R I O As tentativas de suicídio podem causar esgotamento psicoló-
gico ao suicida, como também a seus familiares, pois os sentimentos
suicidas são transitórios, aprender a administrar a impulsividade em
momentos de pressão é a chave para não cometer tolices que poste-
riormente podem levar ao arrependimento. Pensamentos suicidas: Pensamentos suicidas: •
Sentimento de fracasso; •
Sentimento de fracasso; 15 •
Sentimento de rejeição;
•
Comparação com outros;
•
Culpa;
•
Dependência emocional;
•
Baixa autoestima;
•
Medo;
•
Autoexigência;
•
Falta de confiança;
•
Incapacidade de ver as coisas boas que se tem;
•
Preocupação excessiva pela morte;
•
Sentindo ou parecendo sentir-se preso ou sem esperança. •
Sentimento de rejeição;
•
Comparação com outros;
•
Culpa;
•
Dependência emocional;
•
Baixa autoestima;
•
Medo;
•
Autoexigência;
•
Falta de confiança;
•
Incapacidade de ver as cois
•
Preocupação excessiva pel
•
Sentindo ou parecendo sen S U M Á R I O •
Incapacidade de ver as coisas boas que se tem; •
Incapacidade de ver as coisas boas que se tem; •
Preocupação excessiva pela morte; •
Sentindo ou parecendo sentir-se preso ou sem esperança. •
Descuidado com a higiene. Infelizmente, em alguns países da América do Sul, a psicologia
é vista como: algo que só os ricos têm acesso, é que a depressão e
uma doença de ricos. Já que tem uma visão que a depressão e um
problema espiritual e não mental, alguns líderes religiosos acreditam
que não precisamos de profissionais que sejam capazes de nos ajudar
a enfrentar as situações difíceis do dia a dia. S U M Á R I O Muitas vezes acreditamos que os amigos são o tipo de psicólogo
de que precisamos, porque confiamos a eles nossos segredos mais
íntimos, mais penso que muitos de nossos amigos não têm ferramen-
tas e conhecimentos suficientes para certos tipos de dificuldades. Nem
sempre os amigos poderão nos ajudar, pois até eles enfrentam suas
batalhas internas e externas. Tenha em mente que nem todos os que
têm condutas suicidas são depressivos e nem todos os que sofrem de-
pressões são suicidas, sim, pode parecer estranho, mas a maioria das 16 pessoas que são depressivos têm medo de morrer, são como os típicos
mortos-vivos, são aqueles que expressam palavras que querem tirar a
própria vida, que querem morrer, que estão cansados de viver, mas na
realidade a maioria deles tem medo da morte. Então, você me pergun-
ta, por que fazem isso? Porque estão viciados, acostumados a jogar o
papel de vítimas, buscando manipular seu ambiente para ser sempre
o centro das atenções, pois exigem e necessitam atenção, carinho e
apoio e por isso penso que eles não estão dispostos a tirar a própria vida
sabendo que não serão mais o centro das atenções, o papel de vítima
é uma opção e não uma realidade, o vitimizador usa seus sofrimentos
como uma apresentação externa para comover outras pessoas. S U M Á R I O TIPOS DE SUICÍDIOS 1. Suicídio impulsivo; 2. Suicídio coletivo (a maioria sendo por motivos religiosos em que
eles fazem lavagem cerebral); 2. Suicídio coletivo (a maioria sendo por motivos religiosos em que
eles fazem lavagem cerebral); 2. Suicídio coletivo (a maioria sendo por motivos religiosos em que
eles fazem lavagem cerebral); 3. Suicídio induzido; 3. Suicídio induzido; S U M Á R I O 4. Tentativas; 5. Envenenamento por drogas; 6.
Por arma de fogo. 6. Por arma de fogo. Quantas vezes já ouvimos que um suicida é egoísta, covarde,
que não teve coragem de enfrentar as situações da vida, é impossível
evitar o sofrimento, porque, se você projeta um mundo perfeito, seria
melhor ir para a lua. A vida não tem culpa pelos erros que cometemos e nem mesmo
pelas nossas frustrações. Morrer é algo que vai tocar a todos, alguns tem 17 medo da não existência e outros acreditam que exista uma vida melhor
depois que partirmos. Independente da crença que você tem, ou não, o
fato de viver já é uma dádiva. Tenha em mente que a vida não tem culpa
das coisas estúpidas que você fez, e o conceito de que a vida é muito
difícil, é uma falsa crença de culpar a vida pelos erros que se cometem,
realmente se a vida fosse injusta não o permitiria levantar-se pela manhã. S U M Á R I O O PERIGO DE UMA TENTATIVA
DE SUICÍDIO FRUSTRADA Nem todo suicida quer realmente se matar, o que procura é uma
forma de acalmar a dor que sente. O suicida frustrado é aquele que
tenta cometer o ato, mas depois se arrepende, e, por causa de sua
ação, tem uma reação dolorosa como: ficar paraplégico. EQUÍVOCOS SOBRE O SUICÍDIO S U M Á R I O Não gosto da expressão: “chamar atenção”, porque minimiza,
muitas vezes fazendo crer que o suicida está procurando atenção sem
realmente ter coragem de cometer o ato. Então, quais são as crenças
errôneas típicas que conhecemos: •
Quem diz não faz (alguns acreditam que é algum tipo de chan-
tagem emocional); •
Quem pensa em suicídio é porque tem uma doença mental; •
Desafiar alguém a cometer suicídio (se uma pessoa tem comporta-
mentos suicidas, não a desafie tentando provar se é capaz ou não). Todos os dias há pessoas que cometem suicídio e algumas de-
las antes mesmo de cometer o ato, já disseram o que planejavam fazer,
mas não levam a sério. Você tem que entender que as pessoas mais
velhas cometem menos suicídio do que os jovens. Não é fácil falar so-
bre suicídio, pois infelizmente há muitos assuntos que evitamos como:
aborto, homossexualidade, AIDS, racismo, uma sociedade onde a de-
mocracia e o socialismo mentem mais do que falam. S U M Á R I O INTOXICAÇÃO POR INFORMAÇÕES FALSAS Estamos vivendo momentos muito transcendentais, pois, com
o avanço da tecnologia podemos perceber que estamos tendo uma
overdose de informações e muitos não conseguem avaliar o que es-
tão lendo ou ouvindo simplesmente comem toda a falácia que estão
oferecendo sem ao menos pesquisar. As pessoas suicidas muitas ve-
zes têm crenças disfuncionais que não são reais, porque elas só têm
um excesso de informações tóxicas. Lembre-se de que não existem
apenas pessoas tóxicas, mas também muitas informações veneno-
sas que destroem, pois informações tóxicas geram uma distorção do
que é viver a vida na realidade. S U M Á R I O 18 O DRAMA DE UM SUICIDA O suicida vive um drama sem fim, pois, ao mesmo tempo em
que quer morrer, por outro lado não quer. O ato suicida é um ato de
vida e não de morte, como muitos pensam. E para isso quero lembrar o que escrevi antes, nem todo suicida
quer morrer, só busca uma forma de viver sem sofrimento, o que eu
vejo como muito difícil estar em uma sociedade como a que vivemos 19 sem sofrer. O perigo de viver uma vida confortável é que isso impossi-
bilita que você cresça como pessoa, já que o lado bom da vida são os
desafios que nos fazem moldar nosso caráter e nossa personalidade. sem sofrer. O perigo de viver uma vida confortável é que isso impossi-
bilita que você cresça como pessoa, já que o lado bom da vida são os
desafios que nos fazem moldar nosso caráter e nossa personalidade. S U M Á R I O OBSTÁCULOS QUE IMPEDEM
VOCÊ DE SER FELIZ 1. Desejar o que você não pode ter;
2. Gastar muita energia dando explicação;
3. Querer agradar a todos;
4. Autoexigência;
5. Amizades tóxicas;
6. Procrastinação;
7. O falso julgamento;
8. Transtorno paranoico;
9. Sintoma extremo de desconfiança;
10. A autopunição;
11. Culpa;
12. Medo;
13. Sempre questionar e não buscar uma mudança real;
14. Acreditar nas respostas erradas;
15. Querer se encaixar em certos tipos de padrões que só limitam você S U M Á R I O 20 16. Querer tudo no curto prazo sem esforço; S U M Á R I O 17. Encontrar atalhos na vida; 18. Cercar-se de pessoas pessimistas que só farão você se sentir
como elas; 19. Permitir que críticas destrutivas paralisassem sua vida; 20. Não acreditar em suas virtudes; 20. Não acreditar em suas virtudes; 21. Tentar resolver os problemas dos outros, sem dar prioridade
aos seus. 21. Tentar resolver os problemas dos outros, sem dar prioridade
aos seus. É você quem decide que vida quer ter. Viver a vida dos outros
só vai lhe mostrar com o tempo que você não passou de um fantoche. Você tem que entender que não é possível agradar a todos e se você
tentar é como pular de um penhasco. Aprenda a dizer não, sem se
sentir culpado, faça o que quiser, mesmo sabendo que sempre haverá
pessoas sem vida próprias prontas para o criticar por tudo. Você não precisa ser “amigo” de ninguém, pois amigos verda-
deiros serão aqueles que sempre estarão ao seu lado quando você
mais precisar. Pare de buscar salvadores, você tem que aprender a
defender por você mesmo, cada dia, mas tenho visto que as pessoas
têm perdido a empatia, a generosidade. Então, se você esperar por
alguém o salvar, realmente, sinto muito, mas perderá toda sua vida
aprisionado ao sofrimento. S U M Á R I O REFUGIAR-SE EM UMA FALSA TRANQUILIDADE A conexão emocional é um território desconhecido para muitos,
uma vez que identificar e interpretar emoções pode produzir conflitos, tan-
to racionais quanto emocionais. Evitá-los é o que a maioria faz por medo. 21 O que sinto neste momento? Não é apenas saber responder,
mas encontrar uma forma de encontrar a solução sem se julgar. S U M Á R I O É impossível se livrar das emoções, porque fazem parte da nos-
sa natureza humana, basta agir com razão, sem permitir que a emoção
nos sabote. As pessoas que são rápidas em responder muitas vezes
são porque podem ter certo tipo de conhecimento, mas não inteligên-
cia emocional e, segundo elas, seu ponto de vista não importa, o que
elas dizem é a verdade absoluta. Transformar erros em aprendizado é para poucos, já que a gran-
de maioria prefere viver cheia de rancores e raiva... Refugiar-se em uma falsa tranquilidade é tentar camuflar suas
emoções para que outras pessoas o vejam como uma boa pessoa e
não como você realmente é. Todos nós temos um lado oculto e é nor-
mal, o problema é quando criamos certos tipos de personagens para
tentar camuflar quem realmente somos. Recentemente percebi coisas que antes me afetavam e agora não
me afetam tanto, mas continuo com minha “cruzada”. É como quem faz o
Caminho de Aparecida do Norte para se conectar de alguma forma com
o lado mais espiritual. Hoje penso que o caminho mais longo que deve-
mos traçar é o das nossas emoções. Como posso entrar em contato com
o lado espiritual, se meu lado emocional é como um campo minado? S U M Á R I O E se você colocasse um pouco de teatro em seus conflitos emo-
cionais? Explico-lhe. Seria como começar a representar um conflito;
não dê tanta importância aquele sentimento que antes o destruía e o
impossibilitava de avançar, canalizar e vivenciar a experiência emocio-
nal sem que ela saia do controle. Quando teremos drama novamente? Você sabia que tem pes-
soas que utilizam o teatro como forma de manejar suas emoções, sem-
pre olhamos os artistas como pessoas que não tem vergonha de nada, 22 quando na verdade existe alguns que encontraram apoio no teatro para
aprender a sentir e transmitir tudo aquilo que por si mesmo não podiam. S U M Á R I O A DOR DO TEMPO O trauma é um fardo emocional quando a criança ou adulto
são expostos a algum tipo de situação que produz um evento trau-
mático, como: trauma pós-guerra, morte de um membro da família,
sequestros, estupro, etc. Temos que entender que nem todo tipo de situação difícil na
vida produz trauma, há pessoas que são capazes de enfrentar muitas
situações difíceis como: fome, dormir na rua, desemprego, não ter ne-
nhum membro da família; e mesmo assim eles levam as coisas com
filosofia. Talvez você diga que são pessoas de caráter forte, mas eu
prefiro chamá-las de estoicos. O trauma traz consigo culpa, medo, ansiedade, depressão. Quando ocorre na infância, gera um estado de sentimento em que
a criança em fase adulta para se defender tem comportamentos ex-
plosivos, uma irritabilidade que muitas vezes outras pessoas não en-
tendem. Esses estilos de sobrevivência nascem como estratégia de
adaptação para lidar com experiências traumáticas. S U M Á R I O Há pessoas que sofrem abuso sexual na infância, e quando
crescem têm como resposta ao trauma um comportamento em que
lhes custa ter relação sexual, outras não gostam de serem tocadas. Crianças que foram abusadas na infância, na idade adulta têm dificul-
dade em se relacionar com pessoas do mesmo sexo. 23 O TRAUMA NOS IMPEDE DE SERMOS
QUEM REALMENTE QUEREMOS SER S U M Á R I O Tenha cuidado ao chamar alguém de tóxico sem conhecer seu
passado, vejo que é muito elegante chamar de “tóxico” qualquer tipo
de relacionamento e amizade, talvez porque as pessoas que não en-
tendem de psicologia adorem parecer inteligentes, não confunda uma
pessoa com problemas emocionais com tóxicos. MALTRATO INFANTIL O maltrato infantil é um dos grandes problemas da sociedade. Pais frustrados que descarregam tudo em seus filhos, crendo que a
disciplina mais adequada seja bater, sem esquecer que isso se chama
maltrato. O castigo físico sempre foi a via mais fácil para os pais para
educar sem entender o limite que existe, uma coisa é corrigir a conduta
de um filho e outra é maltratá-lo. Cada dia conheço jovens, até mesmo pessoas maiores que le-
vam uma bagagem pesada de um passado cheio de dor, onde não
compreendem porque os seus pais, lhes batiam tanto, talvez você
seja daqueles que diz: se batia é porque merecia, algo de ruim fez. Independentemente do que a criança tenha feito existe um limite que
devemos deixar claro entre correção e agressão. S U M Á R I O O maltrato marca por toda a vida a pessoa que sofre, limitando
sua autoestima, fazendo essa pessoa sentir uma necessidade extrema
de amor, a maoria das mortes por maltrato infantil são classificadas
como um acidente. Nossa sociedade segue crendo que disciplinar
como os seus pais antes faziam e educar, esta falsa crença produz ao 24 menor uma sensação de ódio, medo, frustração, limitação, impedindo
até mesmo seu rendimento escolar. S U M Á R I O Qualquer violência física ou mental, lesão ou abuso, negligên-
cia ou tratamento negligente, maus-tratos ou exploração, enquanto a
criança é considerada maltrato. É POSSÍVEL CURAR UM TRAUMA SÓ é possível curar um trauma se você permitir. Primeiro você
tem que tentar sair dos padrões de vitimização. A maioria das pessoas
que sofrem qualquer categoria de trauma se isola acreditando que es-
tão mais seguros em casa, sem ninguém para machucá-los. Sentem
que o exterior os assusta, sem entender que a única maneira de su-
perar o trauma é enfrentá-lo. Talvez você possa dizer: “parece fácil”. Confesso que para mim não foi fácil, porque eu tive que passar por
muitos traumas, que, com o tempo, eu tive que decidir entre superá-los
ou deixá-los me destruir, entre morrer e viver eu escolhi me salvar. S U M Á R I O TRAUMAS DE INFÂNCIA O trauma infantil ocorre quando qualquer criança experimenta
um evento negativo real ou ameaçador, uma série de eventos e situa-
ções que causam sofrimento emocional e sobrecarrega sua capaci-
dade de lidar com estas emoções. A maioria das crianças que sofrem
algum tipo de trauma na infância, na idade adulta terá grandes pro-
blemas para socializar. O trauma infantil pode causar transtorno de estresse pós-trau-
mático, estas lembranças dolorosas fazem com que o menor em sua
fase adulta recorde sempre do sucedido, tornando o escravo destes
pensamentos negativos, produzindo sintomas como: S U M Á R I O •
Pesadelos; •
Sudoração noturna; •
Ansiedade; •
Alterações de humor; •
Problemas para dormir; •
Dificuldade em relacionar-se; •
Comportamentos agressivos; 25 •
Dificuldades de concentração. Adolescente com traumas pode:
•
Estar ansioso ou deprimido;
•
Envolver-se em comportamentos arriscados ou autodestrutivos
(por exemplo, uso indevido de drogas e álcool, direção peri-
gosa, promiscuidade sexual, sexo desprotegido, automutilação,
atividade ilegal);
•
Sentir intensa culpa, raiva ou vergonha;
•
Ter uma visão negativa das pessoas e da sociedade;
•
Em alguns casos, eles têm pensamentos persistentes sobre sui-
cídio ou busca de vingança. Sintomas de trauma infantil na juventude:
•
Necessidade de querer ajudar aos demais;
•
Buscar aprovação dos demais;
•
Ser muito complacente;
•
Sintomas de codependência;
•
Sintomas de dependência emocional;
•
Estar sempre em alerta;
•
Ter pensamentos que todos estão contra eles;
•
Tomar tudo como pessoal;
•
Ter medo do abandono; S U M Á R I O S U M Á R I O 26 •
Não dar importância a si mesmo porque acredita que a neces-
sidade dos outros é mais importante que a sua; S U M Á R I O •
Permitir comportamentos abusivos; •
Atrair pessoas com os mesmos sintomas que eles; •
Atrair pessoas com os mesmos sintomas que eles;
•
Ser submisso. •
Ser submisso. CURAR A CRIANÇA INTERIOR O nosso “EU” adulto ferido não compreende que aquela criança
indefesa agora é uma pessoa capaz de se defender. O “EU” adulto é a
consciência, referindo-se a nossa responsabilidade de tomar decisões
e assumir nossos atos). Existem três estados do nosso “EU” exemplo: •
Estado criança: aquele em que se encontram todas as fanta-
sias, emoções; •
Estado criança: aquele em que se encontram todas as fanta-
sias, emoções; 27 •
Estado pai: no qual colocam-se os limites; S U M Á R I O •
Estado criança submissa: é aquele que satisfaz a os demais; •
Estado criança rebelde: é a que sabe se defender. Aprender a curar sua criança interior é um processo lento, em que
você terá de buscar ajuda terapêutica para conseguir, quando eu faço
contato com minha criança interior ferida, posso, então, começar a ter
uma vida mais tranquila sem tantas paranoias e sentimentos de culpas. VOZES DESTRUTIVAS Quem nunca teve pensamentos negativos, esta pequena voz
que sempre o acusa, fazendo-o sentir-se incapaz de fazer nada na
vida, estes pensamentos tentam limitá-lo, questioná-lo. Esta voz au-
todestrutiva que se manifesta em momentos de tomada de decisão. S U M Á R I O O MEDO PATOLÓGICO DE NÃO SER AMADO Infelizmente às vezes associamos a obediência ao afeto, o afeto
é uma das necessidades que temos como seres humanos, a maioria
das pessoas que têm esse medo é porque na infância não tiveram a
atenção, o afeto e a proteção de seus pais. As crianças que tiveram a
devida atenção desenvolverão uma vida saudável e eficaz, enquanto
outras terão uma personalidade estruturada de acordo com o que os
outros esperam que elas sejam. S U M Á R I O Em alguns casos este medo pode ser devido à baixa autoesti-
ma, em outros pode ser uma necessidade de compensar o afeto não
recebido dos pais, razão pela qual existem muitos casais conflitantes,
pois eles têm que manter o papel de pai/mãe ao mesmo tempo. Quando você desempenha o papel de pai/mãe o relacionamen-
to se torna excessivo, porque você começa a dizer o que deveria e não
deveria fazer o que deveria ter feito, impedindo assim que a pessoa
assuma sua autonomia. As pessoas que sofreram abusos na infância, na fase adulta têm
esta necessidade de se sentirem protegidas, procuram alguém para 28 protegê-las, seu inconsciente as faz acreditar que ainda são crianças in-
defesas, quando na verdade já são adultos capazes de se defenderem. S U M Á R I O As pessoas com medo de não serem amadas têm tendência a
se desvalorizar, são inseguras, sensíveis, têm uma visão irrealista do
mundo, sempre assumindo um papel submisso. Elas podem até evitar
o contato com os outros e se isolar socialmente por medo de rejeição. Se ao menos soubéssemos amar sem expectativas, sem pretensões,
sem esperar ser retribuídos teríamos menos frustração. No entanto, somos humanos, com deficiências e necessida-
des. Para trabalhar sobre o medo, a primeira coisa a fazer é entender
que você vive em uma sociedade na qual você será infelizmente re-
jeitado ou rejeitada um dia. Quando você deixa de criar expectativas
e de idealizar as pessoas, tudo flui muito melhor, deixe de desempe-
nhar o papel catastrófico. COMO FAZER AS PAZES
COM NOSSA VOZ INTERIOR CRÍTICA A primeira coisa é identificar a que tipo de vozes você está preso,
reconhecendo que isso o ajudará a ser capaz de lidar com elas e adotar
uma mudança de crença mental, isso o ajudará a ver os pensamentos 29 do ponto de vista de um forasteiro e não como declarações verdadeiras. Estes tipos de vozes muitas vezes não pedem sua permissão, mas o
dominam, absorvendo sua paz de espírito. S U M Á R I O Que tipo de voz você ouve atualmente? Voz da vitimização S U M Á R I O A voz da vitimização sustenta um papel passivo, com frases
como: por que tudo de ruim sempre me acontece? Isso abala a rea-
lidade, acreditando que o que acontece com eles não tem controle. Voz do medo A voz do medo é aquela voz irracional que limita você, que o
impede de alcançar seus objetivos. Voz do passado Há memórias do passado que são gratificantes, o problema é
quando o tipo de voz que você ouve o impede de viver no presente,
pois seu passado pode trancá-lo em uma prisão mental. Voz da ansiedade A armadilha mental cheia de perigos e ameaças irrealistas. O sentimento de ansiedade é uma parte normal da vida, o pro-
blema surge quando há uma preocupação constante, a ansiedade 30 surge como um sinal de alerta quando a pessoa não consegue lidar
com alguma situação na vida, neste momento há um pensamento dis-
torcido, um conflito entre a realidade e a fantasia. S U M Á R I O O tipo de fantasia pode ser: medo de morrer, medo de estar so-
zinho nesta vida, medo de um membro da família morrer, dando assim
uma sensação desagradável ao corpo. QUAIS SÃO OS TIPOS
DE DISTÚRBIOS DE ANSIEDADE? A ansiedade pode ser considerada um distúrbio quando o senti-
mento é contínuo e não desaparece, interferindo com a vida social, os
tipos de distúrbios de ansiedade são: 1. Desordem generalizada de ansiedade;
2. Distúrbios de pânico;
3. Transtorno obsessivo-compulsivo (TOC);
4. Fobias;
5. Transtorno de Estresse Pós-Traumático (PTSD). Note que nem todos os tipos de ansiedade são os mesmos. Os sintomas comuns de ansiedade são os seguintes:
•
Sentimento de nervosismo, agitação ou tensão;
•
Sentimento de perigo iminente, pânico ou catástrofe;
•
Aumento do ritmo cardíaco; 1. Desordem generalizada de ansiedade; S U M Á R I O 31 •
Respiração rápida (hiperventilação);
•
Suando;
•
Tremendo;
•
Sentimento de fraqueza ou cansaço. Alguns outros sintomas:
•
Você se sente culpado depois de comer;
•
Você come demais e ainda não se sente cheio;
•
Você come até vomitar. S U M Á R I O •
Você come demais e ainda não se sente cheio; •
Você come demais e ainda não se sente cheio; •
Você come até vomitar. O EFEITO ESPONJA Conhecido como um círculo vicioso de absorver os problemas
de outras pessoas. O problema é que essas pessoas são frequente-
mente as que mais sofrem, quando assumem toda a responsabilidade
pelos outros, não gostam de ver ninguém sofrer, sem entender que a
dor é muitas vezes um processo da vida. Se todos nós pudéssemos ter uma vida perfeita, mas a reali-
dade é diferente. É bom ajudar os outros, mas quando nos sentimos
obrigados a ajudá-los, a obrigação provoca ansiedade, estresse,
fadiga mental, etc. S U M Á R I O A SELVA ESCURA Há pessoas que se sentem frustradas porque não conseguem
se relacionar com seus colegas de trabalho. Sei que o local de trabalho
é muitas vezes como um campo de batalha, não se culpe e não se sin-
ta menos do que qualquer outra pessoa só porque você não aguentou
tanta pressão e teve de desistir. É melhor para sua saúde mental do
que tentar se encaixar em um trabalho que o faz sentir-se péssimo. S U M Á R I O Nosso local de trabalho e como uma escola que nos ensina a
conviver e para conviver tem que aprender a respeitar e ser respeita-
dos, mas muitas vezes por necessidades somos obrigados a suportar
coisas que nos leva a um limite extremo. Escutar fofocas, discussões, ver como seu chefe grita com você,
o explora. O bom de tudo é que hoje existe uma lei para o trabalhador
você necessita ser forte e, em momentos de injustiça, denunciar qual-
quer categoria de maltrato tanto psicológico e físico no trabalho para
que não gere uma depressão. 32 O que evitar se você sofre de ansiedade: S U M Á R I O •
Café; •
Álcool. SELETIVIDADE EMPÁTICA Pouco a pouco estou aprendendo que não posso interromper
o processo de responsabilidade dos outros, meu sonho como ado-
lescente era ser psicólogo porque queria resolver os problemas dos
outros, mas entendi que também não era capaz de resolver os meus. Aprendi, de acordo com as crenças que me haviam ensinado, que
deveria pensar sempre nos outros primeiro e que era egoísta pensar
em mim mesmo, o problema é que agora percebo qual é a diferença
entre “ego” e “eu” (consciência). 33 Independentemente do estado emocional dos outros, devemos
aprender que o que temos que fazer é ouvir, dar uma opinião, mas
não assumir estes problemas como se fossem nossos. Em qualquer
processo terapêutico o psicólogo apenas orienta e é o paciente que
decide se quer ou não seguir em frente. Você não pode se sentir res-
ponsável pelo que o outro sente, pensa ou faz. S U M Á R I O Há muito tempo eu tinha uma amizade da qual tive que me
distanciar. Falar com ele era como pisar em cascas de ovos, tudo
o ofendia, ele só queria ouvir coisas legais, eu perdia muito tempo
aconselhando-o quando ele tinha seus estados de crise, e ciúmes
porque eu não podia ter nenhuma amizade a não ser a dele, e cada
vez que eu tentava era inútil. Até que percebi que ele não estava procurando nenhuma mu-
dança, apenas queria alguém para passar o seu tempo. Fui perce-
bendo que o único que estava perdendo aqui era eu, já que me sentia
muito cansado, com muita ansiedade porque muitas vezes eu não
sabia como ajudá-lo, até que aprendi a não me responsabilizar pelos
problemas dos outros, porque quando era minha vez de resolver os
meus, quase ninguém me ouvia. S U M Á R I O É POSSÍVEL SER EMOCIONALMENTE FORTE? O primeiro passo para ser emocionalmente forte é aprender a
administrar nossas próprias emoções. O segundo é acompanhar e não
assumir a responsabilidade pelos problemas das outras pessoas. O
terceiro é aprender a não aceitar qualquer crítica sem analisar se é
produtiva para sua vida. Estamos cercados cada dia de assassinos, não com armas e
sim com palavras, frases em que você não consegue um monte de 34 afirmação que não tem sentido algum só porque a vida deles não saiu
como eles queriam. Ser forte e blindar-se destas palavras que são, mas
veloz que uma bala de revólver. S U M Á R I O O que é personalidade borderline? Conhecida como borderline, as pessoas que sofrem de bor-
derline têm mudanças emocionais bruscas de felicidade intensa,
para irritabilidade, ansiedade, raiva, muitas pessoas confundem esta
patologia como se fosse bipolar, pois alguns dos sintomas são muito
semelhantes e aqueles que sofrem sintomas constantes. Não há cura para os que sofrem de borderline, mas há tratamen-
to, o que muitas vezes leva tempo para alcançar resultados. Causas S U M Á R I O A causa de ter borderline é desconhecida. Pensa-se que esteja
relacionado a fatores genéticos, familiares e sociais. Os fatores de risco incluem: Os fatores de risco incluem: •
Abandono na infância ou adolescência; •
Vida familiar dissociativa; •
Má comunicação na família; •
Abuso sexual, físico ou emocional. 35 Sintomas S U M Á R I O Comprenda que existen varios tipos de trastornos de personali-
dad e este son algunos: •
Transtorno limite de personalidade; •
Transtorno de personalidades dependente; •
Transtorno histriónico de personalidades; •
Transtorno narcisista de personalidades; •
Trastorno de personalidad obsesivo-compulsiva; •
As personas que sofrem de borderline tem comportamentos im-
pulsivos, são muito emotivas, quero ressaltar que, apesar desta
patologia, o que eles sofrem é verdadeiro, e algo real, não estão
montando nenhum teatro. •
As personas que sofrem de borderline tem comportamentos im-
pulsivos, são muito emotivas, quero ressaltar que, apesar desta
patologia, o que eles sofrem é verdadeiro, e algo real, não estão
montando nenhum teatro. EXAUSTÃO MENTAL S U M Á R I O As pessoas que sofrem de exaustão mental têm um sentimento
de cansaço tão intenso, o que faz até mesmo sentirem dores nas costas,
como se estivessem carregando um montão de peso. Isso pode ocorrer
no ambiente de trabalho, ou com estudantes que exigem muito de si
para tirarem notas boas na universidade, mas também é muito comum
em relacionamentos, especialmente em pessoas que sofrem de algum
tipo de distúrbio emocional, como depressão, ansiedade crônica, etc. A sobrecarga é causada por fortes demandas emocionais. Há
pessoas que parecem ser fortes, mas, com o passar do tempo, elas
colapsam porque o estímulo cognitivo é incapaz de suportar a pressão 36 psicológica por muito tempo. Quando você exige demais de si mesmo,
acaba tendo um colapso emocional. S U M Á R I O Como identificar a exaustão mental Os sinais parecerão a princípio um pouco confusos, pois podem
ser confundidos com cansaço físico. Enquanto o cansaço físico é algo
que com uma boa noite de sono, exercício e uma dieta balanceada
pode ser recuperado, o esgotamento emocional desmotiva dando a
sensação de que tudo o que você faz é porque é obrigado a fazê-lo e
não porque você se sente motivado. Alguns dos sintomas são: •
Irritabilidade; •
Extrema sensação de exaustão sem ter feito nada; •
Despersonalização; •
Dissociação; S U M Á R I O •
Dor de cabeça; •
Dor de cabeça; •
Sentimento de carregar o peso do mundo em suas costas. •
Sentimento de carregar o peso do mundo em suas costas. Como superar a exaustão emocional A primeira coisa é aprender a se desligar de tudo o que o sobre-
carrega. Para muitas pessoas isso é difícil, pois estão ocupadas com
trabalho, estudos, cuidar de seus filhos... Até mesmo as mídias sociais
podem causar exaustão mental. Muitas vezes percebemos que passa-
mos todo o tempo que tínhamos disponível para fazer algo produtivo 37 em redes sociais olhando para a vida de pessoas que realmente não
se importam conosco. O que recomendo para relaxar. S U M Á R I O •
Faça técnicas de relaxamento; •
Faça técnicas de relaxamento; •
Ouça meditação guiada; •
Ouça meditação guiada; •
Ouça músicas relaxantes, com sons da natureza, algumas
canções budistas (monges budistas); •
Ouça músicas celtas como: Enya, Loreena McKennitt, Ima
Galguem e Celtic Woman; •
Ouça mantras: você sabia que a prática de qualquer tipo de
mantra pode ajudá-lo a controlar a ansiedade e as emoções? •
Ouça mantras: você sabia que a prática de qualquer tipo de
mantra pode ajudá-lo a controlar a ansiedade e as emoções? Na verdade, sou fã de alguns personagens contemporâneos da
Nova Era como: •
Krishna Das; •
Krishna Das; •
Deva Premal: talvez ela seja uma das artistas mais conhecidas,
já que a maioria das aulas de ioga tocou uma de suas músicas
sem saber que ela é a cantora. S U M Á R I O Você é livre para escolher a técnica que melhor lhe convém para
se reconectar, alguns preferem a oração, outros saem para o campo,
nadam no mar, andam na praia, cantam, dançam..., você vai me dizer
que dançar cansa, mas na verdade dançar é um processo de desco-
nexão, algumas pessoas quando dançam são capazes de se desco-
nectar de tudo o que as preocupa, melhora o humor, a autoestima. Você é livre para escolher o que quiser, não é necessário seguir minhas
diretrizes, pois você pode investigar e procurar o que mais lhe convém. 38 DEPENDÊNCIA EMOCIONAL S U M Á R I O Dependência emocional é muito difícil... Porque, se você não
tem a ajuda certa, você está como em uma prisão emocional. É uma
fase muito destrutiva. Passei por ela e a superei sozinho, porque quan-
do procurei ajuda ninguém entendeu o que estava acontecendo comi-
go e eu não tinha a resposta de como eles poderiam me ajudar. Às vezes eu pensava que era algo espiritual, que alguém tinha
feito algum tipo de ritual de maldição, eu estava completamente de-
sesperado; infelizmente, eu não tinha nenhuma informação e nenhuma
ajuda de ninguém. Era como uma droga, um vício que, por mais que eu
tentasse parar, sempre caía de novo; passei horas chorando, sofrendo,
queria tanto essa pessoa que eu não conseguia dormir e nem comer. Infelizmente eu não era consciente das consequências, a de-
pendência emocional produz perca de identidade, era como suicidar-
-se lentamente. A outra pessoa, esta por quem eu estava apaixonado,
não percebia que também necessitava de ajuda, já que ela era posses-
siva, ciumenta, a ponto de me causar taquicardia, controlando cada
minuto e segundo da minha vida, como se eu não pudesse estar com
mais ninguém além dela. Você deve saber que o que estou explicando,
a dependência emocional pode ser entre um parceiro ou amigos. S U M Á R I O Quando encontramos alguém pela primeira vez, não temos ideia
das cargas emocionais que eles carregam, a menos que as descubra-
mos mais tarde. Claro que, no início, tudo é engraçado; depois você
percebe que as coisas estão ficando fora de controle e que é hora de
corrigir e muitas vezes pensamos que é tarde demais. É preciso entender que a dependência emocional não é ape-
nas uma doença, é um processo muito estressante, porque a pessoa
que sofre de dependência emocional não está ciente do que está
acontecendo com ela. 39 DIFERENÇA ENTRE DEPENDÊNCIA
E CODEPENDÊNCIA S U M Á R I O Temos que saber distinguir entre dependência emocional e co-
dependência, pois muitas vezes confundimos as duas, a codependên-
cia é algo insalubre, pois é um amor patológico, cheio de idealização,
acompanhado de sintomas tais como: •
Pânico de estar sozinho;
•
Baixa autoestima;
•
Insegurança;
•
Insatisfação pessoal;
•
Vida sexual inibida ou reprimida;
•
Comportamento submisso;
•
Considerar o abuso como normal;
•
Necessidade excessiva de um parceiro;
•
Negação da realidade;
•
Distúrbios alimentares;
•
Complexos físicos que afetam a autoestima;
•
Sentimento de culpa. •
Pânico de estar sozinho; •
Baixa autoestima; •
Insegurança; S U M Á R I O 40 40 •
Passivas. As pessoas sensíveis são aquelas que se apaixonam rapida-
mente, idealizam o homem ou a mulher de sua vida e acreditam que
ele ou ela nunca os abandonará. Pessoas insensíveis podem se relacionar, mas... Não podem
sentir nada, têm medo de amar, ou não querem, pensam que são su-
periores, mostrando falta de empatia. Essas pessoas estão sempre
trocando de parceiro como se estivessem trocando de roupa; elas ain-
da não descobriram o amor-próprio ou o amor aos outros. O amor passivo é que não se importa com nada; parece não
ter personalidade própria, vive cada minuto e cada segundo em uma
ilusão, não tem pés no chão. Quando nos relacionamos, compartilha-
mos preocupações, inseguranças, algo que pode ter um custo ou um
risco, portanto, tenha cuidado ao se relacionar com alguém apenas
por causa da atração. S U M Á R I O TIPOS DE PESSOAS S U M Á R I O Posso dizer que existem alguns tipos de pessoas: Posso dizer que existem alguns tipos de pessoas: •
Sensíveis; •
Insensíveis; •
Insensíveis; •
Passivas. Melancolia Você sabe qual é muitas vezes o problema de tanta tristeza? Pri-
meiro, a corrupção política que faz sofrer os desprivilegiados, depois
as decisões erradas que tomamos na vida. Somos seres humanos e
não máquinas, portanto, haverá dias e circunstâncias sombrias que às
vezes nos tornarão impotentes. 41 Talvez já tenha acontecido com você de encontrar alguém e lhe
conta suas tristezas, mas a primeira coisa que ele faz é ir embora, pen-
sando que você é um problemático, como se a vida deles fosse um
conto de fadas sem problema algum. S U M Á R I O Cada vez que você permite que alguém entre na sua vida, só
porque tem medo de estar sozinho perceberá que seus alicerces emo-
cionais estarão em perigo. Há uma luta constante enquanto vivemos e
essa luta é tanto interna quanto externa. Uma vez ouvi alguém dizer que
quando você é muito melancólico, as pessoas ficarão longe de você. Pensei imediatamente que essa pessoa deveria ser a pessoa
mais feliz do mundo ou talvez estivesse usando uma máscara para se
disfarçar e se sentir aceita pelos outros, pois muitas vezes quando reve-
lamos quem realmente somos algumas pessoas preferem se distanciar. Você já viu nas lojas esotéricas todo tipo de besteira, incenso
para felicidade, gotas que se você tomar ajuda a serem mais feliz,
pedras místicas... Há uma diferença entre ser tóxico e ser uma pessoa
que está passando por um mau momento, a maioria destas pessoas
que etiquetamos por tóxico muitas vezes o que buscam é alguém que
possam escutá-las sem ser julgadas. S U M Á R I O Não tenha vergonha das feridas que o tempo lhe fez, mas nun-
ca esconda seus sentimentos por causa do que eles vão pensar de
você. Se eles não o aceitam, não se preocupe, eles estão lhe fazendo
um favor, porque a verdade é que este tipo de pessoa é egoísta e só
pensa em si mesma. É preciso compreender a sensação que você está sentindo
como: tristeza, raiva, medo, solidão e ressentimento. Elas são instintos
básicos emocionais, então, não tente combater a tristeza, você só deve
senti-la, mas nunca deixe que ela o domine. Melancolia Quando comecei um treinamento como terapeuta Gestalt, no iní-
cio eu não sabia do que se tratava e tive um momento terrível, porque 42 S U M Á R I O muitas lembranças do passado começaram a vir sobre mim e me des-
consolavam, e a única coisa que ouvi de meu professor na frente de
meus colegas de classe foi que eu era um manipulador emocional. O problema é que ele não conhecia minha história e ainda
assim me julgou só porque eu chorava muito, havia feridas muito
profundas e me lembro de que um de meus colegas de classe me
defendeu. Com o tempo, comecei a ser mais rígido, não me permitia
dar explicação dos problemas, pois percebi que algumas pessoas
interpretavam o que elas queriam. Portanto, não tenha vergonha se você é sensível. Se há pessoas
que se afastam de você porque pensam que você é problemático,
não pense nelas como super-heróis. Eu estava refletindo sobre um dos
grandes problemas que vi hoje: temos que viver em uma sociedade na
qual não é mais possível mostrar o que sentimos. Tanta tristeza disfarçada de sorrisos! Algumas pessoas, para
não se sentirem rejeitadas, preferem se adaptar a regras absurdas
(abuso de álcool, drogas, sexo liberal...). Os milhares de livros de au-
toajuda que dizem que você pode ser feliz, quando a felicidade é um
estado de ânimo e não existe um manual correto para ser feliz. S U M Á R I O 43 Capítulo 2
FATORES SUICIDAS2
FATORES
SUICIDAS •
Depressão; Capítulo 2
FATORES SUICIDAS2
FATORES
SUICIDAS O suicídio é a principal causa dos jovens. Alguns acreditam que
os mais velhos estão destinados a morrer mais rápido, já que a maioria
dos pais nunca imagina que um de seus filhos seria capaz de tirar a
própria vida, independente da classe social que você tenha. Segundo
alguns estudos, os homens são mais propensos a morrer por suicídio
e as mulheres a tentar o suicídio. S U M Á R I O Temos que deixar claro que existem pessoas que, em momentos
de depressão, dizem que querem morrer, mas que não querem, para
mim isso seria a fase zero (eu vou chamar assim), é quando qualquer
um de nós se encontra em momentos de estresse e sobrecarga e sem-
pre salta uma palavra como: •
Espero morrer um dia desses; •
Quero morrer agora; •
Espero morrer amanhã; •
Quero dormir e nunca mais acordar; •
Tenho a sensação de que não fará falta para ninguém. Frases como essas sem a intenção de realmente querer morrer. Frases como essas sem a intenção de realmente querer morrer. S U M Á R I O Há um erro gravíssimo em dizer que todo suicida tem um trans-
torno mental, quando não é verdade. Se você estudar a cultura japo-
nesa vai perceber que o suicídio era um ato de honra. Hoje em dia o
suicídio é visto como um ato de covardia e, de acordo com alguns reli-
giosos, o suicídio faz com que a pessoa que o comete herde o inferno. Você pode me perguntar se é possível justificar o suicídio, mas
acredito que todos os seres humanos têm direito à vida. Quais são as causas do suicídio em adolescentes? Capítulo 2
FATORES SUICIDAS2
FATORES
SUICIDAS •
Depressão; •
Depressão; 45 •
Sentimento de fracasso;
•
Medo do futuro;
•
Autoexigência;
•
Abuso sexual;
•
Assédio e vergonha (quando um menino/menina vê sua intimi-
dade exposta: fotos íntimas, vídeo sexual);
•
Pressão psicológica;
•
Bullying;
•
Desafios e modas que circulam na internet;
•
Falta de aceitação e apoio no comportamento sexual (gay, lés-
bica, transexual); •
Sentimento de fracasso;
•
Medo do futuro;
•
Autoexigência;
•
Abuso sexual;
•
Assédio e vergonha (quando um menino/menina vê sua intimi-
dade exposta: fotos íntimas, vídeo sexual);
•
Pressão psicológica;
•
Bullying;
•
Desafios e modas que circulam na internet;
•
Falta de aceitação e apoio no comportamento sexual (gay, lés-
bica, transexual); S U M Á R I O •
Desafios e modas que circulam na internet; •
Falta de aceitação e apoio no comportamento sexual (gay, lés-
bica, transexual); •
Falta de aceitação e apoio no comportamento sexual (gay, lés-
bica, transexual); •
Falta de desempenho escolar. •
Falta de desempenho escolar. •
Falta de desempenho escolar. Mas o que seria o ato suicida na adolescência, uma patologia ou
um comportamento? Que dilema tem, mas independente de tudo isso
devemos aprender a proteger as crianças e adolescentes, ensinando-
-os a viver a vida sem autocobrança, aprender a aceitar que às vezes
para ganhar é preciso perder, e que é impossível ser perfeito. S U M Á R I O Pais que ensinam seus filhos a serem mais competitivos, e es-
quecendo que devem viver uma vida mais holística do que competitiva. Crianças e adolescentes devem aprender a viver a vida sem serem
culpados por nossos erros do passado. Assim como a depressão tem seus níveis, classifico o compor-
tamento suicida da fase 0 à fase 1. 46 Fase 1 Fase 1 É a fase mais preocupante porque é quando os pensamentos de
suicídio são constantes. Se você perguntar a alguém quantas vezes já
pensou em suicídio, alguns responderão que nunca, ou que pode ter
passado pela cabeça uma vez, mas aqueles que estão na fase 1 vivem
constantemente dominada por pensamentos negativos, fazendo-os
acreditar que tirar a própria vida estaria fazendo um favor à humanidade. Muitas vezes é difícil discernir entre uma pessoa que está no es-
tágio 1 do comportamento suicida porque alguns dos sintomas podem
ser confundidos com a depressão já que os dois são muito parecidos. A diferença é que alguns que sofrem de depressão têm mais sentimen-
tos de tristeza, angústia, solidão, vazio, ansiedade e raramente querem
realmente se machucar. A maioria das pessoas com transtorno de personalidade border-
line vive com uma instabilidade emocional muito grande, estes tipos de
pessoas se automutilam para conseguir suportar a dor emocional que
sentem por dentro. S U M Á R I O Fase 0 S U M Á R I O Como expliquei antes, é o desejo de não sofrer, dizendo com
palavras jogadas no ar que você quer morrer, quando não é verdade. IDEAÇÃO SUICIDA A ideação suicida é a intenção constante de querer se matar. O processo começa na mente, são pensamentos recorrentes que ge-
ram medo, insegurança, uma voz que fica na sua cabeça o criticando,
exigindo. A autodestruição pode se comparar como um suicídio lento,
porque o indivíduo com comportamentos indiretos, como se ferir, usar 47 drogas, beber álcool, pode estar provando uma morte lenta, já que
provoca em si mesmo uma destruição. S U M Á R I O Quem sofre de ideação suicida tem uma conduta impulsiva
devido ao estresse do dia a dia, os pensamentos são constantes e
incontroláveis, o processo suicida tem várias fazes que necessitamos
compreender: 1. Primeiro é a acumulação de problemas. 2. Vários con-
flitos tanto internos quanto externos. 3. Crises de identidade. 4. Pensa-
mentos suicidas. 5. Idealização suicida. 6. Suicídio. Tente identificar se antes da ideação suicida você passa por
estes sintomas. 1. Falta de sono; 2. Perda de apetite; 3. Ataque de pânico; 4. Sensação de vazio; 5. Cansaço extremo; 6. Perda de interesse; S U M Á R I O 7. Falta de concentração. Compreenda que existem alguns fatores que podem levar uma
pessoa a ter ideação suicida, como: 1. Desemprego; 2. Consumo excessivo de álcool; 3. Dor crônica; 4. Morte de algum familiar ou amigo; 48 5. Fofoca que inclua algum tipo de conteúdo sexual da pessoa;
6. Transtornos mentais;
7. Consumo de drogas;
8. Falta de apoio familiar;
9. Qualquer tipo de violência tanto virtual como física;
10. Maltrato psicológico. 5. Fofoca que inclua algum tipo de conteúdo sexual da pessoa;
6. Transtornos mentais;
7. Consumo de drogas;
8. Falta de apoio familiar;
9. Qualquer tipo de violência tanto virtual como física;
10. Maltrato psicológico. S U M Á R I O Automutilação A maioria das pessoas que sofrem de borderline têm a tendência
de automutilar-se. Mas porque eles têm esta conduta? Simplesmente
porque buscam uma forma de aliviar a dor emocional. A automutilação
é uma via de alívio para os sofrimentos psicológicos, o problema e que
acaba se tornado um costume que depois irá interferir em todo tipo de
processo de socialização. A automutilação pode ser tanto com intenção suicida como
sem. O instrumento mais utilizado normalmente é a gilete de barbear,
pode parecer uma prática que não leve à morte. Existe também pes-
soas que, para tentar controlar a dor emocional, têm o hábito de bater
a cabeça na parede, colocar a mão no fogo, dar tapas na própria cara. S U M Á R I O Quando uma pessoa começa a se automutilar é porque se en-
contra trasbordada por seus problemas e não sabe como controlá-los. Aprender a lidar com qualquer sentimento negativo e situação negativa
o ajuda a evitar de se machucar. As pessoas que se automutilam com
o tempo sentirão vergonha das marcas que ficarão, já que será tão vi-
sível que as outras pessoas começarão a perguntar por que fez aquilo. 49 O que é a automutilação:
•
Cortar-se (usando uma navalha, faca ou outro objeto pontiagu-
do para cortar sua pele);
•
Bater em si mesmo ou em coisas (como uma parede);
•
Queimar-se com cigarros, fósforos ou velas;
•
Arrancar o cabelo;
•
Inserir objetos através das aberturas do corpo;
•
Quebrar ossos ou causar hematomas. S U M Á R I O •
Quebrar ossos ou causar hematomas. Controlar as emoções Talvez você me pergunte se é possível controlar uma emoção
negativa, e minha resposta e que sim. O problema é que, quando da-
mos muita importância a esta sensação que estamos sentindo é então
que nos sentimos descontrolados. Se você for uma pessoa impulsi-
va entenderá que necessita aprender a controlar sua impulsividade. Quando somos impulsivos não somos capazes de nos relacionar-
mos frente a certos tipos de situação, aprender a controlar uma
emoção é a chave para poder avançar nesta vida, e como poder se
reeducar emocionalmente. S U M Á R I O O risco de automutilar-se Qualquer pessoa corre o risco de automutilar-se, mas segundo
os estudos esta conduta começa a partir da adolescência, é frequente
em pessoas que/com: 50 •
Foram abusados ou traumatizados quando crian
•
Doenças mentais;
•
Depressão;
•
Distúrbios alimentares;
•
Transtorno de estresse pós-traumático;
•
Certos transtornos de personalidade;
•
Abusam de drogas ou álcool;
•
Amigos em comum que se automutilam;
•
Baixa autoestima. S U M Á R I O Quais são os sinais de automutilação? Quando uma pessoa se automutila, ela pode apresentar sinais
como: •
Ter cortes, hematomas ou cicatrizes frequentes; S U M Á R I O •
Vestir roupas de manga comprida ou calças, mesmo quando
está quente, para ocultar as marcas; •
Tentar se desculpar por seus ferimentos; •
Ter objetos pontiagudos por perto sem motivo. •
Ter objetos pontiagudos por perto sem motivo. Tratamentos de saúde mental que podem ajudar a pessoa: Tratamentos de saúde mental que podem ajudar a pessoa: •
Aprender habilidades para resolver problemas; •
Aprender novas maneiras de lidar com emoções fortes; 51 •
Buscar melhores maneiras de se relacionar, evitando pes-
soas tóxicas; •
Buscar melhores maneiras de se relacionar, evitando pes-
soas tóxicas; S U M Á R I O •
Buscar formas de fortalecer a autoestima. Por que algumas pessoas se automutilam? A maioria geralmente tem problemas para lidar ou processar
seus sentimentos. E, quando não conseguem resolver algum proble-
ma, se prejudicam tentando: •
Sentir algo quando se sentem vazios ou indiferentes por dentro; •
Desejar bloquear memórias difíceis; •
Mostrar que eles precisam de ajuda; •
Liberar sentimentos fortes que os sobrecarregam, como raiva,
solidão ou desesperança; •
Punir-se. •
Punir-se. S U M Á R I O Qual é a visão do suicida A visão dos suicidas é de que não há saída para o seu proble-
ma e questionam qualquer conselho que recebem, pois sentem que
ninguém se importa. Acreditam que fazendo o mal encontrarão uma
maneira de superar a dor interior. O cansaço físico e mental é um estado de autoexigência. A
maioria dessas pessoas sente que não tem recursos suficientes para
enfrentar as difíceis decisões da vida. 52 52 Vou lhe fazer algumas perguntas e ver se você se encaixa em
algumas delas como: S U M Á R I O g
p
g
algumas delas como:
•
Você se sente vazio;
•
Você se sente sozinho, mesmo estando perto de outras pessoas;
•
Você se sente fracassado;
•
Você anseia pelo passado;
•
Você tem sentimentos constantes de raiva;
•
Você se sente rejeitado;
•
Você se afasta de outras pessoas com medo de que elas o ma-
chuquem, mas, ao mesmo tempo, você quer ter alguém próximo;
•
Você sente o desejo de viver ou não se importa se vive ou morre;
•
Você tem medo do futuro;
•
Você tem medo da velhice ou da solidão;
•
Você sempre vê as coisas como se não houvesse saída;
•
Você se sente totalmente satisfeito profissionalmente e amo-
rosamente;
•
Você sente que não vale a pena lutar pelo que quer porque acha
que não vai conseguir;
•
Você fica desesperado por qualquer coisa;
•
Você usa substâncias para tentar lidar com o dia a dia;
•
Você acha que é antissocial por medo de ser magoado ou
porque é tímido; •
Você se sente vazio; •
Você se sente sozinho, mesmo estando perto de outras pessoas; •
Você se sente fracassado; •
Você anseia pelo passado; S U M Á R I O 53 •
Você tem mudanças de comportamento; S U M Á R I O •
Você tem pessoas na sua família com problemas mentais. •
Você tem pessoas na sua família com problemas mentais. Sabe que a maioria das coisas que nos dão medo existe dentro
de nós. Fugir ou lutar, qual é a melhor escolha? Nesta vida nem tudo é
um arco-íris completo. Lembranças de um suicida Jonás era um jovem de família humilde e desestabilizada, seus
pais eram alcoólatras e sem nenhuma condição financeira, moravam
embaixo de uma rodovia, onde construíram uma moradia simples, com
um sofá, uma pequena cama de solteiro na qual seus pais dormiam e
no chão seus irmãos. Jonás era um menino de apenas 16 anos que eu
não achava muito bonito, com olhos verdes e cabelos cacheados com
um tom de loiro acinzentado. Ainda me lembro do dia em que o conheci, eu tinha dezessete
anos, adorava andar pelas ruas sentindo como se ninguém existisse. Eu
estava no meu mundo e, então, vi aquele jovem ali parado assistindo a
um show musical que estava rolando, aproximei-me dele e perguntei-lhe. S U M Á R I O - Oi, como vai? Seu olhar era como: “e o que você se importa?” Fiquei ali alguns
minutos esperando que ele reagisse, mas se ele ficou calado me olhan-
do em silêncio com uma cara que já me contava tudo, então o que você
acha que eu fiz? Sim, saí de lá, mas com a curiosidade de saber quem
era aquele menino. Alguns dias se passaram, não sei se foi o destino,
mas um amigo meu me apresentou a ele, conversamos um pouco, mas
ele não se lembrava de mim. Então, pela manhã, veio a triste notícia
de que seu pai havia sido morto com vários tiros de pistola, deixando
apenas ele, sua mãe e seus irmãos morando ali debaixo de uma ponte. 54 Com o passar dos dias a amizade ficou mais sólida e eu es-
tava em sua humilde casa. Jonás seguiu o mesmo padrão de seus
pais, ele começou a beber bebidas alcoólicas e começou a ter com-
portamentos de raiva muito intensos. Nesta época éramos em cinco
adolescentes todos reunidos ali. Lembrei disso, um de nossos amigos
dizia que Jonás tinha o comportamento de uma criança que, quando
se zangava, queria atenção. Alguns de seus irmãos foram morar com
alguns parentes, deixando apenas sua mãe e dois irmãos S U M Á R I O Eliseu era o mais novo de todos eles, não tinha o mesmo com-
portamento de Jonás, que era agressivo, mas também gostava de be-
ber muito. Caro leitor, vou ter que resumir a história ou será muito longa
e não pretendo escrever uma bíblia, mas sim um manual. Lembranças de um suicida Eliseu foi morto e jogado em um buraco, pela manhã saiu a no-
tícia de que havia encontrado seu corpo em uma fossa. Jonás levou a
vida em meio à bebida e à depressão, talvez você me pergunte se ele
procurou ajuda. Sim, ele foi a uma igreja evangélica, porém, por mais
que tentasse, as feridas do tempo eram tão grandes e o pobre menino
não tinha ferramentas suficientes para lidar com suas frustrações. Sua
mãe, bêbada como sempre, teve um infarto em uma tarde e caiu na
beira de um rio, afogando-se, mais um duro golpe para o menino que
viveu sua vida desejando um milagre. S U M Á R I O Os anos se passaram e, enquanto eu estava viajando, um amigo
me ligou à tarde e me disse: - Eu preciso lhe dizer uma coisa, mas por favor, não se desespere. - Eu preciso lhe dizer uma coisa, mas por favor, não se desespere. - Conte-me o que aconteceu - uma parte de mim disse que al-
guém da minha família havia morrido. - Conte-me o que aconteceu - uma parte de mim disse que al-
guém da minha família havia morrido. Então ele me responde com toda a firmeza. Então ele me responde com toda a firmeza. - Jonás tirou sua vida. 55 55 A única reação que tive foi “como?” Uma raiva entrou dentro de
mim, e a única coisa que eu disse foi. S U M Á R I O - Seu idiota, por que ele fez isso? - Seu idiota, por que ele fez isso? Eu não conseguia chorar eu estava simplesmente com raiva do
que ele tinha feito, comecei a dizer: “por que ele não me pediu ajuda?”,
“por que não conversou comigo?”, “por que ele fez isso?”. Então nosso
amigo em comum me respondeu: - O que parece é que ele estava internado e o médico lhe disse
algo que o afetou. Quando melhorou voltou para casa, disse à irmã que
queria ficar sozinho e se enforcou. - O que parece é que ele estava internado e o médico lhe disse
algo que o afetou. Quando melhorou voltou para casa, disse à irmã que
queria ficar sozinho e se enforcou. Já sabemos que o suicídio acontece todos os dias, mas nunca
imaginamos que alguém em nosso meio seria capaz de fazê-lo. Robson Cansado dos maus tratos do meu pai, fui morar na casa de
uma tia materna que morava perto. Era sexta à noite, meus primos
saíram para festejar, me deixando apenas com a minha tia. Ela dor-
mia sempre em seu quarto com as luzes ligadas. Eu dormia em um
sofá velho, não reclamava porque pelo menos ali podia dormir tran-
quilo. Nessa mesma noite não sabia que minha vida mudaria comple-
tamente. De repente, senti que alguém estava me tocando, enquanto
dormia, um cheiro repugnante de álcool impregnava minhas narinas
fazendo me acordar e quando viro a cabeça vejo que meu primo
estava perto de mim. Talvez o que eu esteja dizendo seja um pouco
forte, mas a verdade é que 20% das crianças abusadas sexualmente
são por um familiar próximo. Abusos e maus-tratos deixam rastros
que nem o tempo é capaz de curar. É mentira dizer que por causa do
abuso sexual uma criança se tornou homossexual. S U M Á R I O 56 Voltando à minha história ele tapo a minha boca com a mão para
que ninguém ouvisse meus gritos. S U M Á R I O Após o ato, tudo o que senti foi nojo, desprezo e senti que minha
inocência havia sido perdida. Senti-me sozinho, perdido, sem poder
compartir com ninguém este segredo. A partir deste momento comecei
a sofrer fortes crises de depressão e comportamento suicida, causan-
do prejuízos acreditando que a culpa era minha. Inúmeras vezes ingeri
comprimidos para tentar aliviar minha dor. Eu não queria morrer, eu
só queria encontrar alívio para minha dor interna. Eu não entendia por
que haviam feito isso comigo, me dava a impressão de que o agres-
sor acreditava que era o dono de meu corpo, fazendo com ele o que
queria. Os abusos eram sempre noturnos e principalmente nos finais
de semana quando o agressor sabia que não havia mais ninguém na
casa, facilitando o ato para ele. Passaram-se muitos anos, fui me tor-
nando uma pessoa muito depressiva, tinha medo de me relacionar
com as pessoas, meus pensamentos estavam constantemente me
acusando, me sentia incapaz de ser amado, Suicídio econômico O que significa suicídio econômico? Suicídio econômico tem a
ver com adultos que, infelizmente, veem uma direção precária, onde
sua estabilidade econômica está em risco, também com pessoas que
tiveram tudo e perderam, talvez por um mau investimento, gastos com
drogas, álcool e com a frustração de não ter qualquer coisa e acreditar
que a única solução é tirar a vida. Vou lhe colocar um exemplo, um em-
presário que tinha sua empresa ganhava milhões e de repente vê que
perdeu todo, sente que já não poderá sustentar a sua família e busca
o suicídio como uma via de escape. S U M Á R I O Consequências do abuso S U M Á R I O O abuso produz mudanças emocionais em suas vítimas, quan-
do uma pessoa é exposta a algum tipo de agressão ou maus-tratos,
sua saúde emocional é afetada e a probabilidade de ter depressão e
comportamento suicida é de 98%. Minimizar o abuso é como dizer que não há nada de errado, que
não é tão grave quanto parece, pois muitas pessoas não acreditam
que o agressor seria capaz de fazer tal ato. Deixe claro que a maioria das pessoas que foram abusadas se-
xualmente são pessoas próximas. Não é a história que você conta ao
seu filho sobre não falar com estranhos, não aceitar doces. 57 O abusador é muito próximo, pode ser primo, tio, etc. É difícil
dizer, mas infelizmente é a realidade. Muitas vezes acreditamos que
nossos filhos têm algum problema mental e levamos a um psiquiatra e
o diagnóstico é difícil de encontrar, sabe por quê? Porque muitas vezes
essa criança só tem um trauma de infância que lhe causou instabilida-
de emocional e não intelectual. Qualquer tipo de violência tanto verbal,
quanto física e sexual produz risco de depressão e estresse pós-trau-
mático e comportamento suicida. S U M Á R I O O suicídio de uma pessoa que amamos Superar o duelo pela perda de alguém que suicídio não é fácil, é
um duelo infinito de perguntas e sentimentos de culpa como: por que
você não conseguiu ajudá-lo? A pessoa que sofre de depressão está
em uma fase de atenção em que os familiares muitas vezes não enten-
dem e acreditam que é apenas uma fase que vai passar e eles nunca
esperam o ato suicida. O impacto é tremendo e produz depressão,
pois pode desencadear sentimentos tão intensos quanto: 58 •
Descrença;
•
Culpa;
•
Desespero;
•
Confusão;
•
Anseio;
•
Rejeição do que aconteceu;
•
Lembranças dolorosas;
•
Ansiedade;
•
Fadiga;
•
Depressão;
•
Impotência. As sensações são:
•
Taquicardia;
•
Falta de ar;
•
Sentimento de desespero;
•
Vazio. O que pode acontecer:
•
Sonhar com o falecido;
•
Sentir o cheiro da pessoa;
•
Guardar os pertences do faleci S U M Á R I O •
Depressão; •
Impotência. S U M Á R I O 59 •
Grite em voz alta para a pessoa; •
Grite em voz alta para a pessoa;
•
Alucinar; •
Grite em voz alta para a pessoa; S U M Á R I O •
Alucinar; •
Ter distúrbios do sono; •
Ter distúrbios do sono; •
Sentir a presença do falecido. •
Sentir a presença do falecido. Saiba que esse luto é um processo muitas vezes lento de adap-
tação que pode levar alguns anos para que o familiar comece a recons-
truir sua vida novamente. As lembranças serão intensas e a ausência da pessoa física
transmite uma sensação de desconforto. S U M Á R I O 60 Capítulo 3
MEDIDAS DE PREVENÇÃO3
MEDIDAS
DE PREVENÇÃO Capítulo 3
MEDIDAS DE PREVENÇÃO3
MEDIDAS
DE PREVENÇÃO prevenir o suicídio é um dever de todos, depois que o Corona
Vírus chegou, grande parte das pessoas foi afetada psicologicamen-
te. A quarentena fez com que muitos casais entrassem em conflito e
outros que não tinham ninguém infelizmente entraram em depressão e
acabaram cometendo suicídio. prevenir o suicídio é um dever de todos, depois que o Corona
Vírus chegou, grande parte das pessoas foi afetada psicologicamen-
te. A quarentena fez com que muitos casais entrassem em conflito e
outros que não tinham ninguém infelizmente entraram em depressão e
acabaram cometendo suicídio. S U M Á R I O A melhor forma de prevenir o suicídio é fazer uma limpeza men-
tal, remover toda informação falsa que o faça acreditar que não vale a
pena seguir em frente. Comece a fazer um reset diga a si mesmo que você tem direito
à vida e que não importa as circunstâncias da vida, que a vida é um
jogo que não só ganha quem sabe ganhar e sem quem sabe vivê-la. QUAIS SERIAM AS ESTRATÉGIAS
PARA EVITAR O SUICÍDIO? Concentrando-se em seu principal bem-estar mental, evitan-
do completamente a culpa, independentemente de onde você falhou
você deve pensar em quão positivo pode ser começar de novo, mes-
mo que pareça difícil. S U M Á R I O A necessidade emocional de ter alguém como parceiro. Cuidado
com essa parte, você deve primeiro curar suas feridas e depois se rela-
cionar com alguém. Procurar uma pessoa para tentar suprir sua neces-
sidade de ser amado não ajuda muito já que você está em um conflito
emocional, bem uma separação inesperada pode ser como uma explo-
são de sentimentos, desencadeando, assim, o desejo de deixar de existir. A maioria das pessoas adora ouvir músicas românticas com le-
tras que destroem a alma. Você deve evitar ouvir esse tipo de música
por um tempo, em minha opinião, músicas românticas são capazes de
despertar sentimentos que muitas vezes achávamos curados. 62 O acompanhamento profissional é mais uma etapa para a pre-
venção do suicídio, é preciso aprender que a pessoa que sofre de
depressão precisa de acompanhamento total, da família, dos amigos
e dos profissionais. S U M Á R I O S U M Á R I O 63 63 Capítulo 4
DEPRESSÃO4
DEPRESSÃO Capítulo 4
DEPRESSÃO4
DEPRESSÃO Estar triste não é sinônimo de depressão, tem gente que não
sabe identificar se é tristeza ou depressão, mas a segunda é um dos
transtornos mais comuns do nosso tempo. Alguns dos sintomas são: S U M Á R I O •
Tristeza; •
Perca de interesse para tudo; •
Perca de interesse para tudo; •
Culpa; •
Medo; •
Irritabilidade; •
Irascibilidade. S U M Á R I O Não julgue S U M Á R I O Não julgue a pessoa que está em conflito interno com suas de-
monstrações emocionais, essa pessoa precisa ser fortalecida, você
deve ensiná-la a criar uma conexão de segurança e autoconfiança. Todo mundo que sofre de depressão precisa de ferramentas sufi-
cientes para superar os conflitos do dia a dia. O religioso deve aprender
que a depressão não é espiritual, é um processo emocional, não há
problema em meditar, orar, acender incenso, mas se você não tiver fer-
ramentas suficientes, não vai adiantar nada. Todo mundo procura sua
maneira de superar os desafios da vida, seja na religião, ou seja, lá o que
for. Mas cuidado, a religiosidade não lhe garante que um ser espiritual
aparecerá em sua vida dizendo que a partir deste momento você não
sofrerá mais. Vivemos em sociedade e uma sociedade às vezes mui-
to tóxica e cheia de conflitos, de desafios consegue mesmo. Identificar
pessoas em risco de depressão já é uma prevenção contra o suicídio. O QUE CAUSA A DEPRESSÃO? A depressão pode ser genética, bem como devido a um senti-
mento de desamparo, fracasso, perda de um ente querido, medo do
futuro, devido a maus-tratos, abuso sexual, problemas econômicos e
autoexigência, que não podem ser alcançados. Situações traumáticas
produzem frustração e depois levam à depressão. 65 Não julgue Depressão temporária Para mim, depressão temporária é aquela que não é persistente,
não o domina, a pessoa pode controlá-la, enquanto a persistente o faz
perder o controle. Podemos chamar de depressão leve e não agres-
siva. A temporária é por um período, você a sente, mas logo depois
consegue refazer sua vida por completo. S U M Á R I O O que é tristeza S U M Á R I O A tristeza é um sentimento que pode durar minutos ou alguns
dias, mas depois a pessoa retoma sua vida, sem nenhum problema,
aceitando a situação sem culpa. Já a depressão afeta todos os es-
tados emocionais e mentais da pessoa. A única maneira de tratar a
depressão é tanto farmacêutica quanto terapêutica, mas acredito que
a melhor maneira de estar em paz é aprender a viver com a emoção
sem que ela o destrua. Você quer dizer, Robson, que eu tenho que fazer amizade com
minhas emoções negativas? Você tem que aprender a conviver com
elas, isso implica que não importa o quanto você as sinta e doam, elas
não podem fazer você perder o controle, você tem que aprender que é
você quem controla seus sentimentos. Os riscos S U M Á R I O Você já sabe que a depressão é uma das doenças, que é muito
difícil de superar completamente, é como fazer uma reabilitação de-
sintoxicando de todas as drogas só que emocionais. Então o risco de
sofrer novamente é imediato. A depressão é uma doença silenciosa,
que vem devagar sem bater na porta, por isso devemos estar cientes
de que muitas pessoas às vezes podem ter uma recaída, o perigo da
psicologia da felicidade é que ela não ensina como entrar em contato
com a frustração, aprender como entrar em contato com a frustração
ensina como viver e lidar com dias difíceis. 66 Depressão agressiva A depressão agressiva tem sintomas duradouros, impossibilitan-
do a pessoa de socializar, afastando-se dos amigos, pois, acredite ou
não, há pessoas que podem passar meses em estado catatônico, sem 67 vontade de se limpar, de ver a luz do dia, passam o tempo todo na cama
sem desejar nada. Muitas dessas pessoas preferem a noite ao dia. S U M Á R I O As pessoas que sofrem de depressão agressiva acreditam
que ninguém se importa com elas, que mal existem e que não há
lugar específico para elas nesta vida. Estas pessoas são solitárias,
as noites escuras som a companhia perfeita para elas, eles têm um
comportamento irascível. Sentimentos de culpa As pessoas que sofrem de depressão agressiva se sentem cul-
padas por tudo. Não conseguem administrar a ansiedade e isso produz
insatisfação emocional, não conseguem se integrar à sociedade, se
culpam por tudo, aceitam os erros dos outros como se fossem sempre
a culpa deles. Tentar alcançar a cura é uma obrigação para o doente,
não para um psicólogo. É possível superar a depressão? Superar a depressão sem ajuda profissional não é fácil, não
acredito naqueles que usam bebidas alucinógenas para superá-la,
pois o que esses tipos de substâncias fazem é estimulá-la e potencia-
lizá-la ainda mais. A depressão é uma doença que precisa tanto de cuidados men-
tais quanto físicos, você deve mudar a rotina sedentária e começar a
fazer algo. Tampouco acredito em curas espirituais para a depressão,
lembrando que é uma doença mental e não espiritual. Comece a se
relacionar com a realidade ou ficará preso na vitimização. S U M Á R I O Dependência terapêutica S U M Á R I O Quando você procura um psicólogo/psicoterapeuta não pode
colocar toda a esperança de que ele é quem sempre vai lhe salvar,
os terapeutas estão aqui para lhe ajudar a sair desse declínio, mas
se você não se esforçar vai passar anos e anos apelando atenção. Mas o que seria a dependência terapêutica? É quando nos tornamos
codependentes, há processos que se o paciente se torna codepen-
dente de seu terapeuta, ele foca sua necessidade emocional no psi-
cólogo. O terapeuta deve compreender sem julgar os pontos de vista
do paciente, mas tentando ajudá-lo a sair do círculo vicioso e reagir
ensinando-o a tomar decisões racionais e não emocionais. 68 Existem bons terapeutas e também outros que precisam de um
pouco mais de aprendizado, entendo que deve haver uma separação
entre paciente e terapeuta e que muitos deles não conseguem se envol-
ver emocionalmente com os pacientes, porém tive o prazer de conhecer
uma pessoa que me ajudou muito e a ele sou grato por me ouvir. S U M Á R I O Se você não se esforçar, não vai adiantar ficarem anos e anos
em sessões terapêuticas, o primeiro passo quem tem de dar é você. Como ajudar uma pessoa com depressão? Pela minha própria experiência, por mais que você dê conse-
lhos, a pessoa não vai lhe ouvir, talvez ela lhe diga: - Tens razão, farei o que me diz. Tenho claro que em poucos dias essa pessoa esqueceu com-
pletamente tudo o que você disse e voltará ao mesmo problema. Não 69 dê conselho e sim opinião, sempre retire a expressão: “se fosse eu,
faria isso no seu lugar”. dê conselho e sim opinião, sempre retire a expressão: “se fosse eu,
faria isso no seu lugar”. S U M Á R I O Você não está na mesma situação que a pessoa depressiva, en-
tão evite conselhos fáceis que são inúteis, apenas não a sobrecarregue
e acompanhe-a mesmo que em silêncio, apenas ouvindo e, se possí-
vel, sempre lhe abrace, faça-a sentir que não está sozinha. Se você crê
que abraçar é algo que pode parecer perturbador para a pessoa que
está sofrendo, então segure a mão dela bem firme. Talvez uma das coisas que você possa fazer é abraçá-la, mas não
é daqueles abraços rápidos com umas tapinhas nas costas, tente ficar
um pouco, abraçando-a ali, fazendo a pessoa sentir que não está sozi-
nha. Dialogar com ela, mostre a ela que necessita procurar ajuda profis-
sional, e tente convencê-la de que quem procura um psicólogo ou psi-
quiatra não significa que está louco. Há pessoas que têm uma visão ruim
da psiquiatria e da psicologia, pois acreditam que quem visita é louco. DIRETRIZES DE COMPORTAMENTO
PARA O BEM-ESTAR EMOCIONAL S U M Á R I O A primeira coisa é encontrar-se sem a necessidade de mendi-
gar o amor de ninguém, a pessoa que sofre de depressão sente-se
sozinha, abandonada, muitas vezes desprezada, consegue comprar
o amor e a atenção de outras pessoas. A cura emocional é a chave
da cura, é se conectar com a solidão e com sua parte mais sombria
sem medo e preconceito. Eu lhe digo seriamente que mesmo que você leia o melhor
livro sobre autoajuda, se você não tiver paz interior e perseverança
será impossível. Já que as pessoas que sofrem de depressão têm
dificuldade em ser constantes, e precisam ir devagar até conseguir
se conectar consigo mesmas. 70 Ensine-os a enfrentar as adversidades da vida, sem medo de
errar, aprenda a superar o medo e a rejeição. Acho que você já ouviu
falar, sobre inteligência emocional acredito que a reeducação emocio-
nal é a chave para superar a depressão. S U M Á R I O Aprenda a superar a codependência e a dependência emo-
cional sem a necessidade de atenção plena, pois quando precisa-
mos tanto dessa atenção nos sentimos mentalmente desgastados. Nossos pensamentos não só alimentam nosso ego como também
nos sabotam, educam a mente, aprendem a lidar com pensamentos
negativos, identificando as causas do processo neurológico que nos
impede de seguir em frente. Se você não souber ser um observador, você será apenas a ví-
tima que acredita que todos estão contra você quando, muitas vezes,
você está alimentando monstros que não existem. Estamos sempre
atentos ao que os outros pensam sobre nós, sem entender que minha
atenção principal deve estar em mim. Não podemos confundir com
narcisismo, estar sempre em plena atenção com nós mesmos, chamei
a fase do amor-próprio sem o ego. O ego espera atenção, despreza os outros, se sente o centro
de todas as atenções, acredita que é superior aos outros quando não
é verdade. Meu bem-estar emocional tem que ser o foco principal da
vida, excluindo tudo o que nos impede de seguir em frente, nos impe-
dindo de ver o que é a realidade. S U M Á R I O Eu quero fazer uma pergunta, em que momento você está viven-
do? Você está ansioso com o futuro ou ancorado no passado? Existem
processos emocionais que são muito difíceis de eliminar e para isso
precisamos de persistência, dedicação e aceitação. DIRETRIZES DE COMPORTAMENTO
PARA O BEM-ESTAR EMOCIONAL Qual é a atenção que você está dando a este sentimento, isto de-
mostra que você precisa curar seus pensamentos e sentimentos nega-
tivos sobre o que aconteceu, deixando de dar importância às fantasias 71 mentais, porque muitas pessoas sofrem quando um relacionamento ter-
mina. A primeira coisa é que passam dias procurando uma resposta do
porquê eles terminaram e que se ela não tivesse reagido de tal forma eles
ainda estariam juntos, muitas vezes aceitando uma culpa que não é sua. S U M Á R I O Se você vive no momento passado em busca de respostas é
mais provável que seja escravizado pela culpa, desperdiçando assim
o tempo que deveria estar se concentrando em atividades que não o
atrapalhem emocionalmente. Não sei como é a sua visão do mundo, que muitas vezes parece
apocalíptica, você tem que saber que a vida é um dom que tem seu cro-
nômetro e quando chega a hora tudo acaba. Não é usar a palavra carpe
diem, como se fosse um louco aproveitando tudo sem se preocupar
com as ações. Se você tem medo do fracasso, você vai falhar você tem
que focar sua mente no fato de que você não se importa com o fracasso. Desapegar-se do passado é o primeiro passo para o bem-estar
social, desprender-se dos traumas vivenciados. Digo-lhe seriamente
que sei que não é fácil, mas tudo é mental, é você quem alimenta
o passado com culpa e sentimento tentando consertar algo que já
não pode. Assumir que o erro é o primeiro passo. Assuma a respon-
sabilidade pelas coisas que fez, talvez tenha vergonha, mas tenha
consciência de que é um momento passado e não presente. Talvez
você é um dos que desperdiça seu tempo pensando no passado
com lembranças angustiantes e deprimentes. Você tem que aprender
a fazer as pazes com seu passado, a vida passa tão depressa que
você não pode desperdiçar com bobagens. S U M Á R I O Você gasta tempo e energia com coisas que podem ter resulta-
dos, vou dar um exemplo em que o passado pode machucar e punir
emocionalmente. Há pessoas com câncer lutando para viver, outras
que perderam uma parte do corpo, que tiveram um ente querido ferido
em um assalto, uma mãe que, por ódio machista, teve que presenciar
o castigo de seu ex-marido matando um de seus filhos como castigo. DIRETRIZES DE COMPORTAMENTO
PARA O BEM-ESTAR EMOCIONAL 72 Com o passar dos anos, os traumas doerão menos. Isso é ree-
ducação emocional. Eu sei que quando você enfrenta uma situação
traumática ela o enfraquece e você se sente incapaz de reagir com
razão, respire e tome seu tempo, esteja ciente do problema que você
está passando e saiba que não é fácil. Você precisa aprender a não ser
escravo de suas emoções. S U M Á R I O Aprender a enfrentar o problema de maneira direta fará de você
uma pessoa com uma sólida inteligência emocional, aprenda a se co-
municar consigo mesmo. Algumas pessoas acreditam que quem fala
sozinho é louco, mas percebi que não. Faça a comunicação consciente, não como quem sofre de pa-
ranoia, e com uma visão observadora do problema, se for amigo de
sua consciência sem culpa, conseguirá acalmar as mensagens de
preconceito. Se você for capaz de observar e analisar as emoções,
imaginativa você terá uma mente mais tranquila. O passado nos manipula, nos escraviza, nos aprisiona, impe-
dindo-nos de obter uma vida plena. Os pensamentos nos sabotam
porque muitas vezes nos fazem julgar as pessoas sem conhecê-las, o
caminho da consciência é se livrar dos preconceitos. S U M Á R I O As pessoas que sofreram abuso têm a sensação de que pre-
cisam de um protetor. Esse sentimento é uma armadilha na vida, de
não pode viver sem a de aprovação dos outros. São pensamentos
repetitivos carregados de perguntas que nos fazem ancorar a um
sentimento angustiante, e muitas vezes queremos consertar o pas-
sado e não conseguimos. Evitar um pensamento negativo é impossível, tudo o que temos
a fazer é não dar importância a ele, pois esse pensamento só nos
afetará se prestarmos atenção a este pensamento ele nos tomara
como prisioneiro. 73 Encontrar o silêncio mental é uma tarefa muito difícil, porque leva
tempo e prática, estamos sempre cheios de pensamentos, positivos,
negativos, de perguntas que podem ir e vir, mas se você ficar sozinho
com pensamentos negativos, isso lhe dará uma sensação de descon-
forto emocional, é inevitável não sentir preocupado, porém posso me
preocupar sem dar atenção emocional a esse pensamento. S U M Á R I O S U M Á R I O 74 Capítulo 5
ANSIEDADE5
ANSIEDADE Capítulo 5
ANSIEDADE5
ANSIEDADE Ansiedade e depressão andam de mãos dadas e sugiro que
aprenda a administrá-las sem que ela o aniquile. Pessoas que sofrem
de ansiedade podem ter tonturas, vômitos, taquicardia, rigidez no cor-
po. A ansiedade é natural em nosso corpo e existe tratamento, uma
das melhores técnicas utilizadas é a meditação, as pessoas que pla-
nejam muito o futuro são as mais propensas a sofrer de ansiedade,
outras têm medo da doença e da morte. S U M Á R I O A única maneira de superar a ansiedade é a mesma coisa que
falei sobre a depressão, aprenda a educar os pensamentos. Quando
meditamos sempre haverá um momento em que os pensamentos nos
questionam, qualquer técnica para silenciar a mente é assertiva, alguns
rezam, outros escutam música, áudios sobre motivação emocional. Qual é o ruído mental que o impede de alcançar o silêncio
mental? Para superar a ansiedade você precisa mudar completamen-
te seu estilo de vida, já que vivemos em meio ao barulho, tanto so-
cial quanto emocional. Será impossível alcançar a paz emocional, se
você tiver ressentimento, ódio, amargura, isso impossibilitará você de
alcançar sua paz interior. Se você passar a vida inteira preocupado com o futuro, isso
lhe causará ansiedade, pare de se comparar com outras pessoas. Você é capaz de discernir um evento sem usar julgamento e culpa? Se você não souber determinar o que é verdadeiro ou falso, estará
evitando aceitar a realidade. S U M Á R I O Aprender a resistir aos pensamentos negativos o tornará forte,
estar ciente de que posso estar em paz entre o sucesso e o fracasso e
a ansiedade não me enfraquecerá. Aprenda a ser uma fonte em meio às tensões do dia a dia,
observe de fora, possibilitando assim uma postura em que a mente fi-
cará calma e você poderá ouvir o som do universo. Aprenda a praticar
a meditação ou rezar, a escolha é sua, use um mantra específico, use 76 algo que o ajude a reeducar a sua mente. Diga a si mesmo que você
faz parte do universo e que merece viver a vida, sem a necessidade
de se sentir pressionado. S U M Á R I O Inspire, respire devagar sem fazer barulho, com calma, esqueça
o WhatsApp, a lição de casa, este é o seu tempo, dedique-o a você. Capítulo 5
ANSIEDADE5
ANSIEDADE As pessoas que sofrem de ansiedade devem aprender a controlar a
respiração, expirar devagar e contar pensamentos negativos que não
podem controlar vocês. Roupas apertadas muitas vezes nos sobrecarregam. Sei que
em nosso meio social devemos manter uma boa aparência, mas quan-
do estiver sozinho, aproveite para usar algo mais largo, folgado que lhe
dê a possibilidade de se sentir livre. Tente evitar estimulantes, isso o ajudará a controlar a ansiedade,
a aprender a descansar bem. Feche a janela do seu quarto deixando
tudo completamente escuro; as pessoas que dormem com uma luz
acesa, na verdade, não descansam completamente, a necessidade
de uma luz acesa é por segurança, e outras vezes por algum trauma
vivenciado. A luz muitas vezes nos causa desconforto e recomendo
dormir com ela apagada, para que seu corpo descanse mais. S U M Á R I O Em momentos de crise, tome um banho quente e depois troque
para água muito fria. Você pode também usar a escritura terapêutica,
começar a escrever um diário pessoal com tudo que você está sentindo,
também pode ajudar cantar músicas que expressem seus sentimentos. Ir para a cama significa descansar e não estar com seu celular
contatado no Facebook e Instagram, pois você vai perceber que está
gastando seu tempo olhando a vida de pessoas que não tem noção
que você exista. A necessidade de dormir sem levar problemas para a cama o
ajudará a superar a ansiedade. Nosso corpo precisa relaxar, pois pas-
samos o dia inteiro em um estado físico e mental ocupado. 77 MELHORANDO A AUTOESTIMA S U M Á R I O Há uma série de regras que ajudarão a aumentar e melhorar
a autoestima: •
Detecte pensamentos negativos automáticos e pará-los;
•
Transforme os pensamentos negativos em positivos;
•
Não generalize;
•
Concentre-se nos aspectos positivos;
•
Esteja ciente de suas conquistas e aproveite-as;
•
Não se compare com os outros;
•
Aprenda a diferenciar o comportamento das pessoas;
•
Aprenda com os erros;
•
Mude o “eu deveria...” para “eu gostaria...”, “eu prefiro”, “seria
melhor se...”;
•
Aceite limites e capacidades;
•
Esforce-se para melhorar. •
Detecte pensamentos negativos automáticos e pará-los; •
Aceite limites e capacidades; S U M Á R I O •
Esforce-se para melhorar. •
Esforce-se para melhorar. A primeira habilidade que precisamos desenvolver para aumen-
tar nossa autoestima é transformar pensamentos negativos limitantes
em pensamentos mais motivadores e realistas. São particularmente úteis as folhas de autogestão emocional
para poder aplicar a técnica quando surge um pensamento irracional. O sistema consiste basicamente em escrever o pensamento em uma
tabela, a fim de analisá-lo e modificá-lo. Podemos levar este registro
conosco para que possamos utilizá-lo a qualquer momento e lugar,
evitando assim a perda de informações devido ao esquecimento. 78 A CAIXA DE CRENÇAS S U M Á R I O No Brasil 97% da população é muito religiosa. A religião pode
ser benéfica como prejudicial, o grande problema da religião são os
famosos pastores, sacerdotes que utilizam o poder para manipular. É possível viver sem religião? Claro que sim, o problema é que uma
pessoa que vive sem religião é taxada de ateu. A falta de respeito pela decisão dos demais é algo que me preo-
cupa. Como temos que crer em tudo naquilo em que os outros creem,
somos seres com livre arbítrio, mas infelizmente parece que existe uma
escravidão mental que nos obriga a seguir a opinião das outras pessoas. Faz muito tempo que os filhos estavam obrigados a seguir as
crenças dos seus pais ou avós, agora devemos repensar antes de dei-
xar qualquer pessoa decidir que caminho religioso deseja toma. Mas porque estou falando de religião, o que tem a ver tudo
isso com depressão e ansiedade? Eu tive a experiência de conhe-
cer pessoas muito religiosas que entraram em colapso mental por
causa da sua religiosidade. S U M Á R I O Vou dar um exemplo: há muitos anos eu conheci um filho de
pastor que, por se masturbar, teve graves problemas mentais, ele cria
que Deus já não ia perdoá-lo. Começo a sentir uma forte culpa, já não
conseguia refazer sua vida espiritual porque se sentia sujo. Passou toda a vida aprendendo que era pecado se masturbar,
os inúmeros versículos bíblicos em vez de o ajudarem a avançar, o
condenavam cada vez mais. Quando eu era religioso, lembro que me
impediam de estudar porque diziam que estudar o fazia perder sua
espiritualidade com Deus. 79 Hoje compreendo que educação e religião devem andar juntos,
sem perder o rumo. O problema é que a maioria dos líderes religiosos
se aproveitam da debilidade das outras pessoas para manipulá-los,
fazendo acreditar que tudo é espiritual. S U M Á R I O Depressão não é espiritual, condutas suicidas não são demô-
nios falando no seu ouvido para você se matar, é um transtorno muito
sério e devemos buscar ajuda profissional. Creio que temos medo de questionar as crenças que fomos
aprendendo, pensando que qualquer desobediência o levará a um
castigo eterno, que Deus o colocará uma doença. Conheci um grande
número de pessoas evangélicas que sofreram problemas mentais por
acreditarem nas famosas profecias e revelações. A CAIXA DE CRENÇAS Estas pessoas come-
çam a ficar com medo extremo e preocupadas. A caixa das crenças é um perigo porque você pode estar apri-
sionado a um tipo de pensamento que na verdade não está produzin-
do liberdade. Sua mente é como um computador, a mesma informação
que você recebeu quando era criança por seus professores, tios, avós
não significa que todas sejam realmente válidas. Refazer qualquer crença que recebemos hoje em nossa vida é
como aprender a identificar o que realmente são benéficos para mim
ou não, os líderes religiosos querem que aceitemos o tipo de crença
que eles criaram, sem perguntar se me interessa ou não aceitar. S U M Á R I O Saiba que estas crenças nos limitam, nos impedem de sermos
felizes e livres de verdade. O medo de ir ao inferno nos oprime, já que
segundo a crença que nos ensinaram temos de ser santos. A maioria
das pessoas religiosas sofrem constantemente de depressão e ansie-
dade porque estão sempre com autoexigência, resumindo, a palavra
se autocastigando buscando uma santidade que não é real. 80 Doença mental não tem nada que ver com espiritual, já que se-
gundo a bíblia demônio sai em nome de Jesus. Há alguns anos tenho
visto notícias de pastores que tem se suicidado, está notícia, claro, é
um tema tabu, porque segundo os religiosos todo suicida vai para o
inferno a não ser que existe um privilégio para quem for pastor. S U M Á R I O Necessitamos entender que as crenças são algo que nos im-
põem. Isso significa que posso simplesmente averiguar, analisar o tipo
de informação e chegar à conclusão se aceito ou não. Mas por que
esta crença nos limita? Porque nos faz crer que certo tipo de atos que
cometemos é contra a vontade de Deus, sendo assim, você começa a
ser escravo de uma ideia incorreta. Um exemplo, quando alguém diz que ir ao psicólogo é coisa de
louco e que você deve buscar a Deus, esta é uma crença equivocada,
porque eu ao mesmo tempo em que posso buscar a Deus também
posso buscar ajuda profissional. O problema dos evangélicos deve
ser que por ler a bíblia e ver os apóstolos sofrendo e o único que eles
faziam era orar, mas já não vivemos naquela época, estamos no século
XXI, hoje temos muitas mais possibilidades que antes. Liberdade de consciência S U M Á R I O Você já pensou para si mesmo, o que são crenças? Esqueça
as crenças religiosas; que outros tipos de crenças existem? O que
são crenças? Se você fosse procurar a definição de crença, o que
você acha que é? Crença é algo em que você está convencido, é
algo em que você acredita. É algo de que você tem procurado pro-
vas ao longo de sua vida e que se tornou uma ideia profundamente
enraizada. Hoje sua vida está cheia de crenças. Crenças, muitas das
quais se tornaram hábitos ou costumes, que você herdou que você
foi ensinado ou que você desenvolveu. 81 As crenças são muito poderosas porque são suas crenças que
o levam a decidir o que é certo e o que é errado, estas crenças devem
ser analisadas. Como por exemplo: a mulher foi feita para ter filhos e
estar na cozinha, os homossexuais são coisa do diabo, homem que é
homem fala grosso. S U M Á R I O Estes tipos de crenças podem ser hereditárias, pessoais, sociais
ou por medo. As crenças hereditárias são aquelas crenças em que escu-
tamos quando somos crianças, quando nossos pais dizem coisas que
ficam marcados em nossa mente como: “você é muito burro”, “nunca
conseguirá nada na vida”, normalmente a maioria das pessoas que es-
cutam este tipo de comentário levam anos para conseguir esquecer, so-
frem constantemente crises de identidade, quando vão praticar qualquer
tipo de trabalho sofrem de ansiedade porque têm medo de errar. Aprender a pensar é um ato humano. Você não pode estar apri-
sionado a uma crença que o limita, que o aprisiona, que lhe impõe que
o faz sofrer, que o faz sentir-se escravizado, nesta vida com certeza
terão pessoas que irão lhe criticar só que as críticas podem ser como
uma base de aprendizagem. Liberdade de consciência Algumas dicas que eu recomendo: S U M Á R I O •
Desconecte-se completamente das redes sociais;
•
Encontre um lugar privado de intimidade;
•
Aprenda a agradecer toda vez que acordar;
•
Ore;
•
Aprenda a ficar quieto;
•
Ouça mais e fale menos;
•
Aprenda o caminho da consciência; •
Desconecte-se completamente das redes sociais;
•
Encontre um lugar privado de intimidade;
•
Aprenda a agradecer toda vez que acordar;
•
Ore;
•
Aprenda a ficar quieto;
•
Ouça mais e fale menos;
•
Aprenda o caminho da consciência; •
Desconecte-se completamente das redes sociais; •
Encontre um lugar privado de intimidade; 82 •
Tenha disciplina;
•
Tenha constância;
•
Faça caminhadas pela floresta;
•
Ouça músicas de relaxamento;
•
Faça exercícios de relaxamento guiado;
•
Faça algum tipo de exercício físico;
•
Faça longas caminhadas, pois elas ajudam na ansiedade;
•
Tenha uma boa dieta;
•
Peça ajuda quando perceber que não é capaz de se controlar;
•
Identifique os tipos de pensamentos e desvie a atenção negativa •
Tenha disciplina;
•
Tenha constância;
•
Faça caminhadas pela floresta;
•
Ouça músicas de relaxamento;
•
Faça exercícios de relaxamento guiado;
•
Faça algum tipo de exercício físico;
•
Faça longas caminhadas, pois elas ajudam na ansiedade;
•
Tenha uma boa dieta;
•
Peça ajuda quando perceber que não é capaz de se controlar;
•
Identifique os tipos de pensamentos e desvie a atenção negativa S U M Á R I O •
Peça ajuda quando perceber que não é capaz de se controlar •
Identifique os tipos de pensamentos e desvie a atenção negativa. Saiba que a ansiedade pode ser tanto fisiológica quanto patológi-
ca, portanto, independente do que você sinta, não deixe de pedir ajuda. Técnica para resolver conflitos S U M Á R I O A maioria das pessoas que veem tudo como catastrófico não
conseguem manejar qualquer conflito e a única técnica que usam é a
de evasão e agressão. Quando não sabemos como afrontar certa si-
tuação, o sentimento de fracasso trasborda nossa mente fazendo-nos
sentirmos oprimidos. O processo para solucionar um problema começa da seguinte
maneira: •
Analisar que tipo de problema você está sofrendo; •
Aprender a diferenciar o tipo de problema; 83 •
Ser claro com o objetivo que desejas conseguir;
•
Fazer uma lista de alternativa;
•
Buscar um plano B;
•
Começar a idealizar o plano de ajuda;
•
Colocar em prática;
•
Buscar ajuda, se for possível. •
Ser claro com o objetivo que desejas conseguir;
•
Fazer uma lista de alternativa;
•
Buscar um plano B;
•
Começar a idealizar o plano de ajuda;
•
Colocar em prática;
•
Buscar ajuda, se for possível. S U M Á R I O •
Buscar ajuda, se for possível. Treinamentos e técnicas que deveria usar Hoje em dia existe um monte de práticas que podem nos ajudar
a manejar a ansiedade como meditação e práticas de mindfulness. Estes tipos de práticas têm a função de relaxarmos em momentos de
crise, abaixando a intensidade da ansiedade e nos fazendo estar em
nosso momento presente. Cuidado! Nem toda técnica que você encontra pela internet
serve para qualquer tipo de transtorno, pessoas com estresse pós-
traumático e transtorno compulsivo, transtorno de pânico e ansiedade
aguda necessitam de uma atenção mais específica. S U M Á R I O As experiências traumáticas da vida nos fazem relacionar de
maneira impulsiva interferindo a nossa vida normal. Um especialista é
capaz de identificar o tipo de transtorno que você sofre, não se baseie
por testes que existem pela internet. Agora vamos utilizar uma tabela com técnicas para seu bem-
-estar emocional, para isso você necessitará ser uma pessoa assertiva
evitando todo estilo tóxico que o limita de avançar aprenda a ser, mas
tolerante e respeitoso. 84 Técnica básicas
• Dieta
• Buscar apoio social
• Distração, vida social
Técnicas cognitivas
• Detectar pensamentos negativos
• Aprender a relaxar em situações de estresse
Técnicas fisiológicas
• Relaxação muscular
• Usar treinamento autógeno
• Aprender a controlar a respiração
Técnicas conduta
• Aprender a resolver problemas
• Aprender autocontrole
• Saber manejar conflitos sociais
Outras recomendações para manejar o estresse
1. Não trabalhe mais de 8 horas por dia;
2. Tente descansar entre as tarefas;
3. Durma de 7 a 8 horas por dia;
4. Ouça música relaxante;
5. Pratique um hobby criativo;
6. Faça exercícios moderados regularmente;
7. Evite o uso de drogas (incluindo álcool) e outros meios artificiais
usados para aliviar o estresse;
8. Planeje férias todo ano, longe do trabalho e do barulho;
9. Visite o médico quando achar necessário;
10. Expresse seus sentimentos, sem antagonismo ou hostilidade;
11. Discuta seus problemas com alguém em quem confia; Técnica básicas
• Dieta
• Buscar apoio social
• Distração, vida social
Técnicas cognitivas
• Detectar pensamentos negativos
• Aprender a relaxar em situações de estresse
Técnicas fisiológicas
• Relaxação muscular
• Usar treinamento autógeno
• Aprender a controlar a respiração
Técnicas conduta
• Aprender a resolver problemas
• Aprender autocontrole
• Saber manejar conflitos sociais S U M Á R I O Outras recomendações para manejar o estresse
1. Não trabalhe mais de 8 horas por dia;
2. Treinamentos e técnicas que deveria usar Tente descansar entre as tarefas;
3. Durma de 7 a 8 horas por dia;
4. Ouça música relaxante;
5. Pratique um hobby criativo;
6. Faça exercícios moderados regularmente;
7. Evite o uso de drogas (incluindo álcool) e outros meios artificiais
usados para aliviar o estresse;
8. Planeje férias todo ano, longe do trabalho e do barulho;
9. Visite o médico quando achar necessário;
10. Expresse seus sentimentos, sem antagonismo ou hostilidade;
11. Discuta seus problemas com alguém em quem confia; S U M Á R I O 85 12. Planeje e peça seu trabalho;
13. Faça apenas uma coisa de cada vez e estabeleça uma ordem
de prioridades;
14. Nem sempre esteja ciente do tempo;
15. Faça coisas sem pressa (quando andar, falar, comer etc.);
16. Evite discussões;
17. Esqueça os ressentimentos, queixas e ódios;
18. Evite a competição no trabalho e nos jogos;
19. Concentre-se no presente;
20. Não faça mudanças nos padrões de vida que o afetem muito
(pouco a pouco);
21. Nunca perca a fé em si mesmo e em suas faculdades;
22. Aproveite a vida de uma maneira saudável. S U M Á R I O 13. Faça apenas uma coisa de cada vez e estabeleça uma ordem
de prioridades; 21. Nunca perca a fé em si mesmo e em suas faculdades; 22. Aproveite a vida de uma maneira saudável. Técnica básica S U M Á R I O Você tem que começar a estar preparado para o estresse. Infe-
lizmente é impossível viver uma visa sem ele, mas se sabemos como
nos controlar evitará de entrar em um colapso mental. Preparar-se para
o estresse parece difícil porque normalmente não temos controle de
nossos impulsos. 1. Compreenda que: •
É inevitável não se estressar; •
Averigue as causas e circunstâncias que me levam a estressar-me; •
Averigue as causas e circunstâncias que me levam a estressar-me; 86 •
Afronte-o como algo que você necessita resolver;
•
Busque o lado positivo. 2. Fatores pessoais:
•
Dieta;
•
Descanso;
•
Limites;
•
Exercícios;
•
Certos tipos de hábitos que não são saudáveis;
•
Aprenda a ser mais tolerante;
•
Aprenda a tomar decisões;
•
Socialize. 3. Controle no trabalho:
•
Estabeleça prioridades;
•
Suprima atividades que o desgasta;
•
Reduza a exigência pessoal;
•
Saiba selecionar as metas que deseja;
•
Aprenda a terminar assuntos pendentes;
•
Aprenda a expressar as emoções sem atacar;
•
Não seja muito passivo. •
Afronte-o como algo que você necessita resolver; S U M Á R I O •
Dieta; •
Descanso; •
Limites; S U M Á R I O 87 1.
Aprenda a lidar com os erros: 1. Aprenda a lidar com os erros: Existem pessoas que são muito exigentes consigo mesmas, es-
tão constantemente se culpando por ter fracassado, aprender a corri-
gir os nossos erros sem uma culpa extrema nos fará mais saudáveis
emocionalmente. S U M Á R I O 2. Autoavaliação: 2.
Autoavaliação: 2. Autoavaliação: Aprender a autoavaliar-se o ajudará a ser consciente de cada
sensação, emoção, ato. 3. Autoclítico: Uma reeducação emocional S U M Á R I O Para uma melhor reeducação emocional, você terá que com-
preender que algumas das crenças são incondicionais, que levam
muito tempo decodificando a imagem que temos de nós mesmos. Este erro cognitivo que fomos obtendo, provoca uma conduta ne-
gativa com tendência a cometer muitos fracassos. Uma pessoa que
sofre de depressão tem a sensação de que é inútil, com uma visão
negativa de si mesma, pensando que as outras pessoas não vão te
aceitar por ser depressivo. O primeiro passo que você deve tomar como uma pessoa que
sofre depressão é aprender a eliminar estes pensamentos que a limi-
tam de se aproximar de outras pessoas. Saiba identificar cada emoção
e gerenciá-la de maneira mais racional. 1. Aprenda a lidar com os erros: 3.
Autoclítico: Ser capaz de elogiar-se por suas próprias conquistas, sem bus-
car aprovação das outras pessoas. Quando dependemos da aprovação externa, limitamos nosso
potencial. 88 1 ELLIOTT, G.R.; EISDORFER, C. (1982) Stress and Human Health. Springer, New York.
Health, v. 8, n. 15, Dec. 9th, 2016. Inoculação do estresse •
Ajudar os pacientes a adquirir conhecimentos suficientes para
facilitar maneiras de abordar situações estressantes inespera-
das (A MENTE É MARAVILHOSA, 2020)2. 2 A MENTE É MARAVILHOSA. Como o treinamento de inoculação de estresse pode nos aju-
dar. Online, 29 ago. 2020. Disponível em: https://amenteemaravilhosa.com.br/treinamento-
-de-inoculacao-de-estresse/. Acesso em: 18 fev. 2022. 3 WECAREON. O que é a Intervenção na Crise? Online, 23 dez. 2021. Disponível em:
https://wecareon.com/blog/intervencao-crise/. Acesso em: 18 fev. 2022. Inoculação do estresse S U M Á R I O Alguma vez você já ouviu falar sobre inoculação do estresse? É uma técnica usada por Eliot e Eisdorfer (1982)1: •
Estressores agudos de tempo limitado. São acontecimentos es-
tressantes que ocorrem em um determinado momento e são de
curta duração (por exemplo, exames médicos pontuais ou prova
para tirar carteira de motorista). •
Sequências de estresse. Fazem referência a acontecimentos de
vida estressantes específicos e significativos (por exemplo, abu-
sos sexuais, demissões, perda de um parente querido, etc.). Sequências de estresse. Fazem referência a acontecimentos de
vida estressantes específicos e significativos (por exemplo, abu-
sos sexuais, demissões, perda de um parente querido, etc.). •
Intermitência crônica. Em geral, é provocada pela exposição re-
petida a situações estressantes (por exemplo, provas, exames
médicos, combates militares, etc.). Estresse crônico continuado. Inclui a luta contra doenças
médicas ou psiquiátricas de longa duração ou problemas
afetivos prolongados. •
Estresse crônico continuado. Inclui a luta contra doenças
médicas ou psiquiátricas de longa duração ou problemas
afetivos prolongados. S U M Á R I O •
Ensinar os pacientes sobre a natureza do estresse e combatê-lo. •
Treinar os pacientes para que controlem pensamentos, ima-
gens, sentimentos e comportamentos, tudo isso com o objetivo
de favorecer interpretações realistas e adaptativas. •
Treinar os pacientes na resolução de problemas. •
Modelar e reproduzir as atuações reais, a regulação das emo-
ções e as habilidades de confronto próprias do autocontrole. •
Modelar e reproduzir as atuações reais, a regulação das emo-
ções e as habilidades de confronto próprias do autocontrole. 89 •
Ensinar aos pacientes a maneira de utilizar respostas desa-
daptativas como sinais para colocar em prática seus repertó-
rios de confronto. •
Ensinar aos pacientes a maneira de utilizar respostas desa-
daptativas como sinais para colocar em prática seus repertó-
rios de confronto. S U M Á R I O •
Oferecer práticas de ensaio imaginado e ao vivo para fomentar a
confiança do paciente e a utilização de seus repertórios de confronto. •
Oferecer práticas de ensaio imaginado e ao vivo para fomentar a
confiança do paciente e a utilização de seus repertórios de confronto. •
Ajudar os pacientes a adquirir conhecimentos suficientes para
facilitar maneiras de abordar situações estressantes inespera-
das (A MENTE É MARAVILHOSA, 2020)2. 2 A MENTE É MARAVILHOSA. Como o treinamento de inoculação de estresse pode nos aju-
dar. Online, 29 ago. 2020. Disponível em: https://amenteemaravilhosa.com.br/treinamento-
-de-inoculacao-de-estresse/. Acesso em: 18 fev. 2022.
3 WECAREON. O que é a Intervenção na Crise? Online, 23 dez. 2021. Disponível em:
https://wecareon.com/blog/intervencao-crise/. Acesso em: 18 fev. 2022. O que significa estar em crise? Uma crise é um estado ou condição temporária em que um in-
divíduo não encontra a capacidade de lidar com um tipo específico de
problema e uma situação experiencial emocional e psicológica. Como resultado da resolução bem-sucedida das crises da vida,
observar-se-á no sujeito uma personalidade mais segura e altamente
integrada, com maior capacidade de lidar com crises futuras. De fato,
o estado atual de saúde mental de uma pessoa pode ser entendido
como “o produto da maneira como ela resolveu uma série de crises no
passado” (ELLIOT; EISDORFER, 1982). S U M Á R I O Intervenção em crise, então, será o processo de ajudar a supor-
tar um evento traumático, visando ajudar uma pessoa, família ou
grupo, de modo que a probabilidade de continuidade dos efei-
tos negativos (físicos ou emocionais) do evento seja diminuída,
e a aumenta a probabilidade de crescimento do sujeito (novas
habilidades para resolver seus problemas), com o menor custo
pessoal e social possível (WECAREON, 2021)3. 90 EXISTEM QUATRO FASES EM UMA CRISE S U M Á R I O 1. Elevação inicial do nível de tensão emocional do sujeito devido
ao impacto de um ou vários eventos externos, que o levam a ter
a sensação de “ter que fazer algo naquele exato momento para
resolver o problema”. Essa elevação inicial da tensão emocional
faz com que esses eventos sejam enfrentados de acordo com
os comportamentos habituais do sujeito e orientações para re-
solver seus problemas em outros momentos. 2. Ao não ter sucesso na resolução de problemas, a tensão au-
menta e surgem sentimentos de ineficiência, incapacidade e
desordem, principalmente se o impacto continuar. 3. Quando a tensão aumenta, outros recursos são colocados em
prática para resolver os problemas. A partir daí, a crise pode
ser desviada, seja para a redução da ameaça externa (real ou
não) pelo sucesso das estratégias de enfrentamento utilizadas,
para uma redefinição do problema ou seu significado, ou para a
renúncia de ter fixado e objetivos coerentes (reagindo pontual-
mente aos aspectos específicos do problema, mas de forma
globalmente desorganizada). S U M Á R I O Quanto menos o problema global for controlado, devido à ine-
ficácia das estratégias postas em prática, maior será o aumento da
tensão (que chegará a um ponto crucial, que varia de pessoa para pes-
soa) e maior será a desorganização. crescer o estado emocional do
indivíduo, que pode ser maior na probabilidade de perda de controle. Durante esse processo temporal e psicológico, o sujeito passa
a vivenciar paralelamente uma série de experiências que devem ser
conhecidas mais de perto e levadas em conta na hora de agir: 91 Durante a primeira fase, o sujeito tenta enquadrar o problema
percebido, mas não consegue no tempo esperado. Ele percebe seu
fracasso inicial e permanece insatisfeito, experimentando tensão e an-
siedade progressivas, com sentimentos desagradáveis e somatizantes. S U M Á R I O Durante a segunda fase, a tensão continua a aumentar e cer-
to grau de desorganização começa a ocorrer. O sujeito experimenta
sentimentos mal definidos de culpa, medo, ansiedade, etc. Diante da
sensação de fracasso, podem tentar fugir, inibir-se ou tentar repetida-
mente tentativas e erros. Até este ponto, os mecanismos usuais para
restaurar o equilíbrio atuam. Na terceira fase, à medida em que a tensão e a desorganização
aumentam, o sujeito pode ser arrastado por seus impulsos ou por ou-
tras influências, ativa ou passivamente. EXISTEM QUATRO FASES EM UMA CRISE O sujeito pode tentar redefinir
o problema total ou parcialmente, buscar novas soluções. Se isso for
eficaz, a crise será superada e isso permitirá o crescimento. Se essa
redefinição cortar a crise, mas for mal adaptada, será posto em movi-
mento um quadro neurótico que deixará sequelas. Se ele não conse-
guir resolver a situação, ele passará para uma quarta fase. Na quarta
fase, a desorganização aumenta e chega-se a um ponto de ruptura em
que podem ocorrer episódios psicóticos e comportamentos indesejá-
veis, de forma ilógica e imprevisível. S U M Á R I O No entanto, existem certas diferenças importantes entre o que
podemos considerar uma crise e o que pode ser considerado uma
situação de angústia, ansiedade ou estresse agudo. Assim, entre a
ansiedade, o medo, etc., e a crise, embora sejam muitas vezes di-
fíceis de distinguir na prática, existem algumas diferenças que são
fundamentais, pois requerem diferentes formas de intervenção. Dife-
renciadores que são importantes: 1. Os padrões de enfrentamento são diferentes: durante a crise,
a abordagem é mais pessoal, utilizando menos apoio familiar e
núcleos cerca de formais (vizinhos, amigos, etc.). 92 2. Durante a crise, o indivíduo tende a ser menos defensivo e mais
aberto a sugestões, influências e apoio, o que é caracteristica-
mente revertido em situações estressantes. S U M Á R I O 3. O resultado da crise pode ser o enfraquecimento ou o crescimen-
to diante dos problemas da vida cotidiana. Enquanto o estresse é
comumente relacionado à patologia, seu resultado é a adaptação
à deterioração e sofrimento causados pelas circunstâncias da vida. 4. A crise está relacionada a um incidente súbito e influencia o su-
jeito por um tempo limitado e relativamente curto (de minutos
a, no máximo, seis semanas). O estresse vem de um processo
crônico, que se desenvolveu ao longo do tempo e leva tempo
para desempenhar um papel autolimitante. 4. A crise está relacionada a um incidente súbito e influencia o su-
jeito por um tempo limitado e relativamente curto (de minutos
a, no máximo, seis semanas). O estresse vem de um processo
crônico, que se desenvolveu ao longo do tempo e leva tempo
para desempenhar um papel autolimitante. EXISTEM QUATRO FASES EM UMA CRISE Em linhas gerais, então, podemos considerar que uma crise é a si-
tuação em que uma pessoa se encontra como consequência do fracasso
em resolver um problema importante para ela (entendendo o problema
como “a consequência do fracasso na busca de soluções”. O grande
obstáculo é que, como dissemos antes, uma vez conhecido o problema,
sabemos que enfatizar suas dimensões e/ou importância só aumenta a
angústia, ao mesmo tempo em que diminui a capacidade de encontrar
soluções e que a tendência natural da pessoa que é motivada por seu pro-
blema é geralmente concentrar-se em sua gravidade e consequências. S U M Á R I O Intervenção em situações de crise é sinônimo de ajuda às pes-
soas que se encontram nesse tipo de dificuldade. E essa ajuda, tendo
em vista o que já foi dito em relação ao que é uma crise, como uma
pessoa se sente nessa situação e o que a causa, deve ser não apenas
respeitosa das pessoas e útil a elas, mas, acima de tudo, que não é
prejudicial para eles no momento em que ocorre, ou no futuro. Assim, a primeira coisa a considerar é que a eficácia de um ser-
viço de intervenção em crise é função da sua proximidade ao evento
desencadeante. Ou seja, a velocidade com que ela é fornecida. 93 Podemos resumir as características da intervenção em situa-
ções de crise em função do tempo, do local, das pessoas que a pres-
tam e dos objetivos que se estabelecem. S U M Á R I O •
Tempo: entre minutos e horas. Devemos lembrar que a eficácia
de um serviço de intervenção em crise aumenta ou diminui em
função da sua proximidade no tempo ou no espaço, ao local do
evento desencadeante; •
Onde: no local do primeiro contato e em outros locais que, de-
vido ao desenrolar dos acontecimentos, sejam visitados no pe-
ríodo imediatamente subsequente; Onde: no local do primeiro contato e em outros locais que, de-
vido ao desenrolar dos acontecimentos, sejam visitados no pe-
ríodo imediatamente subsequente; •
Quem: quem atua no primeiro momento, na primeira linha, ou
assume as primeiras responsabilidades; •
Objetivo: dar suporte, manter os canais de comunicação abertos,
reduzir a mortalidade, vincular recursos de ajuda de segunda li-
nha e prevenir complicações e/ou novas situações semelhantes. EXISTEM QUATRO FASES EM UMA CRISE Portanto, os objetivos de uma intervenção de crise podem ser
resumidos, em geral, em quatro grandes blocos: 1. Sobrevivência física de todos os envolvidos às consequências
que esta situação acarreta, de forma integral; S U M Á R I O 2. Controle e domínio da consciência e da razão da experiência
que esta situação supõe, de forma completa; 3. Expressão e liberação (dos sentimentos ligados à crise, que são
diferentes daqueles relacionados às causas da crise), da forma
mais livre, dentro da qual seja possível admitir; 4. Planejamento de curto prazo das mudanças e adaptações inter-
pessoais necessárias para o futuro imediato. 94 Mas, em geral, a intervenção em crise se move fundamental-
mente em três grandes grupos de objetivos: S U M Á R I O 1. Estabelecer e facilitar a comunicação (seja entre as pessoas di-
retamente envolvidas, seja entre essas pessoas e outros perso-
nagens da situação, seja com as instituições, etc.); 2. Ajudar o indivíduo e/ou a família a perceber corretamente a si-
tuação (focando a atenção em eventos específicos, seus reais
significados, seus possíveis resultados, etc.); 3. Ajudar os envolvidos a gerenciar seus sentimentos e emoções. Assim, e do ponto de vista teórico, podem distinguir-se cinco
fases sucessivas no processo de intervenção em crise: 1. Contato com pessoas; 2. Contato com problemas; 3. Redução dos problemas à sua essência; 4. Detecção dos recursos disponíveis para as pessoas envolvidas. 4. Detecção dos recursos disponíveis para as pessoas envolvidas. Determine a melhor maneira possível de aplicar os recursos dis-
poníveis aos problemas. S U M Á R I O Mas, do ponto de vista prático, como lidar com uma crise? A
abordagem genérica para qualquer situação de crise pode ser siste-
matizada em sete etapas ou fases: 1. Defina os problemas concretos; 2. Aborde os sentimentos presentes; 3. Tome decisões ou previna soluções; 4. Determine os aspectos do problema levantado, os conflitos sub-
jacentes representados na crise, ou reativados por ela; 95 5. Identifique e resolva, pelo menos parcialmente, os conflitos sub-
jacentes representados na crise, ou por ela reativados; S U M Á R I O 6. Defina os recursos individuais internos e/ou externos disponí-
veis, para a solução de crises; 7. Reduza ao máximo os efeitos desagradáveis ou desconfortáveis
relacionados à crise. EXISTEM QUATRO FASES EM UMA CRISE Trata-se de garantir que o sujeito consiga desenvolver aquelas
características de comportamento que suponham uma forma de en-
frentamento eficaz das crises, que em todo caso devem ser aquelas
possuídas pela pessoa que deve prestar a assistência e que, em
seu tempo, você deve tentar induzir em quem sofre a situação. Estes
comportamentos seriam: 1. Explorar ativamente a situação e os reais resultados ou conse-
quências buscando as informações precisas para poder tratá-la
de forma eficaz; 2. Expressão, sem reservas, de sentimentos positivos e/ou negati-
vos, enfrentando a frustração; 3. Solicitar ajuda de terceiros, se for considerado necessário; S U M Á R I O 4. Decompor os problemas em seus elementos constituintes, tor-
nando-os gerenciáveis e tratáveis; 5. Trabalhar a cada momento com apenas um aspecto específi-
co ou diferenciado do problema. Estar ciente da fadiga e das
tendências ou impulsos que permitem a desorganização das
diferentes áreas de funcionamento equilibrado, mantendo o
controle e o esforço, tanto quanto possível; 6. Administrar os sentimentos na medida do possível, aceitan-
do-os quando possível, sendo flexível e disposto a mudar se
for necessário. 96 A verdadeira dificuldade é saber avaliar em todos os momentos
como essas fases da intervenção podem ser operacionalizadas. Guar-
dadas as circunstâncias, possibilidades e disponibilidades particulares
de cada caso e de cada momento, há uma série de etapas genéricas
pelas quais o recomendado seria: S U M Á R I O 1. Estabeleça um contato com o assunto que seja o mais tranquiliza-
dor possível para ele. Dê-lhe apoio emocional (não comece repri-
mindo a expressão de suas emoções, mas canalizando-as). Alcan-
ce um contato psicológico e empático, mas sem perder a distância; 2. Examine as dimensões do problema. Obtenha todas as informa-
ções possíveis sobre o que está acontecendo com o sujeito, dê
a ele a oportunidade de “descarregar” e expresse seu interesse
nele como pessoa; 3. Faça uma formulação explicativa do que acontece com o indiví-
duo, colocando nela os fatores precipitantes ou desencadean-
tes. Explore soluções possíveis; 4. Apresente ao sujeito, se possível, sua teoria. Procure saber a opi-
nião deles sobre isso e, assim, leve-os a ver seu problema de
outra perspectiva e da forma mais objetiva (ou porque a teoria que
propomos é adequada, ou porque o sujeito não pensa assim e
tem que corrigi-la). Tente não expressá-lo de forma em que o su-
jeito se sinta culpado. EXISTEM QUATRO FASES EM UMA CRISE Seja seletivo ao focar a questão nas ques-
tões realmente cruciais, mas deixá-lo divagar um pouco quando
atinge um nível de tensão excessiva e depois voltar ao nó; S U M Á R I O 5. Explore, junto com o sujeito, possibilidades de soluções alterna-
tivas, diferentes daquela que ele está utilizando. Veja que ajuda
você pode precisar para usar outras soluções melhores do que
as que você está tentando atualmente. Ajudá-lo a tomar as deci-
sões necessárias e iniciar as ações concretas necessárias; 5. Explore, junto com o sujeito, possibilidades de soluções alterna-
tivas, diferentes daquela que ele está utilizando. Veja que ajuda
você pode precisar para usar outras soluções melhores do que
as que você está tentando atualmente. Ajudá-lo a tomar as deci-
sões necessárias e iniciar as ações concretas necessárias; 5. 97 6. Comprometa-se com o sujeito, na medida do possível, a tentar
outras soluções em troca de facilitar o que realmente está em
nossas mãos (compromisso, pacto, etc.). Verifique o início da
realização das decisões adotadas. Então, vamos ver o que deve ser feito em situações de crise: 6. S U M Á R I O Então, vamos ver o que deve ser feito em situações de crise: FASE DE CONTATO a. Você deve:
i. Ouvir com atenção;
ii. Refletir fatos e sentimentos;
iii. Comunicar a aceitação. b. Você não deve:
i. Contar a “sua própria história”;
ii. Ignorar fatos ou sentimentos;
iii. Julgar ou tomar partido. S U M Á R I O FASE DE CALIBRAÇÃO DO PROBLEMA a. Você deve:
i. Fazer perguntas claras e abertas. Pergunte às pessoas por es-
pecificidades;
ii. Avaliar todos os riscos físicos e morais existentes. b. Você não deve:
i. Responder sim/não ou perguntas alternativas; a. Você deve: i. Fazer perguntas claras e abertas. Pergunte às pessoas por es-
pecificidades; i. Fazer perguntas claras e abertas. Pergunte às pessoas por es-
pecificidades; ii. Avaliar todos os riscos físicos e morais existentes. i. Responder sim/não ou perguntas alternativas; 98 ii. Permitir abstrações ou divagações contínuas; ii. Permitir abstrações ou divagações contínuas; S U M Á R I O iii. Ignore qualquer sinal de “perigo”. iii. Ignore qualquer sinal de “perigo”. FASE DE BUSCA DE SOLUÇÃO a. Você deve:
i. Estimular a inspiração repentina do interessado. Enfrentar os
obstáculos diretamente. sem fugir;
ii. Estabelecer prioridades. b. Você não deve:
i. Permitir visão de túnel;
ii. Deixar obstáculos inexploráveis ou evitar núcleos de conflito;
iii. Tolerar misturas de problemas, necessidades ou conflitos. a. Você deve:
i. Estimular a inspiração repentina do interessado. Enfrentar os
obstáculos diretamente. sem fugir; FASE DE REALIZAÇÃO S U M Á R I O a. Deve fazer:
i. Faça apenas uma medição de cada vez;
ii. Estabeleça metas específicas a curto prazo;
iii. Revise as metas quando necessário;
iv. Seja gestor se (e somente se) for essencial. b. Não se deve:
i. Tentar resolver tudo agora e/ou ao mesmo tempo;
ii. Tomar decisões a longo prazo de forma obrigatória;
iii. Ser tímido ou mostrar sinais de insegurança (passividade) ou
domínio (agressividade); 99 FASE DE MONITORAMENTO S U M Á R I O a. Você deve:
i. Assumir o compromisso de estabelecer contato novamente
(com o mesmo ou com outro profissional, conforme o caso);
ii. Avaliar e planejar com as partes interessadas as várias etapas
da ação de resolução de problemas. b. Você não deve:
i. Deixar no ar detalhes fundamentais ou pressupor prematuramente
ii. Não realizar a avaliação ou planejamento das fases imediata-
mente futuras para sair da crise. c. Tente:
i. Escutar cuidadosamente;
ii. Refletir fatos e sentimentos;
iii. Comunicar-se internamente com você mesmo;
iv. Fazer perguntas claras;
v. Fazer uma coisa de cada vez;
vi. Definir metas;
vii. Estabelecer compromisso;
viii. Avaliar cada problema;
ix. Não fugir dos obstáculos;
x. Assumir responsabilidade. d. Procure:
i. Ignorar o que está acontecendo;
ii. Julgar a si mesmo;
iii. Culpar-se por tudo;
iv. Deixar tudo sem acabar; S U M Á R I O 100 v. Tentar resolver tudo ao mesmo momento;
vi. Assumir responsabilidades que não são suas;
vii. Mostrar insegurança;
viii. Permitir que o medo o domine. v. Tentar resolver tudo ao mesmo momento;
vi. Assumir responsabilidades que não são suas;
vii. Mostrar insegurança;
viii. Permitir que o medo o domine. S U M Á R I O viii. Permitir que o medo o domine. RESOLUÇÃO DE CONFLITOS 1. Evitação: a pessoa não pode admitir a existência de um conflito
e sua reação, portanto, pode ser evitá-lo ou negá-lo. É usado quando: •
É uma questão trivial ou há problemas mais importantes que
precisam ser resolvidos; •
É uma questão trivial ou há problemas mais importantes que
precisam ser resolvidos; •
A pessoa toma consciência de que não será capaz de satisfazer
seus desejos; •
É mais provável que surjam novos problemas; •
Você tem que fazer com que as pessoas se acalmem e recupe-
rem a objetividade; S U M Á R I O •
Outros podem resolver o conflito de forma mais satisfatória. 2. Adequação: As partes opostas querem acalmar seu oponen-
te e estão dispostas a colocar os interesses dele acima dos seus. É
usado quando: 2. Adequação: As partes opostas querem acalmar seu oponen-
te e estão dispostas a colocar os interesses dele acima dos seus. É
usado quando: •
A pessoa descobre que está errada; •
A pessoa descobre que está errada; •
As questões discutidas são mais importantes para os outros do
que para si mesmo; •
Destina-se à obtenção de crédito social em edições posteriores; 101 •
Devemos minimizar a perda porque a maioria não compartilha
nossas opiniões; S U M Á R I O •
Você quer estabelecer um clima de harmonia e estabilidade. 3. Compromisso: ocorre quando as partes são obrigadas a abrir
mão de algo e optar pela negociação, o que leva a um compromisso,
em que não há vencedores nem vencidos. É usado quando: •
As metas são importantes, mas não justificam o esforço; •
Os oponentes têm o mesmo poder e perseguem objetivos mu-
tuamente exclusivos; •
O objetivo é alcançar acordos temporários em situações com-
plexas; •
Você deseja obter soluções adequadas na falta de tempo; •
A colaboração ou competição não for conveniente. Com base em duas dimensões básicas (cooperação e assertivi-
dade), podem ser distinguidas cinco orientações diferentes de controle
de conflitos. Elas serão: S U M Á R I O 1. Competição: a pessoa tenta atingir seus objetivos sem se impor-
tar com as consequências que isso tem para os outros. É usado quando: a. A ação imediata e decisiva é vital; a. A ação imediata e decisiva é vital; b. São questões importantes, em que se faz necessário tomar me-
didas impopulares; c. RESOLUÇÃO DE CONFLITOS São questões vitais para o bem da organização (se você tem
certeza de que estamos certos); d. Há pessoas que estão se aproveitando do comportamento não
competitivo. 102 2. Colaboração: as partes desejam satisfazer os desejos ou inte-
resses da outra, por meio da cooperação e da busca de um resultado
que beneficie a todos. É usado quando: S U M Á R I O a. Uma solução integradora deve ser encontrada; O objetivo é aprender; b. O objetivo é aprender; c. Você tem que aproveitar as ideias de pessoas com pontos de
vista diferentes; d. A aceitação deve ser alcançada e o consenso alcançado; e. Você tem que resolver os sentimentos que atrapalharam o
relacionamento; f. Por meio da negociação, pretende-se chegar a um acordo com
alguém sobre algo de interesse comum. Negociar é uma medi-
da fundamental para conseguir o que se deseja e requer uma
comunicação efetiva de mão dupla para chegar a um acordo. Apesar da negociação ser uma coisa cotidiana em nossas vidas
(negociamos com nosso parceiro, com nossos pais e amigos para
dividir as tarefas domésticas, para chegar a um acordo sobre o filme
que vamos ver, para poder chegar em casa mais tarde, etc.), muitas
vezes cometemos erros frequentes e não chegamos a acordos justos
e equitativos. Às vezes, as estratégias usadas na negociação deixam
as pessoas insatisfeitas, cansadas ou alienadas. S U M Á R I O Desejamos evitar a aparência de confrontos pessoais entre as par-
tes e, portanto, decidimos fazer concessões imediatas para solucionar o
conflito. O que se busca é chegar a uma solução amigável, porém, mui-
tas vezes, o negociador que adota essa posição acaba sendo explorado. O sucesso da psicoterapia emocional é alcançado através do
estabelecimento de um bom controle emocional. As emoções negati-
vas inapropriadas são aquelas que aumentam as condições adversas 103 e o desconforto, impedindo que o problema seja resolvido. Geralmente
estão ligados a velhas situações não resolvidas, que podem levar ao
desenvolvimento de ansiedade, depressão, raiva ou culpa. S U M Á R I O Enquanto as emoções negativas apropriadas são aquelas que
ocorrem quando os desejos, necessidades e gostos da pessoa são
bloqueados e frustrados. Este último pode levar à tristeza, raiva ou
arrependimento. Para um correto controle emocional é necessário co-
nhecer os aspectos que caracterizam as emoções humanas. RESOLUÇÃO DE CONFLITOS O exercício é altamente tera-
pêutico, pois gera sensações agradáveis que afetam o humor;
•
Encontre pessoas que queiram ajudá-lo ou ouvi-lo, evitando
aquelas que destacam suas frustrações e promovem sua queda;
•
Não faça nada que faça você se sentir pior;
•
Seja seu próprio amigo, de modo que, se você se valoriza, os
outros também. Não pense que sentir-se solitário e triste é uma
fraqueza, pois faz parte do ser humano. 105
•
Esteja ciente das causas de seus próprios sentimentos de so-
lidão, aprendendo a identificar sua causa raiz antes que eles
ocorram. Apenas estar ciente desse processo o ajudará a ge-
renciá-lo emocionalmente;
•
Desenvolva descargas construtivas e criativas fazendo qualquer
coisa que estimule seu pensamento e permita que você se con-
centre em algo fora de si mesmo;
•
Tente ver as coisas positivas em sua própria vida, porque você
precisa tê-las;
•
Cultive a capacidade de aproveitar a vida cotidiana. Tire um tem-
po para apreciar e desfrutar da grande variedade de paisagens,
sons e situações que o cercam (passeie por um parque, ouça
um concerto, desenvolva atividades com seus amigos, etc.);
•
Envolva-se em algo emocionante e construtivo, evitando cair na
sensação de vazio e medo do futuro;
•
Identifique e dê as perspectivas adequadas a cada medo, por-
que a incerteza é o inimigo oculto mais perigoso;
•
Aprenda a se recompensar, pois tendemos a ser generosos com
os outros, mas não com nós mesmos;
•
Envolva-se em atividades físicas. O exercício é altamente tera-
pêutico, pois gera sensações agradáveis que afetam o humor;
•
Encontre pessoas que queiram ajudá-lo ou ouvi-lo, evitando
aquelas que destacam suas frustrações e promovem sua queda;
•
Não faça nada que faça você se sentir pior;
•
Seja seu próprio amigo, de modo que, se você se valoriza, os
outros também. Não pense que sentir-se solitário e triste é uma
fraqueza, pois faz parte do ser humano. •
Esteja ciente das causas de seus próprios sentimentos de so-
lidão, aprendendo a identificar sua causa raiz antes que eles
ocorram. RESOLUÇÃO DE CONFLITOS Eles são: •
Uma situação concreta; •
Uma série de reações ou sensações fisiológicas específicas
(aceleração do pulso e da respiração, tensão muscular, etc.); •
Uma série de reações ou sensações fisiológicas específicas
(aceleração do pulso e da respiração, tensão muscular, etc.); •
Certos pensamentos; •
Certos pensamentos; •
Um tipo de respostas concretas apropriadas a essa situação. Estabeleça uma série de medidas para controlar o estresse tanto
no nível individual, no nível da equipe e no nível da instituição-organização: Conheça as principais formas de prevenção do estresse laboral; S U M Á R I O •
Estude as formas de proceder perante uma intervenção em si-
tuações de crise; •
Relacione o estresse no trabalho com a resolução de conflitos Para prevenir e gerir o estresse a nível pessoal, existem dife-
rentes estratégias que podemos desenvolver a nível íntimo, para nos
encontrarmos, tais como: •
Evite gastar muito tempo ruminando problemas pessoais, am-
pliando-os e caindo em um ciclo de autopiedade, auto-degra-
dação e improdutividade pessoal; •
Evite gastar muito tempo ruminando problemas pessoais, am-
pliando-os e caindo em um ciclo de autopiedade, auto-degra-
dação e improdutividade pessoal; 104 •
Esteja ciente das causas de seus próprios sentimentos de so-
lidão, aprendendo a identificar sua causa raiz antes que eles
ocorram. Apenas estar ciente desse processo o ajudará a ge-
renciá-lo emocionalmente;
•
Desenvolva descargas construtivas e criativas fazendo qualquer
coisa que estimule seu pensamento e permita que você se con-
centre em algo fora de si mesmo;
•
Tente ver as coisas positivas em sua própria vida, porque você
precisa tê-las;
•
Cultive a capacidade de aproveitar a vida cotidiana. Tire um tem-
po para apreciar e desfrutar da grande variedade de paisagens,
sons e situações que o cercam (passeie por um parque, ouça
um concerto, desenvolva atividades com seus amigos, etc.);
•
Envolva-se em algo emocionante e construtivo, evitando cair na
sensação de vazio e medo do futuro;
•
Identifique e dê as perspectivas adequadas a cada medo, por-
que a incerteza é o inimigo oculto mais perigoso;
•
Aprenda a se recompensar, pois tendemos a ser generosos com
os outros, mas não com nós mesmos;
•
Envolva-se em atividades físicas. RESOLUÇÃO DE CONFLITOS Apenas estar ciente desse processo o ajudará a ge-
renciá-lo emocionalmente; S U M Á R I O Desenvolva descargas construtivas e criativas fazendo qualquer
coisa que estimule seu pensamento e permita que você se con-
centre em algo fora de si mesmo; Desenvolva descargas construtivas e criativas fazendo qualquer
coisa que estimule seu pensamento e permita que você se con-
centre em algo fora de si mesmo; •
Tente ver as coisas positivas em sua própria vida, porque você
precisa tê-las; •
Cultive a capacidade de aproveitar a vida cotidiana. Tire um tem-
po para apreciar e desfrutar da grande variedade de paisagens,
sons e situações que o cercam (passeie por um parque, ouça
um concerto, desenvolva atividades com seus amigos, etc.); •
Envolva-se em algo emocionante e construtivo, evitando cair na
sensação de vazio e medo do futuro; Envolva-se em algo emocionante e construtivo, evitando cair na
sensação de vazio e medo do futuro; •
Identifique e dê as perspectivas adequadas a cada medo, por-
que a incerteza é o inimigo oculto mais perigoso; •
Aprenda a se recompensar, pois tendemos a ser generosos com
os outros, mas não com nós mesmos; S U M Á R I O •
Envolva-se em atividades físicas. O exercício é altamente tera-
pêutico, pois gera sensações agradáveis que afetam o humor; •
Encontre pessoas que queiram ajudá-lo ou ouvi-lo, evitando
aquelas que destacam suas frustrações e promovem sua queda; •
Não faça nada que faça você se sentir pior; •
Seja seu próprio amigo, de modo que, se você se valoriza, os
outros também. Não pense que sentir-se solitário e triste é uma
fraqueza, pois faz parte do ser humano. 105 Uma forma eficaz de prevenção e intervenção a nível pessoal é
mudar a nossa forma de encarar a vida. O trabalho deve nos satisfazer
e ter objetivos viáveis, se possível, dentro da área mais próxima das
preferências pessoais. RESOLUÇÃO DE CONFLITOS S U M Á R I O Para realizar esta mudança de abordagem que estamos suge-
rindo, é muito importante levar em conta algumas recomendações: •
Não seja um perfeccionista, porque a perfeição é impossível; •
Não seja um perfeccionista, porque a perfeição é impossível; •
Lembre-se de que somos todos diferentes e que o que funciona
para os outros não necessariamente funciona para si mesmo; •
Pergunte-se se nossos problemas são realmente críticos, pois
muitas vezes, depois de analisá-los, percebemos que não são
grande coisa; •
Pense positivamente, pois é mais saudável contemplar o lado po-
sitivo da vida, mesmo que sinta que está falhando na tentativa; •
Não adie a resolução de problemas ou conflitos irritantes, pois o
fato de estar atento gera mais ansiedade; •
Não afunde ou desça por não atingir plenamente os seus objetivos. •
Não afunde ou desça por não atingir plenamente os seus objetivo S U M Á R I O No entanto, nem sempre é fácil fazer com que esse tipo de estra-
tégia funcione, pois, em muitas ocasiões, é difícil nos conscientizarmos
de que há um problema e de que precisamos fazer alguma mudança. Quando nos encontramos numa situação de estresse, mais
concretamente de estresse laboral, pode ser necessário outro tipo de
intervenção, externa à própria pessoa. A ideia principal é tentar iden-
tificar os agentes que causam esse estresse, conscientizar a pessoa
sobre eles, mostrar as possibilidades de resolução da situação e ge-
renciamento inteligente do estresse. 106 As técnicas de atenção, que consistem em métodos para ajudar
as pessoas a resolver suas reações fisiológicas e psicológicas, com es-
tratégias para reduzir o estresse no ambiente de trabalho, são muito úteis. Estes consistem em exercícios de relaxamento, autotreinamento, exercí-
cios de respiração, autoestima, meditação, etc. De forma complementar,
são também ensinadas estratégias de gestão do tempo, priorização de
problemas, desenvolvimento da capacidade de planeamento, técnicas de
negociação, capacidade de decisão e resolução de conflitos. S U M Á R I O Para a prevenção do estresse através de uma intervenção no
indivíduo, é necessário saber em que “pontos” o problema pode ori-
ginar-se e, portanto, em que aspetos temos de intervir. Basicamente,
as dificuldades podem ter origem em um ou vários aspectos. RESOLUÇÃO DE CONFLITOS A seguir,
descreveremos alguns deles: Devido ao processamento cognitivo defeituoso, uma situação
pode ser percebida de forma diferente por diferentes sujeitos, de modo
que para alguns pode ser ameaçadora, e para outros, motivadora. Essas diferenças ocorrem porque, diante de uma mesma situação,
nem todos coletam as mesmas informações, pois nem todos prestam
atenção nas mesmas coisas. A relevância dessa situação ou como
ela me afeta ou meu futuro também é percebida de forma diferente. Um indivíduo também pode ter dificuldades devido ao fato de valorizar
inadequadamente suas capacidades de resposta, o que acarretará a
escolha de um ou outro tipo de métodos de enfrentamento. S U M Á R I O Estratégias para modificar essa situação buscam: •
A adaptação do indivíduo em relação a que ou quanta informa-
ção coletar e como coletá-la; •
A adaptação do indivíduo em relação a que ou quanta informa-
ção coletar e como coletá-la; •
A rápida identificação de aspectos que podem ser relevantes e
a concentração nesses aspectos; •
A rápida identificação de aspectos que podem ser relevantes e
a concentração nesses aspectos; 107 •
O foco da atenção do indivíduo em informações úteis para re-
solver o problema e não focar sua atenção em seu próprio
estado emocional; S U M Á R I O •
A modificação dos esquemas errôneos sob os quais percebe e
sob os quais atua (atenção seletiva, atribuições generalizantes,
interpretação polarizada, etc.); A modificação dos esquemas errôneos sob os quais percebe e
sob os quais atua (atenção seletiva, atribuições generalizantes,
interpretação polarizada, etc.); •
Avaliação adequada de suas próprias capacidades. •
Avaliação adequada de suas próprias capacidades. Avaliação adequada de suas próprias capacidades. Em suma, busca-se que a pessoa tenha uma perspectiva mais
ampla e saiba valorizar a informação obtida em sua justa medida. De-
vido às demandas excessivas do ambiente, por falta de comportamen-
tos de enfrentamento ou uso inadequado deles. Em algumas situações, o que é exigido de nós em nosso tra-
balho é excessivo. Desta forma nós nos deparamos com problemas
que são muito difíceis para lidarmos. Pode-se dizer que para combater
essas situações existe uma recomendação genérica de que a organi-
zação deve ajustar as demandas de seus trabalhadores, levando em
consideração suas capacidades, necessidades e expectativas. No en-
tanto, embora este seja um problema que “vem de fora”, a pessoa tem
certa margem de manobra para modificar essas condições. Às vezes
ele não sabe como enfrentar a situação, o que pode ser por quê: S U M Á R I O •
Ele percebeu adequadamente o que é exigido dele e sabe quais
comportamentos deve emitir, mas não os possui; •
Não sabe selecionar a resposta correta entre todos os compor-
tamentos que poderiam ser realizados; •
Ele tem comportamentos adequados, mas não é capaz de emi-
ti-los no momento preciso, seja porque não sabe discriminar
quando devem ser realizados, seja porque certas situações ge-
ram respostas emocionais (medo, ansiedade, etc.) de tal mag-
nitude que o impedem de responder. •
Ele tem comportamentos adequados, mas não é capaz de emi-
ti-los no momento preciso, seja porque não sabe discriminar
quando devem ser realizados, seja porque certas situações ge-
ram respostas emocionais (medo, ansiedade, etc.) de tal mag-
nitude que o impedem de responder. 108 Aparecimento de respostas fisiológicas
e emocionais inadequadas S U M Á R I O Diante de uma situação estressante, a pessoa desenvolve uma
série de reações fisiológicas e emocionais inadequadas (tensão físi-
ca e emocional, ansiedade, fadiga, etc.). A presença dessas reações,
além de serem os primeiros sintomas de estresse, interferem em outras
áreas do indivíduo. Estas respostas inadequadas produzem grandes
distorções no nível cognitivo (o modo de perceber a situação) e com-
portamental (o modo de controlar a situação). A intervenção neste nível
é direcionada para controlar essas respostas emocionais. O conceito de estresse no trabalho é muitas vezes confundido
com desafio, mas são teorias diferentes. O desafio nos revigora psico-
logicamente e fisicamente e nos motiva a aprender novas habilidades e
dominar nossos trabalhos. Quando enfrentamos um desafio, nos senti-
mos relaxados e satisfeitos. Portanto, o desafio é uma parte importante
do trabalho saudável e produtivo e é a esse conceito que nos referimos
quando dizemos que “um pouco de estresse faz bem”. Em nível técnico S U M Á R I O As pessoas costumam falar de “prevenção de conflitos” para se
referir à necessidade de agir antes que eles explodam (crise) e se ma-
nifestem em sua forma mais dura. Tudo isso nos leva a não poder, nem
querer, falar sobre prevenção de conflitos. Se considerarmos o conflito
como um conflito de interesses, é inútil falar em prevenção. O processo de intervenção diante da crise nos leva a: O processo de intervenção diante da crise nos leva a: •
uma explicação adequada do conflito, incluindo a sua dimen-
são humana; •
uma explicação adequada do conflito, incluindo a sua dimen-
são humana; 109 •
uma compreensão das mudanças estruturais necessárias para
eliminar suas causas; S U M Á R I O •
promoção de condições que criem um clima adequado e favo-
reçam relações cooperativas que diminuam o risco de novos
surtos, aprendendo a lidar e resolver contradições antes que se
tornem antagonismos. Promova uma boa comunicação A boa comunicação é fundamental no processo de aprender a
resolver conflitos de forma não violenta, pois o diálogo é uma de suas
principais ferramentas. Coloque em prática jogos e dinâmicas que nos
permitam desenvolver uma comunicação eficaz, que realmente nos
ensine a dialogar e a ouvir o outro de forma ativa e empática. Trabalharemos os diferentes canais de comunicação e sua im-
portância. Por um lado, temos o canal verbal. É importante trabalhar
e observar como, apesar de ser o canal mais utilizado e mais preciso
para uma das seções de comunicação, a transmissão da mensagem,
no entanto, pode gerar muitas confusões e mal-entendidos. Aprenda
a estabelecer um código comum, não tomando nada como garanti-
do, mas verificando se realmente estamos nos entendendo e falando
sobre a mesma coisa e/ou entendendo as palavras com as quais
estamos lidando da mesma maneira. Tudo isso será especialmente
relevante em situações de conflito. S U M Á R I O Apesar da importância da comunicação verbal, não devemos
esquecer os canais não verbais e como a comunicação não tem ape-
nas o aspecto da informação (a mensagem), mas também o aspec-
to relacional que faz a mesma mensagem pode ser interpretado de
maneiras muito diferentes. São canais que nos permitirão transmitir 110 melhor emoções, sentimentos, etc. que muitas vezes estão por trás
das posições ou posturas que tomamos em muitos conflitos. S U M Á R I O Aprender a ter coerência entre os dois aspectos da comunica-
ção (informativa e relacional) e entre o que alguns canais transmitem e
outros, será essencial. Se as palavras dizem uma coisa e os canais não
verbais dizem outra, perde-se credibilidade e confiança. A mensagem
não passa e mais conflito e confusão são criados. Também será muito importante trabalhar a escuta ativa. Não se
trata apenas de ouvir, mas também de fazer a outra pessoa sentir que
me importo com o que ela diz, que ela está sendo ouvida. Podemos
fazer isso tanto verbalmente (parafraseando empaticamente, verifican-
do, fazendo perguntas esclarecedoras.Trabalhar aspectos da comuni-
cação envolve muito mais coisas: aprender a tomar e usar a palavra,
a se expressar, a respeitar quando outra pessoa a tem, a colocar em
prática técnicas que permitam uma distribuição justa da palavra, etc. Tomada de decisão por consenso Tudo o que foi dito acima deve ser colocado em prática apren-
dendo a tomar decisões consensuais, de forma igualitária, participativa
e não sexista. Vá além da votação e das maiorias, e aprenda a tomar
decisões em que todos tenham tido a oportunidade de se expressar
e sintam que sua opinião foi levada em consideração na decisão final. Para aprender isso, é preciso colocar em prática, o que significa abrir
mão de parcelas de responsabilidade/poder e dar espaços para tomar
decisões. Como sempre com a ideia de processo. Começaremos dan-
do a oportunidade de tomar decisões sobre questões simples, para
gradualmente decidir sobre coisas cada vez mais são importantes. S U M Á R I O Mude suas atitudes pessoais em relação à profissão e ao trabalho! 111 Um dos aspectos mais importantes quando se trata de preve-
nir o burnout (ou superá-lo, se já estivermos em uma de suas fases),
é o componente de atitudes. E, para mudá-los, você tem que mudar
seus pensamentos. S U M Á R I O Vamos fazer a seguinte reflexão: seus pensamentos são a forma
como você interpreta a realidade, o prisma pelo qual você a vê. Se esse
prisma tende a ser negativo, muitas vezes você verá as coisas mais
desfavoráveis do que realmente são. Cada vez que algo der errado,
você interpretará como uma ratificação de sua opinião, de tal forma
que as situações que você vê como adversas serão progressivamente
mais frequentes, até que finalmente você interprete tudo ou pratica-
mente tudo como negativo. É daí que nascem suas atitudes, que são
as que marcarão o humor com que você encara suas experiências e a
maneira como você se comporta em relação a elas. Uma situação objetivamente desfavorável no trabalho pode ser
abordada de vários ângulos: •
Perceba tudo como negativo, estressante e, assim, corra um
certo risco de se esgotar; •
Escolha ver tanto o lado positivo quanto o lado negativo da reali-
dade, analisando o que você pode mudar e como, bem como o
que você tem que se resignar a aceitar, tentando assim minimi-
zar os danos pessoais que a situação pode-lhe causar; S U M Á R I O Finalmente, você pode avaliar se esse trabalho não vale o preço
que você está pagando por ele, tanto física quanto mentalmen-
te, e decidir deixá-lo. Tomada de decisão por consenso Mas seria desejável que você o fizesse a
partir de uma visão realista de como as coisas são, e não de
uma interpretação distorcida que o leve a ver o que está aconte-
cendo ao seu redor pior do que é. 112 Atitudes frente ao conflito S U M Á R I O Competição (ganhar/perder). Encontramo-nos numa situação
em que conseguir o que quero, afirmar os meus objetivos, as minhas
metas, é o mais importante, por mais que tenha de passar por cima de
meus medos. Eu não me importo com o relacionamento. No modelo da
competição levada até as últimas consequências, o importante é que eu
ganhe e para isso o mais fácil é que os outros percam. Vemos isso cons-
tantemente nos esportes, por exemplo. Essa perda, às vezes, traduz-se
não apenas no fato de o outro não atingir seus objetivos, mas em ser
eliminado ou destruído (discriminação, exclusão, expulsão, anulação). Aceitação (perder/ganhar). Contanto que eu não confronte a ou-
tra parte, não afirmo ou mesmo declaro meus objetivos. É um modelo
tão difundido ou mais do que a concorrência. Muitas vezes, confundi-
mos respeito, boa educação, com não fazer valer nossos direitos por-
que isso pode causar tensão ou desconforto. Nós aguentamos até não
aguentarmos mais e então destruímos a nós mesmos ou a outra parte. Evasão (perder/perder). Nem os objetivos nem o relacionamen-
to vão bem, nenhum deles é alcançado. S U M Á R I O Cooperação (eu ganho/você ganha). Nesse modelo, atingir os
objetivos é muito importante, mas o relacionamento também. Tem mui-
to a ver com algo muito intrínseco à filosofia “não-violenta”: o fim e os
meios têm que ser consistentes. É o modelo para o qual vamos tentar
direcionar o processo educacional. É um modelo em que só funcionam
as soluções ganho-ganha. Negociação. Alcançar a cooperação plena é muito difícil, razão
pela qual se propõe outro modelo em que ambas as partes ganham
fundamentalmente, uma vez que não podem chegar a 100%. Há pes-
soas que, quando falam em negociação, estão na verdade pensando 113 em uma mera tática do modelo de competição. Se uma das duas par-
tes não sair com a sensação de que o fundamental venceu, não esta-
mos nesse modelo, mas no de competição ou acomodação. S U M Á R I O É muito fácil confundir cooperar com o que chamamos de ser
uma pessoa boa ou acomodada. Cooperar não é acomodar, não pode
ser abrir mão do que é fundamental para nós. Sem ceder, você pode ne-
gociar, na verdade, você não deve ceder fundamentalmente. Outra coisa
diferente é que você pode comprometer o que é menos importante. Atitudes frente ao conflito O próprio diagrama dá algumas pistas sobre isso. Em circuns-
tâncias em que o que está em jogo não é importante para nós e quem
está em jogo é alguém que mal conhecemos e com quem quase não
temos relacionamento, provavelmente a melhor opção é algo que a
princípio pode parecer muito negativo, como evitar conflitos. No entanto, este esquema também nos diz algo muito importan-
te, que quanto mais importantes forem os objetivos e o relacionamen-
to, mais importante será aprender a cooperar. Nessas circunstâncias,
os modelos perde-ganha e ganha-perde não funcionarão no médio e
curto prazo e nos levarão a uma situação em que todos perdemos. Um exemplo poderia ser a tomada de decisões por maiorias
estreitas em uma faculdade. O grupo que perder a votação não
sairá particularmente feliz. Se isso acontece com frequência, o que
vai acabar acontecendo é que eles colocarão obstáculos para que
a decisão seja realizada ou que gradualmente se inibam das res-
ponsabilidades e tarefas do centro. O que pode parecer a melhor
estratégia individual es a estratégia coletiva, mas a pior estratégia
individual quando estamos interagindo com outras pessoas e isso
é algo que não entendemos completamente. S U M Á R I O O grande desafio é começar a fazer com que as partes vejam
que cooperar para construir é melhor, não só do ponto de vista ético,
mas também do ponto de vista da eficiência. Em todo conflito, de 114 alguma forma, as partes cooperam, mas para destruir uma à outra. Se concordassem em cooperar para construir, alcançariam soluções
muito melhores e mutuamente satisfatórias. S U M Á R I O Mas, sem dúvida, a melhor solução seria não ter que detectar
que alguém está em situação crítica, pois a prevenção seria possível
e eficaz. Como é lógico, a prevenção exige tanto a detecção precoce
dos sinais que indicam o perigo da situação, quanto o conhecimento
do processo de desenvolvimento de uma crise e quais são as fases
pelas quais um indivíduo passa de uma situação normal até atingir
aquela situação crítica. Sabemos que a passagem da normalidade para a situação de
crise ocorre, em linhas gerais, em quatro fases: 1. Elevação inicial do nível de tensão emocional do sujeito devido
ao impacto de um ou vários eventos externos, que o levam a ter
a sensação de “ter que fazer algo naquele exato momento para
resolver o problema”. Atitudes frente ao conflito Essa elevação inicial da tensão emocional
faz com que esses eventos sejam enfrentados de acordo com
os comportamentos habituais do sujeito e orientações para re-
solver seus problemas em outros momentos; S U M Á R I O 2. Ao não ter sucesso na resolução de problemas, a tensão au-
menta e surgem sentimentos de ineficiência, inadequação e de-
sordem, principalmente se o impacto continuar; 3. Quando a tensão aumenta, outros recursos destinados à solução
são lançados. A partir daí, a crise pode ser desviada, seja para
a redução da ameaça externa (real ou não) pelo sucesso das
estratégias de enfrentamento utilizadas, para uma redefinição do
problema ou seu significado, ou para a renúncia de ter fixado e
objetivos coerentes (reagindo pontualmente aos aspectos espe-
cíficos do problema, mas de forma globalmente desorganizada); 115 4. Quanto menos o problema global for controlado, devido à inefi-
cácia das estratégias postas em prática, maior será o aumento
da tensão (que aumentará a um ponto crucial, que varia de uma
pessoa para outra) e maior será a desorganização emocional é
a probabilidade de perda de controle. S U M Á R I O Durante esse processo temporal e psicológico, o sujeito vive si-
multaneamente uma série de experiências que convém conhecer com
mais cuidado e levar em conta ao agir: 1. Na primeira fase, o sujeito tenta enquadrar o problema per-
cebido, mas não consegue no tempo esperado. Ele percebe
seu fracasso inicial e permanece insatisfeito, experimentando
tensão e ansiedade progressivas, com sentimentos desagra-
dáveis e somatizantes; 2. A segunda fase, a tensão continua a aumentar e um certo grau
de desorganização começa a ocorrer. O sujeito experimenta
sentimentos mal definidos de culpa, medo, ansiedade; 3. Na terceira fase, à medida em que a tensão e a desorganização
aumentam, o sujeito pode ser arrastado por seus impulsos ou
por outras influências, ativa ou passivamente. O sujeito pode
tentar redefinir o problema total ou parcialmente, para encontrar
novas soluções. Se isso for eficaz, a crise será superada e isso
permitirá o crescimento. Se essa redefinição cortar a crise, mas
for mal adaptada, será lançado um quadro neurótico que deixa-
rá sequelas. Se ele não conseguir resolver a situação, ele passa-
rá para uma quarta fase. A desorganização aumenta e atinge um
ponto de ruptura no qual podem ocorrer episódios psicóticos e
comportamentos indesejáveis, de forma lógica e imprevisível. 3. Atitudes frente ao conflito Na terceira fase, à medida em que a tensão e a desorganização
aumentam, o sujeito pode ser arrastado por seus impulsos ou
por outras influências, ativa ou passivamente. O sujeito pode
tentar redefinir o problema total ou parcialmente, para encontrar
novas soluções. Se isso for eficaz, a crise será superada e isso
permitirá o crescimento. Se essa redefinição cortar a crise, mas
for mal adaptada, será lançado um quadro neurótico que deixa-
rá sequelas. Se ele não conseguir resolver a situação, ele passa-
rá para uma quarta fase. A desorganização aumenta e atinge um
ponto de ruptura no qual podem ocorrer episódios psicóticos e
comportamentos indesejáveis, de forma lógica e imprevisível. S U M Á R I O No entanto, existem algumas diferenças importantes entre o que
podemos considerar uma situação de crise e o que pode ser conside-
rado uma situação de angústia, ansiedade ou estresse agudo. Assim, 116 entre a ansiedade, o medo, etc., e a crise, embora muitas vezes sejam
difíceis de distinguir na prática, existem algumas diferenças que são
fundamentais, pois requerem diferentes formas de intervenção. S U M Á R I O S U M Á R I O 117 117 SOBRE O AUTOR S U M Á R I O Robson Marins de Abreu Estudante de psicologia, blogueiro, pensador. Marins Escreve de uma forma
metódica, seus livros de poemas, pensamentos, reflexões, da realidade que
vive e sofre e também das experiências de pessoas próximas com quem
convive e compartilha experiências de todos os tipos. Atualmente combina
a escrita e publicação de suas obras com estudos em filosofia, psicologia. Em 2019 foi selecionado para participar na III Antologia de Poesia Hispano-A-
mericana Contemporânea Y lo demás es silencio, realizado na Universidade
Autónoma de Madrid. CONSIDERAÇÕES FINAIS S U M Á R I O A todos que vivem em uma guerra interna, com conflitos inter-
nos, todos temos direito à vida. Não importa a classe social ou raça,
há prazer em viver, e muitas vezes viver significa aprender a ganhar,
perder, chorar e rir. Pare de rotular as pessoas que falam sobre seus problemas
quando na verdade elas estão apenas procurando alguém para ouvi-las. A vida é um presente que deve ser desfrutado, não se permita
viver a história dos outros, aprenda com a sua e ensine aos outros
que você também faz parte desse grande universo e que não existem
pessoas especiais. S U M Á R I O 118 É autor dos livros: S U M Á R I O Superar a paixão enganosa - (2017)
As armadilhas do amor – (2018)
Afogando-se em silêncio – (2020)
O armário secreto - (2021)
Eu não te perdôo, quando o perdoar é um conflito (2021)
Sua pagina web: https://marinsbreu.com Superar a paixão enganosa - (2017)
As armadilhas do amor – (2018)
Afogando-se em silêncio – (2020)
O armário secreto - (2021)
Eu não te perdôo, quando o perdoar é um conflito (2021)
Sua pagina web: https://marinsbreu.com Afogando-se em silêncio – (2020) Eu não te perdôo, quando o perdoar é um conflito (2021) Sua pagina web: https://marinsbreu.com 119 119
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https://openalex.org/W2963118843
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https://europepmc.org/articles/pmc6820803?pdf=render
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English
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<i>Streptococcus mutans</i> isolated from a 4‐year‐old girl diagnosed with infective endocarditis
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Clinical and experimental dental research
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cc-by
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K E Y W O R D S biofilm, infective endocarditis, Streptococcus mutans O R I G I N A L A R T I C L E O R I G I N A L A R T I C L E Streptococcus mutans isolated from a 4-year-old girl diagnosed
with infective endocarditis Yoshio Kondo1
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Tomonori Hoshino1,2
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Midori Ogawa3
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Kiyoshi Hidaka1
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Tomoyuki Hasuwa4
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Hiroyuki Moriuchi4
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Taku Fujiwara1 Correspondence Results: The isolated strain was S. mutans serotype e. However, its morphology was
observed to be short chains, unlike that of the NCTC 10449 reference strain. Fibrino-
gen adhesion and biofilm formation were more apparent than in NCTC 10449. The
fingerprinting pattern showed that HM came from the patient's saliva. Conclusions: HM differs from NCTC 10449 in its higher fibrinogen affinity. HM was
also found to be derived from the oral cavity. These results highlight the importance
of good oral hygiene for the prevention of IE in children. K E Y W O R D S
biofilm, infective endocarditis, Streptococcus mutans Yoshio Kondo1
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Tomonori Hoshino1,2
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Midori Ogawa3
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Kiyoshi Hidaka1
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Tomoyuki Hasuwa4
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Hiroyuki Moriuchi4
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Taku Fujiwara1 1Department of Paediatric Dentistry, Nagasaki
University Graduate School of Biomedical
Sciences, Nagasaki, Japan
2Department of Paediatric Dentistry, Meikai
University School of Dentistry, Saitama, Japan
3Department of Microbiology, School of
Medicine, University of Occupational and
Environmental Health Japan, Kitakyushu,
Japan
4Department of Paediatrics, Nagasaki
University Graduate School of Biochemical
Sciences, Nagasaki, Japan
Correspondence
Taku Fujiwara, Department of Paediatric
Dentistry, Nagasaki University Graduate
School of Biomedical Sciences, 1-7-1
Sakamoto, Nagasaki, Japan. Email: takufuji@nagasaki-u.ac.jp
Funding information
Japan Society for the Promotion of Science,
Grant/Award Numbers: 16K11808, 19K10388 1Department of Paediatric Dentistry, Nagasaki
University Graduate School of Biomedical
Sciences, Nagasaki, Japan
2Department of Paediatric Dentistry, Meikai
University School of Dentistry, Saitama, Japan
3Department of Microbiology, School of
Medicine, University of Occupational and
Environmental Health Japan, Kitakyushu,
Japan
4Department of Paediatrics, Nagasaki
University Graduate School of Biochemical
Sciences, Nagasaki, Japan
Correspondence
Taku Fujiwara, Department of Paediatric
Dentistry, Nagasaki University Graduate
School of Biomedical Sciences, 1-7-1
Sakamoto, Nagasaki, Japan. Email: takufuji@nagasaki-u.ac.jp
Funding information
Japan Society for the Promotion of Science,
Grant/Award Numbers: 16K11808, 19K10388 Abstract Objectives: Infective endocarditis (IE) has an extremely high fatality rate. In this
study, we isolated a strain of Streptococcus mutans, which we called HM, from the
blood drawn from a 4-year-old girl diagnosed with IE. We aimed to fully type the HM
strain and investigate its biological properties, including its virulence with respect to
IE. Material and methods: A 16S rRNA phylogenetic tree and glucosyltransferase gene
sequences were used to type HM. Serotyping was performed using the Ouchterlony
method. Morphological observations were made using phase contrast and electron
microscopy. Fibrinogen adhesion and biofilm formation were investigated to examine
the tissue colonization properties of HM, whereas its bodily origin was determined
from its fingerprinting pattern. Received: 12 February 2019
Revised: 3 June 2019
Accepted: 10 June 2019 Received: 12 February 2019
Revised: 3 June 2019
Accepted: 10 June 2019 Received: 12 February 2019
Revised: 3 June 2019
Accepted: 10 June 2019
DOI: 10.1002/cre2.220 wileyonlinelibrary.com/journal/cre2
5\34 2.2 | Bacterial strains The bacterial strain isolated from the patient's blood sample, desig-
nated here as strain HM, was stored at −70C until use. S. mutans
NCTC 10449 was used as the reference strain (Hardie & Genus Strep-
tococcus, 1986; Smibert et al., 1994). Both strains were grown anaer-
obically in brain heart infusion (BHI) broth (Difco Laboratories) and on
trypticase soy agar plates (Difco Laboratories) supplemented with
defibrinated sheep blood (5% vol/vol). 2.3 | Determining the species isolated from the
specimen IE is most frequently caused by staphylococci or streptococci bac-
teria (Hall-Stoodley, Costerton, & Stoodley, 2004; Moreillon & Que,
2004; Murdoch et al., 2009). Population-based cohort studies show
that viridans group streptococci are the most common IE-causing
organisms, followed by Staphylococcus aureus (Tleyjeh et al., 2005). Viridans group streptococci constitute the largest group among the
streptococci, which are also known to be the most prevalent bacterial
group in the oral cavity. Within the viridans streptococcal group,
Streptococcus sanguinis and Streptococcus oralis are the pathogens
most frequently isolated from patients with IE. Streptococcus mutans,
a well-known cariogenic bacterium, also belongs to the viridans strep-
tococcal group. Although this bacterium has also been reported as an
IE-causing pathogen, its detection frequency is very low (Douglas,
Heath, Hampton, & Preston, 1993). Therefore, we analyzed the
genetic and biological characteristics of the bacterial strain we isolated
from a 4-year-old girl diagnosed with IE and investigated its relation-
ship with IE. A phylogenetic tree based on 16S rRNA was constructed using MEGA
(ver. 7.0) by the neighbor-joining method. The 16S rRNA DNA
sequences from the data published for oral streptococci that were
used in this study are as follows: Streptococcus mitis NCTC 12261
(GenBank accession D38482.1), Streptococcus pneumoniae NCTC
7465 (X58312.1), S. oralis CCUG 24891 (DQ303190.1), Streptococcus
gordonii
NCTC
7865
(D38483.1),
S. sanguinis
JCM
5708
(AB596946.1), Staphylococcus intermedius SK54 (JN787124.1), Strep-
tococcus constellatus ATCC 27823 (Z69041.1), Streptococcus anginosus
ATCC 33397 (Z69038.1), Streptococcus pyogenesis ATCC 12344
(AB002521.1), Streptococcus bovis ATCC 33317 (M58835.1), Strepto-
coccus vestibularis CCRI 17387 (FJ154805.1), Streptococcus salivarius
CCUG 7215 (FJ154803.1), Streptococcus sobrinus ATCC 33478
(AY188349.1), S. mutans NCTC 10449 (X58303.1), and our own previ-
ously determined database sequence for the S. mutans HM strain
(NZ_BDOS00000000.1; Kondo et al., 2017). made a recommendation to not use preventative antibiotics in all
patients, including those in the high-risk group (Excellence NIfHaC,
2008). diagnosed with IE according to the Duke diagnostic criteria. For treat-
ment, based on the sensitivity profile revealed by the antibiotic test
results, ampicillin was selected and infused intravenously. An antipy-
retic effect was observed the next day, and antibiotic therapy was
administered for a total of 4 weeks. Blood culture tests after the anti-
microbial therapy were negative, and the patient remained apyrexial. After discharge, she visited pediatric dentistry; a few dental caries
were observed, and poor oral hygiene was evident. diagnosed with IE according to the Duke diagnostic criteria. For treat-
ment, based on the sensitivity profile revealed by the antibiotic test
results, ampicillin was selected and infused intravenously. An antipy-
retic effect was observed the next day, and antibiotic therapy was
administered for a total of 4 weeks. Blood culture tests after the anti-
microbial therapy were negative, and the patient remained apyrexial. After discharge, she visited pediatric dentistry; a few dental caries
were observed, and poor oral hygiene was evident. After changing the guidelines, the number of preventative antibi-
otic administrations has dropped sharply in the United Kingdom
(Dayer et al., 2015; Thornhill et al., 2011). A slight but statistically sig-
nificant increase in the number of IE episodes was observed after
5 years (Dayer et al., 2015). Regarding the U.S. and European coun-
tries except the United Kingdom, there are various reports about the
increase or decrease in the incidence of IE (Bikdeli et al., 2013; Cahill
et al., 2017; DeSimone et al., 2015; Duval et al., 2012; Erichsen,
Gislason, & Bruun, 2016; Keller et al., 2017; Mackie, Liu, Savu, Marelli,
& Kaul, 2016; Pant, Deshmukh, & Mehta, 2015; Toyoda et al., 2017). Among these reports, the number of IE episodes was reported to have
increased due to oral streptococci, suggesting a causal relationship
between preventive medication and dental treatment (Pant et al.,
2015). Although much controversy about preventive administration at
the time of dental treatment remains, IE has serious consequences
once it occurs and has a great impact on patients' lives (Franklin et al.,
2016). Therefore, it is important to prevent IE, and in addition to pro-
phylaxis with antibiotics, education of patients in the maintenance of
oral hygiene is necessary. 1
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INTRODUCTION of dental treatment has been conducted in Western countries
(Danchin, Duval, & Leport, 2005; Excellence NIfHaC, 2008; Habib et
al., 2009; Wilson et al., 2007). In the guidelines of France in 2002
(Danchin et al., 2005), those of the United States in 2007 (Wilson et
al., 2007), and those of Europe in 2009 (Habib et al., 2009), the admin-
istration of antibiotics for moderate-risk patients was not rec-
ommended, whereas the administration of antibiotics for high-risk
patients was recommended. Moreover, the National Institute for
Health and Care Excellence guidelines of the United Kingdom in 2008
License, which permits use, distribution and reproduction in any medium, Dental antibiotic prophylaxis for prevention of infective endocarditis
(IE) has been recommended by some guidelines since the 1950s. However, there is no strong evidence to support this practice. In addi-
tion, concerns regarding the development of allergies and the emer-
gence
of
resistant
bacteria
caused
by
the
administration
of
antimicrobial agents have also been expressed. Based on these issues,
since the 2000s, a review of antimicrobial administration at the time Clin Exp Dent Res. 2019;5:534–540. KONDO ET AL. 535 536 2.5 | Fibrinogen-binding and biofilm formation
assays The bacterial strain isolated from the blood drawn from the 4-year-
old girl who was hospitalized for IE was designated as HM. To identify
the bacterial species, a phylogenetic tree based on 16S rRNA was
constructed, and it showed that the HM strain displayed high
sequence homology with S. mutans NCTC 10449 (Figure 1a). How-
ever, the optical microscopic observations revealed that HM displayed
a shorter chain-like structure than that of the NCTC 10449 strain. After further examination with an electron microscope, the individual
cells of the HM strain were found to be elongated, similar to bacteria
in the Corynebacterium genus, and they were also club shaped
(Figure 1b). The fibrinogen-binding properties of the S. mutans strains were evalu-
ated according to the methods described previously (O'Toole, 2011),
with some modifications. Tissue culture plates (48-well, Becton Dick-
inson) were coated with fibrinogen (Sigma-Aldrich Co.) prepared in
carbonate–bicarbonate buffer (0.05-M Na2CO3, pH 9.6) and then
incubated overnight at 4C. The plates were then washed three times
with PBS and blocked for 1.5 hr with bovine serum albumin (Sigma-
Aldrich Co.) in PBS at 37C. BHI broth (1 ml) and 1 μl of bacterial cells
from an overnight culture of S. mutans were added to each well. After
24 hr of incubation at 37C, the adherent cells were washed three
times with PBS, stained with 100 μl of 0.1% crystal violet in water for
10 min, and washed three times with PBS. The dye was dissolved by
the addition of 30% acetic acid (100 μl) before the optical density for
each strain at 570 nm was determined. The data are expressed as the
mean and standard deviation of six independent experiments with
four wells per sample. Platelet aggregation, which can occur after infection with patho-
genic bacteria, is thought to be one of the most important factors
affecting the pathogenesis of IE. Hence, in this study, we also investi-
gated fibrinogen adhesion and biofilm formation. In both respects,
strain HM exhibited higher levels than NCTC 10449 (Figure 2). FIGURE 1
Bacterial identification and
microscopic observations. (a) The
phylogenetic tree, which was based on the
16S rRNA gene, was constructed by the
neighbor-joining (NJ) method. (b) Scanning
electron microscopy observations of
Streptococcus mutans HM and NCTC 10449
strains FIGURE 1
Bacterial identification and
microscopic observations. 2.1 | Subject S. mutans strains were precultured on BHI agar for 24 hr. Bacterial
cells were suspended in phosphate buffered saline (PBS). They were
fixed with 2.5% glutaraldehyde in PBS overnight at 4C, washed with
PBS, postfixed with 1% osmium tetroxide in PBS for 2 hr at room
temperature, and washed with double distilled water. The fixed speci-
mens were immersed in t-butyl alcohol after dehydration via a graded
series of acetone and then freeze dried. They were coated with
osmium and observed using a Hitachi S-4500 scanning electron
microscope. The patient was a 4-year-old girl with a ventricular septal defect (with
no history of surgery) who visited Nagasaki University Hospital, Japan,
with a fever of unknown origin. The fever appeared approximately
2 months before her visit. She had received clarithromycin and
cefcapene pivoxil as oral antimicrobial drugs, which had an antipyretic
effect. However, when the oral dosing was interrupted, the pyrexia
returned. The echocardiography examination showed vegetation near
the apex of the tricuspid valve. Gram-positive cocci were detected by
blood culture testing. On the basis of these findings, she was KONDO ET AL. 4
|
DISCUSSION (Nakano et al., 2007). It was also reported that strains of serotypes e
and f can invade primary human coronary artery endothelial cells
(Abranches et al., 2011). Invasive strains were also found to be signifi-
cantly more virulent than noninvasive strains in the Galleria mellonella
(greater wax worm) model of systemic disease (Abranches et al.,
2011). This is a report of S. mutans isolated from a 4-year-old girl diagnosed
with IE in Japan. To characterize the bacterium responsible for the IE,
we conducted a phylogenetic tree analysis based on 16S rRNA
sequences for HM and various database strains. The phylogenetic tree
showed that the HM strain shared high sequence homology with
S. mutans. Although 16S rRNA sequence analysis is a widely used
method for typing bacteria, we also used an additional sequence data
analysis for discrimination purposes because the sequence homology
among oral streptococcal species is relatively high (Bentley, Leigh, &
Collins, 1991). Further analysis using the glycosyltransferase gene
sequence, as previously reported (Hoshino et al., 2004), also identified
the HM strain as an S. mutans member (data not shown). Also, we clas-
sified the serotype of HM, which involved extracting the cell surface
polysaccharide molecules and observing their reaction with a specific
antibody. The results showed that HM was serotype e. S. mutans is
classified into three serotypes, namely, c, e, and f, based on the struc-
tures of the cell wall-associated polysaccharides (Okahashi, Koga,
Akada, & Hamada, 1983). In general, the major serotype found in the
oral cavity is serotype c (approximately 70–80% of isolates), followed
by serotype e (approximately 20%), whereas the prevalence of sero-
type f is low (Fitzgerald, Fitzgerald, Adams, & Morhart, 1983; Hamada,
Masuda, & Kotani, 1980; Hirasawa & Takada, 2003; Shibata et al.,
2003). Nonserotype c strains of S. mutans, namely, serotypes e and f,
have been detected at high frequencies in specimens from patients
who underwent surgery for the removal of atheromatous plaques and
heart valve replacement (Nakano et al., 2007). It has been speculated
that nonserotype c strains are isolated at higher frequencies than
other strains because of their prolonged persistence in the blood Our observation of the HM strain revealed that the chain struc-
ture of this bacterium is shorter than that of NCTC 10449. KONDO ET AL. 4
|
DISCUSSION
(Nakano et al 2007) It was also reported that strains of serotypes e
FIGURE 2
Adhesion to
fibrinogen and biofilm formation in
the Streptococcus mutans HM strain. (a) Bacterial cells were grown for
24 hr in brain heart infusion broth in
a 48-well plate containing
immobilized fibrinogen, and biofilm
formation was assessed using a
crystal violet-based assay. (b) Bars
represent the average absorbance
values at 570 nm, with four wells
used for each bacterial strain. The
assay was performed six times. “Blank” represents the experiment
when no bacterial culture was added FIGURE 2
Adhesion to
fibrinogen and biofilm formation in
the Streptococcus mutans HM strain. (a) Bacterial cells were grown for
24 hr in brain heart infusion broth in
a 48-well plate containing
immobilized fibrinogen, and biofilm
formation was assessed using a
crystal violet-based assay. (b) Bars
represent the average absorbance
values at 570 nm, with four wells
used for each bacterial strain. The
assay was performed six times. “Blank” represents the experiment
when no bacterial culture was added FIGURE 2
Adhesion to
fibrinogen and biofilm formation in
the Streptococcus mutans HM strain. (a) Bacterial cells were grown for
24 hr in brain heart infusion broth in
a 48-well plate containing
immobilized fibrinogen, and biofilm
formation was assessed using a
crystal violet-based assay. (b) Bars
represent the average absorbance
values at 570 nm, with four wells
used for each bacterial strain. The
assay was performed six times. “
” 2.5 | Fibrinogen-binding and biofilm formation
assays (a) The
phylogenetic tree, which was based on the
16S rRNA gene, was constructed by the
neighbor-joining (NJ) method. (b) Scanning
electron microscopy observations of
Streptococcus mutans HM and NCTC 10449
strains FIGURE 1
Bacterial identification and
microscopic observations. (a) The
phylogenetic tree, which was based on the
16S rRNA gene, was constructed by the
neighbor-joining (NJ) method. (b) Scanning
electron microscopy observations of
Streptococcus mutans HM and NCTC 10449
strains 537 REFERENCES Abranches, J., Miller, J. H., Martinez, A. R., Simpson-Haidaris, P. J., Burne,
R. A., & Lemos, J. A. (2011). The collagen-binding protein Cnm is
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2217–2226. https://doi.org/10.1016/j.jacc.2013. 07.071 Yoshio Kondo
https://orcid.org/0000-0002-3446-4773 Yoshio Kondo
https://orcid.org/0000-0002-3446-4773 ACKNOWLEDGMENTS This study was supported by a Grant-in-Aid for Scientific Research (C)
(16K11808 and 19K10388) from the Japan Society for the Promotion
of Science. Duval, X., Delahaye, F., Alla, F., Tattevin, P., Obadia, J. F., le Moing, V., …
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59, 1968–1976. https://doi.org/10.1016/j.jacc.2012.02.029 CONFLICT OF INTEREST Erichsen, P., Gislason, G. H., & Bruun, N. E. (2016). The increasing inci-
dence of infective endocarditis in Denmark, 1994–2011. European
Journal of Internal Medicine, 35, 95–99. https://doi.org/10.1016/j.ejim. 2016.05.021 The authors declare no conflict of interest. 4.1 | Why this paper is important to pediatric
dentists Cahill, T. J., Harrison, J. L., Jewell, P., Onakpoya, I., Chambers, J. B., Dayer,
M., … Prendergast, B. D. (2017). Antibiotic prophylaxis for infective
endocarditis: A systematic review and meta-analysis. Heart, 103, 937–
944. https://doi.org/10.1136/heartjnl-2015-309102 • In this study, it was concluded that minor oral mucosal damage due
to everyday life activities, such as teeth brushing, was the cause of
IE for the following reasons: (a) The causative microorganisms were
oral streptococci, (b) no dental treatment occurred before the
onset of IE, and (c) the oral cavity was in an unsanitary condition. • In this study, it was concluded that minor oral mucosal damage due
to everyday life activities, such as teeth brushing, was the cause of
IE for the following reasons: (a) The causative microorganisms were
oral streptococci, (b) no dental treatment occurred before the
onset of IE, and (c) the oral cavity was in an unsanitary condition. Danchin, N., Duval, X., & Leport, C. (2005). Prophylaxis of infective endo-
carditis: French recommendations 2002. Heart, 91, 715–718. https://
doi.org/10.1136/hrt.2003.033183 Dayer, M. J., Jones, S., Prendergast, B., Baddour, L. M., Lockhart, P. B., &
Thornhill, M. H. (2015). Incidence of infective endocarditis in England,
2000–13: A secular trend, interrupted time-series analysis. Lancet,
385, 1219–1228. https://doi.org/10.1016/S0140-6736(14)62007-9 • According to the 2007 IE guidelines from the American Heart
Association, maintaining daily oral cleansing decreases bacteremia
levels, which is more important for the prevention of IE than the
administration of antibiotics prior to dental treatment. Based on
this fact, the guidelines also call for regular dental examinations
and guidance with regard to the correct oral care for patients. Pedi-
atric dentists have many opportunities to examine high-risk
patients and should bear this in mind. DeSimone, D. C., Tleyjeh, I. M., De Sa, D. D. C., Anavekar, N. S., Lahr, B. D., Sohail, M. R., … Baddour, L. M. (2015). Temporal trends in infective
endocarditis epidemiology from 2007 to 2013 in Olmsted County,
MN. American Heart Journal, 170, 830–836. https://doi.org/10.1016/j. ahj.2015.07.007 Douglas, C. W., Brown, P. R., & Preston, F. E. (1990). Platelet aggregation
by oral streptococci. FEMS Microbiology Letters, 60, 63–67. https://doi. org/10.1016/0378-1097(90)90346-r Douglas, C. W., Heath, J., Hampton, K. K., & Preston, F. E. (1993). Identity
of viridans streptococci isolated from cases of infective endocarditis. Journal of Medical Microbiology, 39, 179–182. https://doi.org/10. 1099/00222615-39-3-179 538 538 KONDO ET AL. experiment. M. O. performed the observation with an electron micro-
scope. All authors analyzed the results, contributed to writing the
manuscript, and approved the final version of the manuscript. experiment. M. O. performed the observation with an electron micro-
scope. All authors analyzed the results, contributed to writing the
manuscript, and approved the final version of the manuscript. It is generally known that S. mutans is present on the surface of
teeth. Therefore, in this study, to clarify the pathway by which HM
invaded the bloodstream, the strains present in the dental plaque
specimen from this patient were analyzed. The fingerprinting patterns
of the S. mutans resident in the oral cavity of this patient and strain
HM are concordant (data not shown), making it likely that the HM
strain originated from the oral cavity. It is also known that severe
tooth decay may lead to a continuous focus of infectious disease,
whereby pathogenic bacteria may reach pathogenic lesions. However,
recent studies suggest that bacteremia occurs even with routine daily
tooth brushing and dental flossing procedures (Forner, Larsen, Kilian,
& Holmstrup, 2006; Guntheroth, 1984; Sonbol, Spratt, Roberts, &
Lucas, 2009). Additionally, in this case, because severe dental caries
were not observed, the origin of HM is likely associated with everyday
life, with the IE seemingly having developed from bacteremia. Recently, we have completed the draft genome sequence for the HM
strain and deposited it in the DDBJ/EMBL/GenBank database under
accession no. BDOS00000000 (Kondo et al., 2017). Having access to
the complete genomic sequence and the findings from the present
study will be useful for clarifying the pathogenesis of S. mutans-
related IE. 4
|
DISCUSSION Some
studies have predicted that the conditions that may affect cellular
chain length may also affect adhesion (Murchison, Larrimore, Hull, &
Curtiss, 1982) and aggregation (Murchison et al., 1982; Nakano,
Fujita, Nishimura, Nomura, & Ooshima, 2005), both of which can
contribute to virulence. Streptococcal cellular chain length and
morphology are influenced by several factors. Previous studies have
suggested
that
cell
wall
components
such
as
peptidoglycan,
lipoteichoic
acids,
and
cell
wall-anchored
proteins
can
greatly
affect the morphology of the cells (Thibodeau & Ford, 1991). How-
ever, the factors affecting the morphology of the HM strain await
elucidation. Platelet aggregation, which occurs after infection with pathogenic
bacteria, is thought to be one of the most important factors affecting
the pathogenesis of IE. The mechanisms by which endocarditis-caus-
ing bacterial species induce platelet aggregation have also been stud-
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with infective endocarditis. Clin Exp Dent Res. 2019;5:534–540
https://doi.org/10.1002/cre2.220
540. How to cite this article: KondoY, HoshinoT, Ogawa M, et al. Streptococcus mutans isolated from a 4-year-old girl diagnosed
with infective endocarditis. Clin Exp Dent Res. 2019;5:534–540
https://doi.org/10.1002/cre2.220
540.
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Summary y
Muscle stem (satellite) cells are relatively resistant to cell-
autonomous aging. Instead, their endogenous signaling
profile and regenerative capacity is strongly influenced
by the aged P-Smad3, differentiated niche, and by the
aged circulation. With respect to muscle fibers, we previ-
ously established that a shift from active Notch to exces-
sive transforming growth factor-beta (TGF-b) induces CDK
inhibitors in satellite cells, thereby interfering with pro-
ductive myogenic responses. In contrast, the systemic
inhibitor of muscle repair, elevated in old sera, was sug-
gested to be Wnt. Here, we examined the age-dependent
myogenic activity of sera TGF-b1, and its potential cross-
talk with systemic Wnt. We found that sera TGF-b1
becomes elevated within aged humans and mice, while
systemic Wnt remained undetectable in these species. Wnt also failed to inhibit satellite cell myogenicity, while
TGF-b1 suppressed regenerative potential in a biphasic
fashion. Intriguingly, young levels of TGF-b1 were inhibi-
tory and young sera suppressed myogenesis if TGF-b1
was activated. Our data suggest that platelet-derived sera
TGF-b1 levels, or endocrine TGF-b1 levels, do not explain
the age-dependent inhibition of muscle regeneration by
this cytokine. In vivo, TGF-b neutralizing antibody, or a
soluble decoy, failed to reduce systemic TGF-b1 and rescue
myogenesis in old mice. However, muscle regeneration
Correspondence
Morgan Carlson, Department of Bioengineering, UC Berkeley, B104 Stanley
Hall, Berkeley, CA 94720, USA. Tel.: +1 (510) 666-2793; fax: +1 (510)
642-5835; e-mail: mcarlson@berkeley.edu
Accepted for publication 24 August 2009
Re-use of this article is permitted in accordance with the Terms and Conditions
set out at http://www3.interscience.wiley.com/authorresources/onlineopen.html
676
Journal compilation
Aging
Cell Muscle stem (satellite) cells are relatively resistant to cell-
autonomous aging. Instead, their endogenous signaling
profile and regenerative capacity is strongly influenced
by the aged P-Smad3, differentiated niche, and by the
aged circulation. With respect to muscle fibers, we previ-
ously established that a shift from active Notch to exces-
sive transforming growth factor-beta (TGF-b) induces CDK
inhibitors in satellite cells, thereby interfering with pro-
ductive myogenic responses. In contrast, the systemic
inhibitor of muscle repair, elevated in old sera, was sug-
gested to be Wnt. Here, we examined the age-dependent
myogenic activity of sera TGF-b1, and its potential cross-
talk with systemic Wnt. We found that sera TGF-b1
becomes elevated within aged humans and mice, while
systemic Wnt remained undetectable in these species. Wnt also failed to inhibit satellite cell myogenicity, while
TGF-b1 suppressed regenerative potential in a biphasic
fashion. Doi: 10.1111/j.1474-9726.2009.00517.x Doi: 10.1111/j.1474-9726.2009.00517.x Aging Cell (2009) 8, pp676–689 Introduction Neuroscience Institute, University of California, Berkeley, CA, USA Adult skeletal muscle robustly regenerates throughout an
organism’s life but, with advancing age, its ability to repair
diminishes and ultimately fails (Grounds, 1998; Renault et al.,
2002). Muscle satellite cells play a crucial role in this regenerative
process, and are physically situated beneath the basal lamina of
myofibers (i.e. differentiated muscle cells) (Mauro, 1961). Upon
myofiber damage, quiescent satellite cells become activated and
begin proliferating as myogenic progenitor cells, which later dif-
ferentiate into fusion-competent myoblasts and de novo multi-
nucleated myofibers (Collins et al., 2005; Wagers & Conboy,
2005). Although diminished satellite cell numbers have been
implicated in the age-related decline of muscle tissue regenera-
tion, several reports identified key molecular changes within
Notch and P-Smad3 signaling in the aged endogenous popula-
tions (Conboy et al., 2003; Carlson & Conboy, 2007b; Carlson
et al., 2008). In this regard, aging of the satellite cell micro-niche
was found to promote underproduction of Notch ligand Delta,
and overproduction of transforming growth factor-beta (TGF-b). Consequently, satellite cells residing in old muscle fibers express
excessive levels of CDK inhibitors, and thus fail to break quies-
cence and proliferate in response to injury. However, the regen-
erative responses of aged satellite cells can be rescued, either by
forced activation of Notch, or by shRNA targeting of Smad3
(Schultz & Lipton, 1982; Conboy et al., 2003; Carlson et al.,
2008). The regenerative capacity of aged muscle can also be
enhanced by exposing old satellite cells to young systemic
factors – such as when young and old mice are physically
connected to share blood circulation (parabiosis), or when aged
satellite cells are cultured in the presence of young sera (Conboy
et al., 2005; Carlson & Conboy, 2007a). This improved regener-
ation of aged muscle is due to the enhanced activity of endo-
genous aged satellite cells, and not from physical contributions
of young cells within the common circulation (Conboy et al.,
2005). Therefore, in addition to local tissue niches, systemic
factors in sera also regulate the regenerative responses of organ
stem cells and importantly, the aged circulation inhibits the
regenerative potential of even young satellite cells (Carlson & Relative roles of TGF-b1 and Wnt in the systemic
regulation and aging of satellite cell responses Morgan E. Carlson,1 Michael J. Conboy,1
Michael Hsu,1 Laurel Barchas,1 Jaemin Jeong,1
Anshu Agrawal,2 Amanda J. Mikels,3 Smita
Agrawal,4 David V. Schaffer4 and Irina M. Conboy1 Morgan E. Carlson,1 Michael J. Conboy,1 was improved by the systemic delivery of a TGF-b receptor
kinase inhibitor, which attenuated TGF-b signaling in skel-
etal muscle. Summarily, these findings argue against the
endocrine path of a TGF-b1-dependent block on muscle
regeneration, identify physiological modalities of age-
imposed changes in TGF-b1, and introduce new thera-
peutic strategies for the broad restoration of aged organ
repair. was improved by the systemic delivery of a TGF-b receptor
kinase inhibitor, which attenuated TGF-b signaling in skel-
etal muscle. Summarily, these findings argue against the
endocrine path of a TGF-b1-dependent block on muscle
regeneration, identify physiological modalities of age-
imposed changes in TGF-b1, and introduce new thera-
peutic strategies for the broad restoration of aged organ
repair. 1Department of Bioengineering, University of California Berkeley,
Berkeley, CA, USA 1Department of Bioengineering, University of California Berkeley,
Berkeley, CA, USA 2Division of Basic and Clinical Immunology, University of
California, Irvine, CA, USA 3Department of Developmental Biology, Stanford University,
Stanford, CA, USA Key words: aging; anti-aging; cytokines; skeletal muscle. 4Department of Chemical Engineering and The Helen Wills Correspondence
Morgan Carlson, Department of Bioengineering, UC Berkeley, B104 Stanley
Hall, Berkeley, CA 94720, USA. Tel.: +1 (510) 666-2793; fax: +1 (510)
642-5835; e-mail: mcarlson@berkeley.edu
Accepted for publication 24 August 2009
Re-use of this article is permitted in accordance with the Terms and Conditions
set out at http://www3.interscience.wiley.com/authorresources/onlineopen.html ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 Defining the inhibitory range of systemic TGF-b1 The TGF-b family is composed of roughly 35 different ligands. In
addition to other cytokines (e.g. IGF-1, TNF-a, IL-6, etc.) many of
these have been implicated in the process of aging, and with
respect to muscle regeneration (Grounds, 2002; Moresi et al.,
2008; Dorshkind et al., 2009). Here, we focused on first
determining whether the aged circulation is inhibitory to
adult myogenesis through the activity of one particular family
member – TGF-b1. We specifically postulated that TGF-b1 levels of young sera
are benign or positive to myogenic regulation, while TGF-b1
levels found in aged circulation are inhibitory. To explore this,
we first depleted TGF-b1 from young and old mouse serum, fol-
lowed by re-addition at a range of tested concentrations. Muscle
stem cells, derived from young and old mice, were then cultured
in the presence of young and old TGF-b1-depleted, or modified,
mouse serum. The regenerative responses of these cells were
assayed, in vitro. Sera was depleted of TGF-b1 by incubation
with a TGF-b1-specific antibody (or isotype-matched control
IgG), followed by removal of the TGF-b1–antibody complexes
(or control IgG antibody complexes) using protein G-coated aga-
rose beads. The success of TGF-b1 depletion was also confirmed
by ELISA (not shown). Muscle stem cell myogenic regenerative
potential was quantified, based on their ability to generate
de-novo myogenic lineages – i.e. BrdU-incorporating desmin+
myoblasts (myogenic proliferation) that differentiate into post-
mitotic eMyHC+ myotubes (myogenic differentiation) (Conboy
et al., 2003, 2005; Sherwood et al., 2004). The time course of
such de-novo in vitro myogenesis recapitulates in vivo muscle
repair (Conboy & Rando, 2002; Conboy et al., 2005), and is
shown in Supporting Fig. S1A–D. In agreement with previous
findings (Carlson & Conboy, 2007a), myogenic proliferation
(24–48 h of culture) and myogenic differentiation (48–72 h of
culture) were consistently higher for young satellite cells and in
young serum at all time points, compared to old (Figs 1 and
S1A–D). Nonmyogenic, desmin) proliferating fibroblasts were
less numerous in cultures with experimentally calibrated levels
of TGF-b1 (Fig. 1), and also declined in cultures with exogenous
Wnt3A addition (Fig. 3, below). These cells are known to
contaminate satellite cell preparations at 2–5%, and to
expand in the presence of old serum or high levels of TGF-b
(Carlson et al., 2008). Transforming growth factor-beta proteins are multifunctional
cytokines, secreted by numerous cell types. Summary Intriguingly, young levels of TGF-b1 were inhibi-
tory and young sera suppressed myogenesis if TGF-b1
was activated. Our data suggest that platelet-derived sera
TGF-b1 levels, or endocrine TGF-b1 levels, do not explain
the age-dependent inhibition of muscle regeneration by
this cytokine. In vivo, TGF-b neutralizing antibody, or a
soluble decoy, failed to reduce systemic TGF-b1 and rescue
myogenesis in old mice. However, muscle regeneration Aging
Cell Re-use of this article is permitted in accordance with the Terms and Conditions
set out at http://www3.interscience.wiley.com/authorresources/onlineopen.html 676 ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 Age-related systemic control of muscle repair, M. E. Carlson et al. 6 677 Faulkner, 1989; Brack & Rando, 2007; Carlson & Conboy,
2007a). This
evidence
suggests,
in the case
of hetero-
chronic parabiosis, the inhibitory factors introduced into shared
circulation by old partners were continuously removed, or func-
tionally neutralized, by the young partners. collection, inhibits satellite cell responses in vitro. These findings
also suggest that young sera may contain a functional and
natural decoy of TGF-b1, or a competitor of TGF-b1 signaling
pathway (either endocrine or released by platelets). Lastly, our
results demonstrate that Wnt antagonizes, rather than synergiz-
es with TGF-b1-mediated satellite cell response inhibition. It was reported that the aged circulation inhibits satellite cell
responses by acting through the Wnt pathway (Brack et al.,
2007). These findings raised particular interest, as Wnt proteins
are not known to be endocrine in nature, and Wnt signaling
was recently demonstrated to enhance myogenic proliferation
and differentiation in both embryonic and adult development
(Ikeya & Takada, 1998; Marom et al., 1999; Wagner et al.,
2000; Shi et al., 2002; Brack et al., 2008; Le Grand et al.,
2009). A recent study from our laboratory implicated the TGF-b
family in the local inhibition of aged satellite cell responses
(Carlson et al., 2008). We therefore decided to explore a poten-
tial age-dependent endocrine activity of TGF-b, and its potential
cross-talk with Wnt. Moreover, we extrapolated our previous
findings by narrowing down the anti-myogenic inhibitory
activity to one TGF-b family member, namely TGF-b1 (Li et al.,
2004; Shen et al., 2008). ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 ª 2009 The Authors Defining the inhibitory range of systemic TGF-b1 They are capable of
signaling to virtually every cell type and broadly control cell pro-
liferation, differentiation, apoptosis, inflammation and scarring
in various tissues (Massague, 1998; Massague & Chen, 2000;
Derynck & Zhang, 2003). TGF-b ligands are synthesized by cells
and secreted as precursor complexes that are composed of
mature dimeric C-terminal polypeptides; specifically, the latency
associated propeptide and the latent TGF-b binding protein
(LTBP) (Annes et al., 2003; Hyytiainen et al., 2004). These com-
plexes can be transported in the blood, and are normally tar-
geted to tissue extracellular matrix by the appropriate LTBP,
where the mature polypeptide is cleaved. These activated
ligands are then capable of binding to their specific receptors,
thereby initiating TGF-b ⁄ P-Smad signal transduction. Several
validated small molecule inhibitors, which specifically interfere
with TGF-b receptor I kinase activity, are capable of blocking
Smad phosphorylation upon receptor I ligand binding (Singh
et al., 2003; Gellibert et al., 2004). Similarly, an exogenous
dominant-negative form of TGF-b receptor II has been shown to
effectively prevent TGF-b signaling in several cell types (Brand
et al., 1993; Tang et al., 1999). Both active and inactive TGF-b
proteins are found in sera (Assoian et al., 1983; Massague,
1987), whereby inactive TGF-b, transported in blood plasma, is
available for activation locally in tissues. In this regard, blood
cells (mostly platelets and CD4+ T lymphocytes) are known to
produce and release high levels of total and biologically-active
TGF-b ligands (Assoian et al., 1983). Considering the strong
morphogenic properties of TGF-b, changes in the levels of either
total (latent plus active) or active form alone, are likely to influ-
ence immune responses, tissue maintenance and regeneration. Very interestingly, the productive myogenic proliferation of
young and old muscle stem cells was robust in TGF-b1-depleted
serum, only when low levels of recombinant TGF-b1 were intro- The results shown here argue against the notion of systemic
TGF-b1 endocrine activity and strongly suggest that TGF-b,
released by the known process of platelet activation during sera Age-related systemic control of muscle repair, M. E. Carlson et al. 678 678 (A)
(B)
(C)
Fig. 1 Old sera inhibits satellite cell responses by
transforming growth factor (TGF)-b-dependent
mechanism. Defining the inhibitory range of systemic TGF-b1 Young (A) and old (B) myofiber-
associated myogenic progenitor cells were isolated
3 days postinjury and cultured overnight in Opti-
MEM containing either 10% young serum (YS),
10% old (OS), TGF-b1 antibody depleted serum
alone, or with fixed amounts of recombinant
TGF-b1 in the culture system. Cells were cultured
with their specific sera for 24 h, and transferred to
differentiation medium for additional 48 h (Fig S2). BrdU was added for the last 2 h to measure
proliferation. Cells were then fixed and
immunostained for desmin (green) and BrdU (red),
with Hoechst (blue) marking all nuclei (as shown in
C), and scored in multiple random fields from the
above assays. Results are displayed as the mean
percent of Desmin+ ⁄ BrdU+ ⁄ total cells, ±SD. *P < 0.05 for isochronic Y+YS ⁄ O+OS 0 ng mL)1,
compared to 0.5 ng mL)1, and 5.0 ng mL)1
compared to 0.5 ng mL)1; n = 3. (A)
(C)
(B)
(D)
Fig. 2 Transforming growth factor (TGF)-b1 levels become elevated in old sera. (A) Mouse sera TGF-b1 becomes elevated with age. Mean serum levels, ±SEM, of
TGF-b1 in young (Ym) or old (Om, n = 12 for each) mice as determined by sandwich ELISA; P < 0.0001. (B) Human TGF-b1 serum levels become elevated with
age. TGF-b1 levels in the serum of aged humans (AG: 65–90 years old) vs. young (YG: 20–35 year old) were determined by ELISA. Error bars (SEM) represent the
mean of 53 different subjects in each group; P < 0.0001. Similar age-related elevations in TGF-b1 were detected by bioactivity assay (Fig. S3). Dot plots represent
separate animals (A) and separate individuals (D) of indicated ages. (C) Young and old myofiber explants were isolated at 3 days postinjury, and cultured overnight
in Opti-MEM containing either young or old serum alone (control), or serum that had undergone activation of total TGF-b alone, in combination with neutralizing
antibody to TGF-b1, or mixed with control serum. BrdU was added for the last 2 h to measure proliferation. Cells were fixed and immunostained for desmin
(green) and BrdU (red), with Hoechst (blue) marking all nuclei (as shown in C, quantified in D). ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 Fig. 1 Old sera inhibits satellite cell responses by
transforming growth factor (TGF)-b-dependent
mechanism. Young (A) and old (B) myofiber-
associated myogenic progenitor cells were isolated
3 days postinjury and cultured overnight in Opti-
MEM containing either 10% young serum (YS),
10% old (OS), TGF-b1 antibody depleted serum
alone, or with fixed amounts of recombinant
TGF-b1 in the culture system. Cells were cultured
with their specific sera for 24 h, and transferred to
differentiation medium for additional 48 h (Fig S2).
BrdU was added for the last 2 h to measure
proliferation. Cells were then fixed and
immunostained for desmin (green) and BrdU (red),
with Hoechst (blue) marking all nuclei (as shown in
C), and scored in multiple random fields from the
above assays. Results are displayed as the mean
percent of Desmin+ ⁄ BrdU+ ⁄ total cells, ±SD.
*P < 0.05 for isochronic Y+YS ⁄ O+OS 0 ng mL)1,
compared to 0.5 ng mL)1, and 5.0 ng mL)1
compared to 0.5 ng mL)1; n = 3. Defining the inhibitory range of systemic TGF-b1 Cells were scored in multiple random fields and results are displayed
th
t f D
i + ⁄ B dU+
ll
SD *P
0 05 f
ti
t d
d t
t
l
ti
t d
tib d
d t
ti
t d
d
t
l
Age related systemic control of muscle repair, M. E. Carlson et al. 678 (A)
(B)
(C)
Fig. 1 Old sera inhibits satellite cell response
transforming growth factor (TGF)-b-depende
mechanism. Young (A) and old (B) myofiber-
associated myogenic progenitor cells were iso
3 days postinjury and cultured overnight in O
MEM containing either 10% young serum (Y
10% old (OS), TGF-b1 antibody depleted seru
alone, or with fixed amounts of recombinant
TGF-b1 in the culture system. Cells were cultu
with their specific sera for 24 h, and transferr
differentiation medium for additional 48 h (F
BrdU was added for the last 2 h to measure
proliferation. Cells were then fixed and
immunostained for desmin (green) and BrdU
with Hoechst (blue) marking all nuclei (as sho
C), and scored in multiple random fields from
above assays. Results are displayed as the me
percent of Desmin+ ⁄ BrdU+ ⁄ total cells, ±SD. *P < 0.05 for isochronic Y+YS ⁄ O+OS 0 ng m
compared to 0.5 ng mL)1, and 5.0 ng mL)1
compared to 0.5 ng mL)1; n = 3. (A)
(B) (C) (A)
(C)
(B)
(D)
Fig. 2 Transforming growth factor (TGF)-b1 levels become elevated in old sera. (A) Mouse sera TGF-b1 becomes elevated with age. Mean serum levels, ±SEM, of
TGF-b1 in young (Ym) or old (Om, n = 12 for each) mice as determined by sandwich ELISA; P < 0.0001. (B) Human TGF-b1 serum levels become elevated with
age. TGF-b1 levels in the serum of aged humans (AG: 65–90 years old) vs. young (YG: 20–35 year old) were determined by ELISA. Error bars (SEM) represent the
mean of 53 different subjects in each group; P < 0.0001. Similar age-related elevations in TGF-b1 were detected by bioactivity assay (Fig. S3). Dot plots represent
separate animals (A) and separate individuals (D) of indicated ages. (C) Young and old myofiber explants were isolated at 3 days postinjury, and cultured overnight
in Opti-MEM containing either young or old serum alone (control), or serum that had undergone activation of total TGF-b alone, in combination with neutralizing
antibody to TGF-b1, or mixed with control serum. Defining the inhibitory range of systemic TGF-b1 Raw fluorescence values for young sera were marginally higher
compared to old sera, but both were not significantly different from the negative control (no Wnt3a samples). Inset panel shows 0.1–10 ng mL)1 Wnt3a range in
greater detail. Myofiber-associated myogenic progenitor cells were isolated 3 days postinjury and cultured overnight in Opti-MEM containing either (C) 10%
young serum (YS); YS+Wnt3A; YS+Wnt3A+TGF-b; or (E) 10% old (OS), OS+FRP3, OS+FRP3 + anti-TGF-b. BrdU was added for the last 2 h to measure
proliferation. Cells were then fixed and immunostained for desmin (green) and BrdU (red), with Hoechst (blue) marking all nuclei. TGF-b addition reduced
myoblast and myotube production in young serum, TGF-b neutralization resulted in a much improved myogenic proliferation in old serum, and some cells even
formed de novo myotubes. In contrast, exogenous Wnt3A did not decrease myogenic responses in young serum and FRP3 did not rescue myogenic responses in
old serum. No synergy in regulation of myogenesis was detected between Wnt and TGF-b. (D) Quantification of C. Cells were scored in multiple random fields
from the above assays and the results displayed as the mean percent of BrdU+, desmin+ ⁄ total cells, ±SD. *P < 0.05 between young untreated or +Wnt3a vs. +TGF-b or +TGF-b ⁄ Wnt3a; **P < 0.05 for old fibers, as described above for young. n = 3 for each set. (F) Quantification of E. Cells were scored and displayed as
in E. *P < 0.05 between young fibers + OS untreated or +FRP3 vs. +anti-TGF-b or +anti-TGF-b ⁄ FRP3; **P < 0.05 for old fibers as described for young fibers;
n = 3 for each set. duced (Fig. 1A–C). At 1–5 ng mL)1 (and higher), TGF-b1 alone
sufficed for the inhibition of satellite cell responses, while myo-
genesis was positively regulated at 0.2 ng mL)1 (Fig. 1A–C). Similarly, myogenic differentiation responses from young cells
also peaked in TGF-b1-depleted serum, which received low lev-
els of exogenous recombinant TGF-b1 (Supporting Fig. S2A). In
contrast, old cell differentiation was improved by TGF-b1 deple-
tion from serum alone, as well as in a low range of recombinant
TGF-b1 addition (Supporting Fig. S2B). The overall differentia-
tion response from old cells was also diminished, compared to young cells (Supporting Fig. S2A,B). Defining the inhibitory range of systemic TGF-b1 Human serum was collected from three young (20–25 years) and three old (65–75 years) individuals. Mouse serum was
four young and four aged mice. Levels of biologically active Wnt were analyzed, using a Wnt-reporter expressing cell line. As compared to
Wnt3A, no detectable Wnt activity was found in either young or old serum. Raw fluorescence values for young sera were marginally higher
d sera, but both were not significantly different from the negative control (no Wnt3a samples). Inset panel shows 0.1–10 ng mL)1 Wnt3a range in
Myofiber-associated myogenic progenitor cells were isolated 3 days postinjury and cultured overnight in Opti-MEM containing either (C) 10%
YS); YS+Wnt3A; YS+Wnt3A+TGF-b; or (E) 10% old (OS), OS+FRP3, OS+FRP3 + anti-TGF-b. BrdU was added for the last 2 h to measure
ells were then fixed and immunostained for desmin (green) and BrdU (red), with Hoechst (blue) marking all nuclei. TGF-b addition reduced
myotube production in young serum, TGF-b neutralization resulted in a much improved myogenic proliferation in old serum, and some cells even
o myotubes. In contrast, exogenous Wnt3A did not decrease myogenic responses in young serum and FRP3 did not rescue myogenic responses in
ynergy in regulation of myogenesis was detected between Wnt and TGF-b. (D) Quantification of C. Cells were scored in multiple random fields
assays and the results displayed as the mean percent of BrdU+, desmin+ ⁄ total cells, ±SD. *P < 0.05 between young untreated or +Wnt3a vs. F-b ⁄ Wnt3a; **P < 0.05 for old fibers, as described above for young. n = 3 for each set. (F) Quantification of E. Cells were scored and displayed as
between young fibers + OS untreated or +FRP3 vs. +anti-TGF-b or +anti-TGF-b ⁄ FRP3; **P < 0.05 for old fibers as described for young fibers;
set. (A) (B) (C)
(D) (E)
(F) (F) (F) Fig. 3 Old serum inhibits satellite cell responses by a Wnt-independent mechanism. Bioactive human (A) and mouse (B) Wnt is undetectable in human or mouse
sera, and is not elevated with age. Human serum was collected from three young (20–25 years) and three old (65–75 years) individuals. Mouse serum was
collected from four young and four aged mice. Levels of biologically active Wnt were analyzed, using a Wnt-reporter expressing cell line. As compared to
recombinant Wnt3A, no detectable Wnt activity was found in either young or old serum. Defining the inhibitory range of systemic TGF-b1 BrdU was added for the last 2 h to measure proliferation. Cells were fixed and immunostained for desmin
(green) and BrdU (red), with Hoechst (blue) marking all nuclei (as shown in C, quantified in D). Cells were scored in multiple random fields and results are displayed
as the mean percent of Desmin+ ⁄ BrdU+ cells, ±SD. *P < 0.05 for activated compared to control, activated + antibody compared to activated, and control
compared to activate + control. n = 3. (A)
(C)
(B)
(D) (A) (B) (C) (D) Fig. 2 Transforming growth factor (TGF)-b1 levels become elevated in old sera. (A) Mouse sera TGF-b1 becomes elevated with age. Mean serum levels, ±SEM, of
TGF-b1 in young (Ym) or old (Om, n = 12 for each) mice as determined by sandwich ELISA; P < 0.0001. (B) Human TGF-b1 serum levels become elevated with
age. TGF-b1 levels in the serum of aged humans (AG: 65–90 years old) vs. young (YG: 20–35 year old) were determined by ELISA. Error bars (SEM) represent the
mean of 53 different subjects in each group; P < 0.0001. Similar age-related elevations in TGF-b1 were detected by bioactivity assay (Fig. S3). Dot plots represent
separate animals (A) and separate individuals (D) of indicated ages. (C) Young and old myofiber explants were isolated at 3 days postinjury, and cultured overnight
in Opti-MEM containing either young or old serum alone (control), or serum that had undergone activation of total TGF-b alone, in combination with neutralizing
antibody to TGF-b1, or mixed with control serum. BrdU was added for the last 2 h to measure proliferation. Cells were fixed and immunostained for desmin
(green) and BrdU (red), with Hoechst (blue) marking all nuclei (as shown in C, quantified in D). Cells were scored in multiple random fields and results are displayed
as the mean percent of Desmin+ ⁄ BrdU+ cells, ±SD. *P < 0.05 for activated compared to control, activated + antibody compared to activated, and control
compared to activate + control. n = 3. ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 Age-related systemic control of muscle repair, M. E. Carlson et al. 679 679 (A)
(B)
(C)
(D)
(E)
(F)
um inhibits satellite cell responses by a Wnt-independent mechanism. Bioactive human (A) and mouse (B) Wnt is undetectable in human or mouse
elevated with age. ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 ª 2009 The Authors Correlation between systemic levels and myogenic
effects of Wnt Using a luciferase-reporter assay (Kaykas et al., 2004; Brack
et al., 2007), we also measured the systemic levels of biologi-
cally active Wnt, since an age-dependent increase of circulating
Wnt (from 10 ng mL)1 in young to 20 ng mL)1 in old sera)
was recently reported (Brack et al., 2007). In our experiments,
Wnt was undetectable in young and old serum from both
humans and mice (Fig. 3A,B). Measurable levels of Wnt in all
samples were substantially < 5 ng mL)1 (based on a recombi-
nant Wnt standard curve). Interestingly, the relative luciferase
activity values were actually higher for young mouse serum,
compared to old (Fig. 3B). Curiously, TGF-b1 levels in young mouse sera (100 ng mL)1)
are predicted to be inhibitory to satellite cell responses (data
shown in Fig. 1), even if used at 5–10%, in vitro. Therefore,
despite apparent pro-myogenic differences between young and
old sera, physiological TGF-b1 levels alone do not explain the
inhibitory affects of aged sera on myogenic responses. To deter-
mine whether these inhibitory affects correlated with biologically
active TGF-b1 levels, a bio-activity assay was performed on non-
activated serum samples, using the plasminogen activator inhibi-
tor-1 (PAI-1) promoter luciferase-reporter (Danielpour et al.,
1989; Abe et al., 1994), and by ELISA (Supporting Fig. S3C,D). These data clearly demonstrated that while bioactive TGF-b1
was higher in old mouse serum, compared to young, the levels in
either sera were minute (> 4 ng mL)1) and unlikely to be
inhibitory in the 5–10% range examined (Figs S3C,D and 1). A rescue of satellite cell responses, in the presence of old
serum, was reported to be achieved by the inhibition of Wnt via
FRPs. In addition, exogenous Wnt3A was reported to inhibit
satellite cell myogenic responses, in favor of fibroblast trans-
differentiation (Brack et al., 2007). We thus investigated
whether Wnt was potentially synergistic with the TGF-b1-
dependent attenuation of myogenic potential, and if Wnt sera
activity might be detected using satellite cell myogenicity assays. To do so, the myogenic potential of young and old satellite cells
was examined in the presence of (i) young serum with exo-
genous Wnt3A (by itself, or simultaneously with exogenous
TGF-b1), or (ii) old serum with exogenous FRP3 (by itself, or
simultaneously with TGF-b neutralization). As shown in Fig. 3C–
F, exogenous FRP inhibition of Wnt did not rescue myogenic
responses in old serum. Defining the inhibitory range of systemic TGF-b1 As myogenic differentiation
was assayed at 48–72 h of culture, and aged satellite cells have
elevated TGF-b1 production (Carlson et al., 2008), these data
suggest that endogenous TGF-b1 production by old cells, in vi-
tro, counteracts the pro-myogenic effect of TGF-b1 depletion
from mouse serum (Figs 1, S1A–D and S2A,B). Together, these data demonstrate that sera-derived TGF-b1
inhibits satellite cell responses, and that specific levels of TGF-b1
are required for productive myogenic responses. Even with com-
plete TGF-b1 depletion, old serum remained less myogenic than Age-related systemic control of muscle repair, M. E. Carlson et al. 680 young (by 10–20%), suggesting that while TGF-b1 is a main
inhibitor of satellite cell responses, it is not the only suppressor
of regeneration present in old sera (Figs 1A–C, S2A,B). mixed with standard young serum, forced-activated young
serum was dominant in myogenic inhibition – suggesting that
the presence of negative regulators, rather than the removal of
positive regulators, accounts for such affects. These data
uncover that the strong inhibitory influence of aged sera (as
opposed to the pro-myogenic properties of young sera) are not
solely explained by age-related differences in TGF-b1 levels. Correlating the inhibitory range of TGF-b1 with
physiological levels found in young and old sera To further substantiate these conclusions, we correlated the
inhibitory range of TGF-b1 with its levels found in young vs. aged sera. Specifically, we analyzed TGF-b1 levels as a function
of age in mice and in humans (Fig. 2A,B). In mice, TGF-b1 levels
sharply increased between 12 months (early postreproductive
age, analogous to 5th–6th decades in humans) and 24 months
(analogous to 8th–9th decades in humans), Fig. 2A. Moreover,
this systemic age-related rise was found to be conserved in
humans (Fig. 2B), where TGF-b1 plateaus at its highest systemic
levels between the 6th and 9th decades of life (i.e. roughly at
the onset and progression of age-imposed regenerative decline). Sera TGF-b1 for both species thus becomes elevated from the
end of the reproductive period, to the end of lifespan. ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 Correlation between systemic levels and myogenic
effects of Wnt The successful down-modulation of TGF-b signaling by DN RII virus provided restoration of satellite cell
potential in cells exposed to old serum, as evidenced by large number of de-novo proliferating desmin+ myoblasts that form multinucleated (A) (B)
(C) Fig. 4 Down-modulation of transforming growth factor (TGF)-b signaling intensity by dominant negative TGF-b RII attenuates old sera-imposed satellite cell
regenerative potential inhibition. (A) Young and old mice were injured with CTX, as described; bulk myofibers with activated satellite cells were then explanted
and transiently transduced with a TGF-b RII DN-expressing lentivirus, or control virus, in vitro. Following transduction, myofiber-derived cells were cultured for 48 h
in OPTI-MEM + 5% young (YS) or old (OS) mouse serum. Cells were fixed and analyzed by immunofluorescence for the expression of desmin (green), and levels of
BrdU incorporation (red). Hoechst (blue) labels all nuclei. The successful down-modulation of TGF-b signaling by DN RII virus provided restoration of satellite cell
regenerative potential in cells exposed to old serum, as evidenced by large number of de-novo proliferating desmin+ myoblasts that form multinucleated
myotubes. Bar = 50 um. (B) Quantification of regenerative potential shown in A, The percent of desmin+ ⁄ BrdU+ cells is shown as means with standard
deviations. (*) indicates P < 0.05, compared to treatment with young serum and control virus (Y serum + cntl.) (**) indicates P < 0.05, as compared to treatment
with old serum and control virus (O serum + cntl.). (C) Levels of nuclear P-Smad3 were diminished in old satellite cells transduced with DN RII-expressing lentivirus,
in vitro. Old satellite cells, exposed to old serum (OS) plus control virus, or old serum plus DN RII-expressing virus (as indicated), were immunostained for P-Smad3
(green). Hoechst (blue) labels nuclei. As expected, levels of satellite cell nuclear P-Smad3 were diminished in cells transduced with DN RII-expressing virus, as
compared to control (white arrow). Bar = 25 lm. results further clarify the respective roles of Wnt and TGF-b1 in
adult myogenesis, demonstrate that Wnt activity is not present
in sera (determined by bioactivity and satellite cell myogenicity
assays), and also demonstrate that Wnt does not contribute to
the TGF-b1-dependent inhibition of satellite cell myogenic
potential. sufficient to restore myogenic responses in old cultures. TGF-b
receptor levels in satellite cells increase approximately three to
fourfold with age (Supporting Fig. Correlation between systemic levels and myogenic
effects of Wnt S6A), suggesting a com-
pounding effect on signaling from an age-dependent elevation
of ligand (Carlson et al., 2008) and receptor. In this regard, we
compared the intensity of TGF-b signaling, and the efficiency of
myogenic responses, in satellite cells expressing a TGF-b domi-
nant-negative receptor II (TGF-b DN RII), compared to control
vector (Tang et al., 1999; Yu & Schaffer, 2006). Young and old
satellite cells were activated by muscle injury, followed by pro-
genitor cell isolation and retroviral transduction with TGF-b DN
RII or control vector, ex vivo. The dominant-negative TGF-b
receptor is an inactive kinase, which effectively inhibits signaling
by active TGF-b ligands (Tang et al., 1999). As shown in Fig-
s 4A,B and S6B, while having no effect on satellite cells cultured Correlation between systemic levels and myogenic
effects of Wnt Moreover, exogenous Wnt3A did not
reduce myogenic potential in young serum. Consistent with a
reported pro-myogenic activity of Wnt (Brack et al., 2008),
Wnt3A
also
enhanced
myotube
formation
(Supporting
Fig. S4A). However, in contrast to the induction of a fibroblastic
cell fate (Brack et al., 2007), the presence of nonmyogenic fibro-
blastic cells (e.g. desmin) ⁄ BrdU+) was not increased, but
reduced in the presence of exogenous Wnt3A, thereby further
validating the pro-myogenic activity of Wnt. Wnt modulation
also failed to synergize with the TGF-b1-promoted inhibition of
myogenic responses. In contrast, Wnt3A antagonized TGF-b1
and enhanced the generation of satellite cell-derived, fusion-
competent proliferating myoblasts (Fig. 4C–F). Additionally,
young satellite cells cultured with young serum had less active
GSK3b and more inactive GSK3b (compared to old satellite cells
cultured with old serum), suggesting that Wnt signaling is stron-
ger in young conditions (Supporting Fig. S4B,C). These findings
were also examined and confirmed using single myofiber assays
(Brack et al., 2007 and Supporting Fig. S5). Combined, these Based on published literature, and in agreement with our
results, sera and plasma contain little-to-no active TGF-b1. How-
ever, the total TGF-b1 released by platelets during sera collection
becomes activated (e.g. by cells in culture), evoking an interplay
between positive and negative regulators that determines the
intracellular signaling strength. The platelet source of TGF-b1 in
our serum samples was corroborated, as expected (Supporting
Fig. S3E,F). We further postulated that, in the case of young
sera, TGF-b1 activity is attenuated and may therefore render
young sera pro-myogenic. To test this, we compared satellite
cell myogenic responses in cultures containing serum with (i)
endogenous TGF-b activity, (ii) forced-activated endogenous
TGF-b and (iii) forced-activated endogenous TGF-b, with subse-
quent TGF-b1-specific antibody neutralization. As shown in
Fig. 2C,D, young serum became inhibitory to satellite cell
responses (and similar in this regard to old sera) when endo-
genous young levels of TGF-b were forced-activated. Impor-
tantly, inhibition of myogenic activity was dependent on TGF-b1
and not related to sera-activation, as TGF-b1-specific neutraliza-
tion restored myogenicity to these cultures. Additionally, when ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 (A)
(B)
(C)
Fig. 4 Down-modulation of transforming growth factor (TGF)-b signaling intensity by dominant negative TGF-b RII attenuates old sera-imposed satellite cell
regenerative potential inhibition. ª 2009 The Authors
l
l ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 Correlation between systemic levels and myogenic
effects of Wnt (A) Young and old mice were injured with CTX, as described; bulk myofibers with activated satellite cells were then explanted
and transiently transduced with a TGF-b RII DN-expressing lentivirus, or control virus, in vitro. Following transduction, myofiber-derived cells were cultured for 48 h
in OPTI-MEM + 5% young (YS) or old (OS) mouse serum. Cells were fixed and analyzed by immunofluorescence for the expression of desmin (green), and levels of
BrdU incorporation (red). Hoechst (blue) labels all nuclei. The successful down-modulation of TGF-b signaling by DN RII virus provided restoration of satellite cell
regenerative potential in cells exposed to old serum, as evidenced by large number of de-novo proliferating desmin+ myoblasts that form multinucleated
myotubes. Bar = 50 um. (B) Quantification of regenerative potential shown in A, The percent of desmin+ ⁄ BrdU+ cells is shown as means with standard
deviations. (*) indicates P < 0.05, compared to treatment with young serum and control virus (Y serum + cntl.) (**) indicates P < 0.05, as compared to treatment
with old serum and control virus (O serum + cntl.). (C) Levels of nuclear P-Smad3 were diminished in old satellite cells transduced with DN RII-expressing lentivirus,
in vitro. Old satellite cells, exposed to old serum (OS) plus control virus, or old serum plus DN RII-expressing virus (as indicated), were immunostained for P-Smad3
(green). Hoechst (blue) labels nuclei. As expected, levels of satellite cell nuclear P-Smad3 were diminished in cells transduced with DN RII-expressing virus, as
compared to control (white arrow). Bar = 25 lm. Age-related systemic control of muscle repair, M. E. Carlson et al. 6 Age-related systemic control of muscle repair, M. E. Carlson et al. 681 681 (A)
(B)
(C)
n-modulation of transforming growth factor (TGF)-b signaling intensity by dominant negative TGF-b RII attenuates old sera-imposed satellite cell
potential inhibition. (A) Young and old mice were injured with CTX, as described; bulk myofibers with activated satellite cells were then explanted
tly transduced with a TGF-b RII DN-expressing lentivirus, or control virus, in vitro. Following transduction, myofiber-derived cells were cultured for 48 h
M + 5% young (YS) or old (OS) mouse serum. Cells were fixed and analyzed by immunofluorescence for the expression of desmin (green), and levels of
oration (red). Hoechst (blue) labels all nuclei. Systemic delivery of a TGF-b receptor inhibitor (but
not anti-TGF-b antibody or soluble TGF-b receptor)
restores old muscle repair, in vivo Examination of our data suggested that sera-derived TGF-b1 was
released by platelets during collection procedures. Nevertheless,
it remained possible that plasma-based endocrine TGF-b1 could
play a role in the inhibition of satellite cells. To examine potential
age-dependent endocrine affects of TGF-b1, and to distinguish
them from its local influences, we sought to rejuvenate aged
muscle repair by attenuating the TGF-b pathway through sys-
temic pharmacological intervention, in vivo. Three independent
attenuators were used in these experiments: (i) a small molecule
inhibitor of TGF-b RI kinase (Singh et al., 2003; Gellibert et al.,
2004), (ii) TGF-b neutralizing antibody and (iii) a decoy composed
of the extracellular portion of TGF-b receptor II. These molecules
were systemically administered for 10 days, followed by cardio-
toxin (CTX) muscle injury. Samples were harvested at 5 days
postinjury, and examined histologically. The efficiency of adult
myogenesis, and age-related changes in this process, were reli-
ably determined by the detection and quantification of newly
formed myofibers. Such de novo fibers are characteristically
small, express eMyHC and have centrally located BrdU+ nuclei –
indicating that these cells were recently generated by proliferat-
ing, fusion-competent myoblasts (Wagers & Conboy, 2005;
Carlson & Conboy, 2007a; Carlson et al., 2008). Newly formed
muscle fibers are typically numerous and visible in young regen-
erating muscle, but less numerous in old muscle, which instead
shows more mononucleated cells and scar formation (Fig. 5A). The rejuvenating effects produced by TGF-b RI kinase inhibitor
systemic delivery are best explained by the attenuation of local
TGF-b signaling in all tissues, including skeletal muscle. As
shown in Fig. 6B,C, this hypothesis is directly substantiated by
our experimental data. Namely, the high levels of P-Smad3 and
TGF-b1, typical of old muscle (Carlson et al., 2008), are signifi-
cantly reduced in old mice receiving systemically administered
TGF-b RI kinase inhibitor, but not in old mice receiving anti-
TGF-b antibody or soluble receptor. Importantly, osmotic pump
delivery TGF-b RI kinase inhibitor not only reduced P-Smad3
levels, but also diminished levels of TGF-b1 production by
muscle cells, suggesting positive feed-back regulation in the
TGF-b pathway (Fig. 6B,C). Together, these data establish that systemically administered
TGF-b RI kinase inhibitor acts locally to attenuate TGF-b1 ⁄
P-Smad3 signaling in satellite cells, and restores muscle repair, in
vivo. These findings are also in agreement with our previous
report (Carlson et al., 2008). Expression of a dominant-negative TGF-b receptor
restores productive myogenic responses to satellite
cells exposed to aged serum After justifying our experimental focus on TGF-b1 as a myogenic
inhibitor, we decided to confirm that (i) young sera, compared
to old, down-modulates TGF-b1 signaling in satellite cells, and
that (ii) the attenuation of TGF-b receptor engagement is ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 Age-related systemic control of muscle repair, M. E. Carlson et al. 682 682 we also employed osmotic subcutaneous pumps for the constit-
utive systemic delivery of these molecules. Under these condi-
tions, the anti-TGF-b neutralizing antibody still failed to
significantly enhance repair of old muscle, while TGF-b RI kinase
inhibitor robustly promoted muscle repair (Fig. 5B). These key
data suggest that endocrine TGF-b1 does not play a major role
in the age-related decline of muscle regeneration, in vivo. Furthermore, ELISA assays on systemic TGF-b1 levels not only
corroborated, but strengthened this conclusion (Fig. 6A). These
data demonstrated that TGF-b1 neutralizing antibody, or soluble
TGF-b receptor II, failed to reduce circulating levels of TGF-b1 in
old mice (Fig. 6A). In agreement with other reports, our findings
suggest that bio-active TGF-b1 is not present in the circulation,
which would be recognizable by the herein tested antibody or
cognate receptor (Annes et al., 2003; Hyytiainen et al., 2004;
Feng & Derynck, 2005). with young serum, TGF-b DN RII expression rescued myogenic
proliferation and differentiation in the presence of old serum. The age-related differences in TGF-b signaling strength, and the
attenuation of TGF-b signaling DN RII expression, were con-
firmed by nuclear P-Smad3 analysis in muscle cells (Fig. 4C). Ectopic expression of truncated TGF-b DN RII was confirmed by
Western blot (Supporting Fig. S6C). Systemic delivery of a TGF-b receptor inhibitor (but
not anti-TGF-b antibody or soluble TGF-b receptor)
restores old muscle repair, in vivo In contrast, systemic levels and
intra-muscular
TGF-b1
signaling
strength
are
not
down-
modulated, and old muscle repair is not enhanced by circulating
neutralizing antibody or soluble receptor (which do not access
endocrine or tissue TGF-b when administered systemically). Thus, while TGF-b1 is released by platelets during sera collec-
tion, and does exhibit an inhibitory and age-dependent influ-
ence on satellite cells, in vitro (Figs 1, 2 and S2), there is no
evidence for TGF-b1 endocrine anti-myogenic activity, in vivo. Muscle regeneration from mice treated by systemic adminis-
tration of the TGF-b RI kinase inhibitor was significantly
improved, and similar to the regeneration seen in young control
animals (Fig. 5A,B), or young animals receiving TGF-b RI kinase
inhibitor treatment (Supporting Fig. S7A–D). In contrast, sys-
temic administration of either TGF-b neutralizing antibody, or
soluble TGF-b receptor II, failed to improve myogenic regenera-
tive capacity in old mice (Fig. 5A,B). To control for the biological
activity of the anti-TGF-b neutralizing antibody, we performed
intra-muscular injections [which enhanced old muscle repair as
expected (Supporting Fig. S7E,F)]. In agreement with the data
shown in Figs 3 and S5, experimental attenuation of Wnt (by
FRP) did not improve the regeneration of old muscle, in vivo. Fur-
ther, Wnt attenuation did not synergize with intra-muscular
attenuation of TGF-b, which alone sufficed for the rescue of old
muscle repair (Supporting Fig. S7E,F). ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 Discussion TGF-b proteins have
been shown to behave as morphogens which, depending on
concentration, induce various gene subsets and promote differ-
ent effects (McPherron et al., 1997; Itoh et al., 2003; Kamanga-
Sollo et al., 2003; Muller et al., 2003; Wharton et al., 2004). The morphogenic nature of the TGF-b family agrees with our
conclusion that, at specific concentrations, TGF-b1 is permissive
or
nonpermissive
to
productive
myogenic
regenerative
responses (Figs 1, 2 and S1, S2). Consequently, pronounced
down-modulation of TGF-b1 causes immune disorders, inflam-
mation and organ dysfunction. This complicates the use of
TGF-b1 attenuators, such as antibodies and small molecules
(delivered by pumps, or otherwise), or the use of genetically
altered mice, which do not survive into old age if they harbor
TGF-b pathway insufficiencies. For example, genetic deficiencies
in TGF-b1,2,3, TGF-b RI,II,III, Smad2, Smad4 and others (Oshima
et al., 1996; Bonyadi et al., 1997; Larsson et al., 2001; Brionne
et al., 2003; Andrews et al., 2006) all cause embryonic or were prescreened for confounding medical conditions. Despite
this, none of the aged individuals (‡ 60 years) had less than
measurable levels of TGF-b1, as opposed to many of the young
individuals (£ 30 years) enrolled in these studies. Considering
that TGF-b1 is broadly produced, and signals to a variety of cells,
the age-related and evolutionarily conserved elevation of its
functional levels in old sera may affect stem cell responses in var-
ious other tissues. Such a finding may provide a preliminary
explanation for the general organ stem cell regenerative poten-
tial decline of mice and humans. were prescreened for confounding medical conditions. Despite
this, none of the aged individuals (‡ 60 years) had less than
measurable levels of TGF-b1, as opposed to many of the young
individuals (£ 30 years) enrolled in these studies. Considering
that TGF-b1 is broadly produced, and signals to a variety of cells,
the age-related and evolutionarily conserved elevation of its
functional levels in old sera may affect stem cell responses in var-
ious other tissues. Such a finding may provide a preliminary
explanation for the general organ stem cell regenerative poten-
tial decline of mice and humans. With respect to satellite cell activation, TGF-b1 operates in a
threshold fashion (Fig. 1), and appears to function through the
TGF-b II receptor and P-Smad signaling (Figs 4 and 6). ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 Discussion The data presented in this work establish the anti-regenerative
properties and inhibitory range of TGF-b1. These data also dem-
onstrate that the age-related increase in TGF-b1 levels is con-
served between mouse and human sera (Figs 1 and 2), and may
therefore be universal to the aging process of mammals. In our
studies, there was less variation in measurable TGF-b1 levels
within mice (when compared with humans), likely owing to their
environmental and genetic homogeneity. It is also important to
note that our reported human TGF-b1 levels are representative
of the healthy aging population, as individuals for these studies To control for potential half-life differences of the anti-TGF-b
neutralizing antibody, compared to TGF-b RI kinase inhibitor, Age-related systemic control of muscle repair, M. E. Carlson et al. 683 683 (A)
(B)
f (A) Fig. 5 Systemic pharmacological intervention
lowers sera transforming growth factor (TGF)-b
levels and improves regeneration in old animals. Old or young mice were injected (subcutaneous)
with a small molecule inhibitor of the TGF-b RI
kinase (Ki), for 2 weeks. Five days before the end of
treatment, muscle was injured as described. At the
end of treatment, animals were sacrificed and
muscle was collected. BrdU was injected
(intraperitoneal) at 3 days postinjury to label
proliferating, fusion-competent myoblasts. (A)
Cryosections (10 lm) were performed in young
and old muscle (receiving vehicle alone), old + Ki
and old + RII (extracellular portion of TGF-b
receptor II). Sections were analyzed by
hematoxylin ⁄ eosin (H&E) staining and
immunostaining for both embryonic myosin heavy
chain (eMyHC, shown in green) and BrdU
incorporation (shown in red). Hoechst stains nuclei
(blue). As shown, the regenerative outcome of old
and old + RII was worse than young (judged by
scar tissue formation, de novo myofiber
size ⁄ scarcity and reduction of BrdU+ nuclei within
eMyHC fibers). Scale bar = 100 lm. In contrast,
muscle repair was improved by treatment with
TGF-b RI kinase (Ki) small molecule inhibitor (similar
to young with respect to large ⁄ dense eMyHC+
myofibers with centrally located BrdU+ nuclei). (B)
Regeneration was quantified from muscle sections,
and is presented as mean percent of newly
regenerated myofibers per square millimeter of
injury site. Error bars indicate SD, n = 3, *P = 0.01
between young or old +Ki, and old. (B) ing is needed for efficient immune cell and wound clearance
responses (Dunker & Krieglstein, 2000). ª 2009 The Authors Discussion Specifically, if all
endogenous young sera TGF-b1 were active, it would readily
suppress satellite cell responses, in vitro (Figs 1 and 2). Further,
neutralization of circulatory TGF-b1 is not achievable by experi-
mental ligand traps, in vivo (Figs 5 and 6). These data suggest
the presence of a natural TGF-b1 modifier ⁄ decoy (predictably
more active in the young), which is likely endocrine in nature, or
released during platelet activation (Figs 1 and 2). Future work
on the characterization of such natural systemic antagonist(s) of
TGF-b1 may also explain the regenerative phenotypes observed
in hetereochronic parabiosis (Conboy et al., 2005). This work further confirms and extrapolates the auto-
crine ⁄ paracrine mode of TGF-b age-dependent inhibition of
organ stem cell responses (Carlson et al., 2008). Specifically, old
tissue repair was improved only when P-Smad3 levels were
attenuated locally in muscle (e.g. through small molecule
systemic delivery), which is also expected to attenuate TGF-b
signaling broadly in all tissues (Figs 5 and 6). In contrast, systemi-
cally administered neutralizing antibody, or soluble receptor,
failed to restore old muscle repair. These molecules did not
attenuate endocrine or local TGF-b1, nor diminish P-Smad3
levels in satellite cells, in vivo (Figs 5 and 6). These data also
predict the presence of a positive feed-back loop, where a
certain TGF-b signaling strength is required to maintain TGF-b1
ligand expression (Fig. 6), which was additionally suggested by
TGF-b level reduction in muscle treated with RNAi to Smad3
(Carlson et al., 2008). It remains to be determined whether
there is a broad TGF-b1 increase within old tissues (in addition to
skeletal muscle fibers), or if a narrow subset of cells in aged
organisms overproduce TGF-b1. (C) (C) While the involvement of additional TGF-b family members
(or other age-dependent cytokines involved with muscle repair
decline) is certainly not ruled out, TGF-b1 was identified here as
a key, age-related inhibitor of myogenic responses. Additionally,
myostatin was previously reported to not locally increase in old
muscle tissue (Carlson et al., 2008), thus implicating the ubiqui-
tous TGF-b1, rather than tissue-specific family members in these
age-related phenotypes. While other circulatory molecules may
contribute to the aging of muscle stem cell responses, our data
suggest that Wnt is not a systemic age-dependent attenuator of
myogenicity (Figs 2, 3, S2 and S4). These data are in apparent
disagreement with those reported by Brack et al. Discussion Our find-
ings suggest that certain levels of TGF-b1 are actually required
for normal satellite cell responses (Fig. 1). Experimental down-
modulation of this pathway is therefore expected to be typically
harmful, unless it is transient (Figs 1, 4––6) or performed to pre-
cise ‘beneficial’ levels. These conclusions fit well with studies,
reporting that among other important functions, TGF-b1 signal- ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 Age-related systemic control of muscle repair, M. E. Carlson et al. 684 684 neonatal lethality, due to the abnormal development of various
organ systems. Furthermore, Smad3 knockout animals survive
after birth, but die before old age due to chronic infections, accelerated rate of cancers and T-cell dysfunction (Datto et al.,
1999; Yang et al., 1999). TGF-b1 heterozygous mice also sur-
vive after birth, but have increased neuronal abnormalities,
inflammation and fibrosis of blood vessels (Wyss-Coray et al.,
1997, 2001; Brionne et al., 2003). Combined, these data agree
with our conclusion that prolonged, or sustained, experimental
down-modulation of TGF-b1 levels will perturb cellular function. (B)
(A)
(C)
Fig. 6 Systemic pharmacological intervention lowers sera transforming
growth factor (TGF)-b levels and improves regeneration in old animals. (A) Myofibers were isolated from young, old and old mice with indicated
treatments for TGF-b systemic down-modulation. Cell lysates were then
analyzed by Western blot for levels of secretory TGF-b and P-Smad3 signaling
strength. Actin immunodetection was used as a loading control. As expected,
higher levels of TGF-b and P-Smad3 were detected in old samples, as
compared to young. O + Ki pump showed reduction in both TGF-b and
P-Smad3, whereas O + Ki injection only reduced P-Smad3 signaling strength. (B) Results of multiple Western blot assays were quantified (normalization of
TGF-b and P-Smad3 pixel density by actin-specific pixel density) and are
depicted by relative pixel intensity, as shown; (*) indicates P < 0.01, O Ki
compared to old and young. Error bars indicate SD. n = 3–4. (C) TGF-b levels
in serum for each animal in young, old or old + experimental treatments were
determined by ELISA. Shown are mean values with standard deviations (B)
(A) Our work reveals that platelet-derived sera TGF-b1 levels, or
endocrine TGF-b1 levels, do not explain the age-dependent inhi-
bition of tissue regeneration by this cytokine. ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 Discussion (2008); and
further study will resolve whether Wnt is present in the circula-
tion, is upregulated with aging and becomes inhibitory to myo-
genic responses at some age-specific level. Of note, in reports
examining Wnt in young mice only, it is suggested that Wnt Fig. 6 Systemic pharmacological intervention lowers sera transforming
growth factor (TGF)-b levels and improves regeneration in old animals. (A) Myofibers were isolated from young, old and old mice with indicated
treatments for TGF-b systemic down-modulation. Cell lysates were then
analyzed by Western blot for levels of secretory TGF-b and P-Smad3 signaling
strength. Actin immunodetection was used as a loading control. As expected,
higher levels of TGF-b and P-Smad3 were detected in old samples, as
compared to young. O + Ki pump showed reduction in both TGF-b and
P-Smad3, whereas O + Ki injection only reduced P-Smad3 signaling strength. (B) Results of multiple Western blot assays were quantified (normalization of
TGF-b and P-Smad3 pixel density by actin-specific pixel density) and are
depicted by relative pixel intensity, as shown; (*) indicates P < 0.01, O Ki
compared to old and young. Error bars indicate SD. n = 3–4. (C) TGF-b levels
in serum for each animal in young, old or old + experimental treatments were
determined by ELISA. Shown are mean values with standard deviations
(n = 3–12, P £ 0.05 between O + Ki pump and O + anti-TGFb pump, and
O + Ki ⁄ O + RII injection. Age-related systemic control of muscle repair, M. E. Carlson et al. 685 promotes satellite cell myogenicity for both differentiation of
myoblasts to myotubes, and with respect to satellite cell self-
renewal (Brack et al., 2008; Le Grand et al., 2009). changed 12 hours after transfection. Forty-eight hours after
transfection, the cell culture supernatant, containing the virus,
was collected and purified by ultra centrifugation through 20%
sucrose in phosphate-buffered saline (PBS) and resuspended in
PBS. The virus also encoded a gene that rendered it resistant
against puromycin, and was titered on 293T cells using WST1
reagent (Roche, Mannheim, Germany) following the manufac-
turer’s protocol. Comprehensively, these studies identify physiological sources
of TGF-b1 that are responsible for age-related muscle repair
inhibition, and point toward novel therapeutic strategies for the
enhancement of organ regenerative potential. In proof of princi-
ple research, intra-muscular attenuation of Smad3, by RNAi,
rescued aged muscle repair (Carlson et al., 2008). Retrovirus production and transfection pMSCV-TbRIIDN retroviral vector was a kind gift from Dr Chung
Lee (Kundu et al., 2000; Shah et al., 2002). TbRIIDN was excised
from the vector using EcoRI ⁄ BamHI, blunted with Klenow (NEB)
and inserted into the MoMLV retroviral vector pCLPCGFP
(Ignowski & Schaffer, 2004). pCLPCGFP was first digested with
BamHI, following which it was also blunted with Klenow and
ligated with the TbRIIDN fragment. The resulting pCLPC TbRIIDN
vector was sequenced to confirm its sequence and directionality
of insertion. A plasmid made by ligating the blunt ends of the
pCLPC vector was used as a control. To produce retrovirus, HEK
293T cells (cultured in Iscove’s modified Dulbecco’s medium
(Hyclone, Logan, UT, USA) with 10% fetal bovine serum (Invitro-
gen) and 1% penicillin–streptomycin (Gibco, Carlsbad, CA,
USA) and maintained at 37 C and 5% CO2) were co-transfect-
ed with the retroviral vector (pCLPC TbRIIDN or control plasmid)
and the helper plasmids pCMV-VSVG, a vector encoding the
viral envelope protein from the vesicular stomatitis virus and
pCMV-gagpol, a vector encoding the enzymatic and structural
retroviral proteins, using the calcium phosphate transfection
method as described (Yu & Schaffer, 2006). Medium was Antibodies and reagents Antibody against embryonic myosin heavy chain (develop-
mental) was purchased from Vector Laboratories (Burlingame,
CA, USA) and the Developmental Studies Hybridoma Bank. Phosphorylated-Smad2 ⁄ 3 antibody [1:200 WB (Western blot),
1:100 IF (immunofluorescence) was obtained from Chemicon
(Temecula, CA, USA) and Santa Cruz Biotechnologies (Santa
Cruz, CA, USA; sc-11769)]. Bioactivity neutralizing antibody
against TGF-b1 (MAB240), rTGF-b1 (240-B) rWnt3a (1324-
WN) sFRP3 (592-FR) and huTGF-b RIII (242-R3) were purchased
from R&D Systems. Delta (9120) and TGF-beta receptor I
(SC 9048) (1:100 WB) antibodies were obtained from Santa
Cruz Biotechnologies. Activated Notch (1:500 WB) (ab8925)
and BrdU (1:100 IF) (ab6326) antibody were obtained from
Abcam (Cambridge, MA, USA). Desmin (1:25 IF) (clone DE-
U-10, #D1033) and actin (1:250 WB, A5060) antibodies were
purchased from Sigma. Cell culture Young (2–4 month) and old (20–24 month) C57 ⁄ Bl6 male mice
were obtained from Jackson Laboratories (Bar Harbor, ME, USA)
and NIA (Bethesda, MD, USA) respectively. Myofiber explant cultures and primary myogenic progenitor cells
were generated from C57 ⁄ Bl6 mice as described previously
(Conboy et al., 2003). Myoblasts were maintained in growth
media (Ham’s F-10, 20% FBS, 5 ng mL)1 basic-FGF and penicil-
lin–streptomycin). Opti-MEM was used to culture myofiber
explants in 10% young, 10% old or 10% young plus old mouse
serum (5% each). Differentiation media consisted of DMEM and
5% horse sera. Basic-FGF was obtained from Sigma (St Louis,
MO, USA) and R&D systems (Minneapolis, MN, USA), Opti-MEM
was obtained from Invitrogen (Carlsbad, CA, USA), and all other
cell culture reagents were obtained from Cellgro (Herndon, VA,
USA). Discussion Such method-
ology, however, is not easily applicable to an organism-wide
restoration of old organ repair. In contrast, our herein reported
systemic delivery of a TGF-b receptor kinase inhibitor allows one
to reach all tissues, to recalibrate TGF-b1 ligand levels to their
youthful states and to potentially rejuvenate their regenerative
function. Viral transduction was performed on bulk myofiber ex-
plants with activated satellite cells, isolated 3 days postinjury
from
CTX-injured
young
and
old
animals. Cells
were
infected with TbRIIDN (2 · 106 TU mL)1), or control viruses (1 ·
107 TU mL)1), at assay-dependent MOIs, and cultured for
48 hours in the presence of OPTI-MEM, +5% young or old
mouse serum prior to fixation and analysis. No tetracycline was
added in these experiments. ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 ª 2009 The Authors Depletion of TGF-b from culture media Opti-MEM containing either 10% young or old mouse serum
was incubated in the presence of 5 lg mL)1 TGF-b antibody
(R&D Systems) overnight at 4 C. Protein-G agarose was then
added to the media ⁄ antibody mix and incubated for 4 h at
4 C. The mixture was then centrifuged at 10 000 RCF for
5 min. Supernatant was collected and centrifugation was
repeated. TGF-b depleted supernatant was used for culture. Muscle injury Isoflurane was used to anesthetize the animal during the muscle
injury procedure. For bulk myofiber satellite cell activation, tibial-
is anterior and gastrocnemius muscles were injected with CTX I
(Sigma) dissolved at 100 lg mL)1 in PBS, at 2–5 sites for each
muscle for approximately 50 lL g)1 muscle. Muscles were har-
vested 3 days later. For focal injury, to assay regeneration
in vivo, 2–3 lL of 1 mg mL)1 CTX was injected at one site to the
middle of the tibialis anterior, or two sites at the gastrocnemius,
and muscle harvested 5 days later. In some experiments, FRP3
(500 ng), anti-TGF-b (10 ng), FRP3 ⁄ anti-TGF-b or IgG (10 ng)
were injected intramuscularly into injury sites, 24 h following ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 Age-related systemic control of muscle repair, M. E. Carlson et al. 686 initial injury. In these studies, BrdU (50 mg kg)1) was injected IP
at 2 days following injury. Serum TGF-b was activated by mixing 100 lL of serum with
100 lL 10 M Urea ⁄ 2.5 M acetic acid, followed by incubation
for 10 min at room temperature. Acid treatment was neutral-
ized with 2.7 M sodium hydroxide ⁄ 1 M HEPES, and salts were
removed via ultrafiltration (Vivaspin 500, 3 kDa MWCO; GE
Healthcare, Piscataway, NJ, USA). Measurement of bioactive levels of WNT in serum L cells, stably harboring SuperTopFlash (Kaykas et al., 2004) and
pEF1-LacZ constructs (‘LSL cells’), were plated into 96-well
microtiter dishes at approximately 80–90% confluency. After
6 h postplating, media was removed and LSL cells were trea-
ted with serum or Wnt protein diluted into complete media
(DMEM ⁄ 10% FBS plus antibiotics) for approximately 16 h at
37 C luciferase activity was measured in a Lumat LB 9507 lumi-
nometer (Berthold) using the Dual light TROPIX kit according to
manufacturer’s instructions. All assays were performed in tripli-
cate, and the relative luciferase units were normalized to LacZ
readings. Immunofluorescence and histological analysis All muscle tissue was dissected, flash frozen in OCT compound
(Tissue Tek; Sakura Finetek, Zoeterwoude, The Netherlands) and
cryo-sectioned at 8–10 lm, as previously described (Conboy
et al., 2003). Muscle sections were stained with aqueous hema-
toxylin and eosin (H&E), as per the manufacturer’s instructions
(Sigma-Aldrich). Regeneration and myogenic potential was
quantified by examining injury sites from representative sections
along the muscle (spanning the volume of injury), then measur-
ing the injured ⁄ regenerating area using Adobe Photoshop
Elements. In all experiments, regenerating tissue was obtained
from both tibialis anterior and gastrocnemius muscles. Cryo-
sectioning was performed through the entire volume of muscle
(typically 50–70 sections total, done at 200 lm intervals),
thereby serially reconstituting the entire tissue, ex vivo. Myofiber
regeneration was quantified by counting total newly regener-
ated fibers at injury epicenters, per volume of injury (typically
1 mm2) and dividing fibers per area. Immunostaining was
performed as described (Conboy et al., 2003). Briefly, after
permeabilization
in
PBS + 1%
FBS + 0.25%
Triton-X-100,
tissues and cells were incubated with primary antibodies in
staining buffer (PBS + 1% FBS) for 1 h at room temperature,
followed by 1 h incubation fluorochrome-labeled secondary
antibodies (ALEXA; Molecular Probes, Carlsbad, CA, USA at
1:1000). P-Smad2 ⁄ 3
and
BrdU-specific
immunostaining
required an extra step of 2 M HCl treatment (denaturation of
DNA) before permeablization. The index of myogenic potential
was evaluated, based on BrdU ⁄ eMyHC costaining, as previously
described (Carlson & Conboy, 2007a; Carlson et al., 2008). Measurement of bioactive levels of TGF-b in serum Serum was isolated as previously described (Conboy et al.,
2003). Briefly, blood cells were coagulated at 37C for 15 min
and centrifuged to isolate serum. In the luciferase-reporter
trans-activation assay, the biological activity of TGF-b was
measured via induction of the PAI-1 promoter in mink lung
epithelial cells stably expressing a PAI promoter-luciferase con-
struct (Abe et al., 1994). Briefly, 3 · 104 transfected cells
were plated in 96-well plates in 50 lL of Dulbecco’s modified
eagle medium (DMEM) with 0.5% fetal bovine serum and
incubated for 3 h at 37 C in 5% CO2. Experimental sample
(50 lL of DMEM with young or old mouse serum at 1:2 and
1:10 dilutions) was added to triplicate wells and incubated for
16 h. Cells were then washed with PBS and lysed. The lucifer-
ase activity in the lysate was measured in an EG&G Berthold
Microlumat LB 96P (Oak Ridge, TN, USA) for 10 s, immedi-
ately following auto-injection of 20 lL of luciferase substrate
and recorded as relative light units integrated over time. A
TGF-b standard curve was performed to determine the total
amount of active TGF-b. Neutralizing antibodies specific for
individual TGF-b (R&D Systems) were added to demonstrate
specificity. ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 ª 2009 The Authors Western blot analysis Western blotting was performed according to standard proto-
cols. Typically, 30 lg of protein extract from myofibers, or
satellite cells, were run on SDS–PAGE gels (Bio-Rad, Hercules,
CA, USA). Primary antibodies were diluted in 5% nonfat milk
in 1· PBS-T at indicated dilutions (see above). HRP-conjugated
secondary
antibodies
(Santa
Cruz
Biotech)
were
diluted
1:1000 in 1· PBS, 2%BSA, and 0.5% Tween-20. Nitrocellu-
lose membranes were treated with secondary antibodies for
1 h at room temperature, developed using ECL reagent
(Amersham, Sunnyvale, CA, USA), and imaged on a Bio-Rad
Chemidoc XRS. Measurement of serum TGF-b levels For plasma preparation, < 100 lL was collected from the tail
into 10 lL of 100 mM EDTA. Red blood cells were removed by
sedimentation, twice at 150 g for 10 min, followed by platelet
sedimentation for 10 min at 1500 g. Platelet-poor plasma was
re-cleared by an additional sedimentation for 10 min at
1500 g. Platelets were washed once with 0.08 M sodium cit-
rate, pH 6 ⁄ 0.9 g L)1 sodium chloride, sedimented again at
1500 g, and resuspended in cold water before flash freezing. Mouse blood was collected upon euthanasia, and serum was
prepared as above. Mouse serum levels were determined by
sandwich ELISA, as per the manufacturer’s protocol (R&D Sys-
tems #DY1679), with the recommended pretreatment of sam-
ple with acid ⁄ urea, followed by neutralization. To avoid
dilution effects on measurement, peak readings calculated
from the corrected dilution curve were used for comparison
among samples. Serum from aged and young human subjects ª 2009 The Authors
Journal compilation ª Blackwell Publishing Ltd/Anatomical Society of Great Britain and Ireland 2009 Age-related systemic control of muscle repair, M. E. Carlson et al. 6 687 was collected and stored in aliquots at )70 C until used. Young donors were between 20 and 35 years of age and
elderly donors were between 65 and 90 years of age. Elderly
subjects belonged to middle-class socio-economic status, and
were living independently. This study was approved by the
Institutional Review Board of the University of California,
Irvine. Human TGF-b levels were determined using a specific
ELISA kit (BD Biosciences, San Jose, CA, USA) with the recom-
mended pretreatment of sample with acid, followed by neu-
tralization with the base. Author contributions MEC provided Figs 1, 2C,D, 3C–F, 4, 5, 6, S1, S2, S3E,F, S4, S5,
S6B and S7A,B, D–F and wrote the manuscript; MJC provided
Figs 2A, 3B, 5, 6 S3D and S7C,D, and wrote the manuscript; MH
provided preliminary data for Fig. 1; JJ provided Fig. S6A; LB
provided Fig. S3C; AA provided Figs 2B and S3B and DVF pro-
vided the TGFb DN RII expressing retrovirus and experimental
design in Fig. 4; AJM provided data for Fig. 3A,B; IMC designed
and coordinated the study, interpreted the data and wrote the
manuscript. Statistical analysis Brack AS, Conboy MJ, Roy S, Lee M, Kuo CJ, Keller C, Rando TA
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fate and increases fibrosis. Science (New York, NY) 317, 807–810. A minimum of three replicates were performed for each experi-
mental condition. Quantified data are presented as means and
standard deviations. Analysis of variance was used to compare
data from different experimental groups. P-values of < 0.05
were considered statistically significant. Brack AS, Conboy IM, Conboy MJ, Shen J, Rando TA (2008) A tempo-
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The tip protein PAAR is required for the function of the type VI secretion system
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The tip protein PAAR is required for the function of the
type VI secretion system Solène G Beauvois, Nicolas Flaugnatti, Marianne Ilbert, Marie Boyer, Esther
Gavello-Fernandez, Rémi Fronzes, Dukas Jurėnas, Laure Journet To cite this version: Solène G Beauvois, Nicolas Flaugnatti, Marianne Ilbert, Marie Boyer, Esther Gavello-Fernandez, et
al.. The tip protein PAAR is required for the function of the type VI secretion system. Microbiology
Spectrum, 2023, 10.1128/spectrum.01478-23. hal-04260438 Distributed under a Creative Commons Attribution 4.0 International License HAL Id: hal-04260438
https://hal.science/hal-04260438v1
Submitted on 26 Oct 2023 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 tip protein PAAR is required for the function of the type VI secretion system. 1
2
Solène G. Beauvoisa, Nicolas Flaugnattia,e, Marianne Ilbertb, Marie Boyera, Esther Gavello-
3
Fernandezc,d, Rémi Fronzesc,d, Dukas Jurėnasa,f and Laure Journeta#
4
5
aLaboratoire d’Ingénierie des Systèmes Macromoléculaires, Institut de Microbiologie,
6
Bioénergies et Biotechnologie, Institut de Microbiologie de la Méditerranée, Aix-Marseille
7
Université - CNRS UMR7255, Marseille, France
8
bLaboratoire de Bioénergétique et Ingénierie des Protéines, Institut de Microbiologie,
9
Bioénergies et Biotechnologie, Institut de Microbiologie de la Méditerranée, Aix-Marseille
10
Université—CNRS UMR7281, Marseille, France. 11
cInstitut Européen de Chimie et Biologie, University of Bordeaux, Pessac, France /
12
dCNRS UMR 5234 Microbiologie Fondamentale et Pathogénicité, Bordeaux, France
13
14
#Address correspondence to Laure Journet, ljournet@imm.cnrs.fr
15
ePresent address: Nicolas Flaugnatti, Laboratory of Molecular Microbiology, School of Life
16
Sciences, Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland. 17
fPresent address: Dukas Jurėnas, Laboratoire de Génétique et Physiologie Bactérienne,
18
Département de Biologie Moléculaire Université Libre de Bruxelles, Gosselies, Belgium. 19
20
Running title: The type VI secretion system PAAR tip protein
21
22 The tip protein PAAR is required for the function of the type VI secretion system.
1 2
Solène G. Beauvoisa, Nicolas Flaugnattia,e, Marianne Ilbertb, Marie Boyera, Esther Gavello-
3
Fernandezc,d, Rémi Fronzesc,d, Dukas Jurėnasa,f and Laure Journeta#
4
5
aLaboratoire d’Ingénierie des Systèmes Macromoléculaires, Institut de Microbiologie,
6
Bioénergies et Biotechnologie, Institut de Microbiologie de la Méditerranée, Aix-Marseille
7
Université - CNRS UMR7255, Marseille, France
8
bLaboratoire de Bioénergétique et Ingénierie des Protéines, Institut de Microbiologie,
9
Bioénergies et Biotechnologie, Institut de Microbiologie de la Méditerranée, Aix-Marseille
10
Université—CNRS UMR7281, Marseille, France. 11
cInstitut Européen de Chimie et Biologie, University of Bordeaux, Pessac, France /
12
dCNRS UMR 5234 Microbiologie Fondamentale et Pathogénicité, Bordeaux, France
13 aLaboratoire d’Ingénierie des Systèmes Macromoléculaires, Institut de Microbiologie,
6
Bioénergies et Biotechnologie, Institut de Microbiologie de la Méditerranée, Aix-Marseille
7
Université - CNRS UMR7255, Marseille, France
8 bLaboratoire de Bioénergétique et Ingénierie des Protéines, Institut de Microbiologie,
9
Bioénergies et Biotechnologie, Institut de Microbiologie de la Méditerranée, Aix-Marseille
10
Université—CNRS UMR7281, Marseille, France. 11 bLaboratoire de Bioénergétique et Ingénierie des Protéines, Institut de Microbiologie,
9
Bioénergies et Biotechnologie, Institut de Microbiologie de la Méditerranée, Aix-Marseille
10
Université—CNRS UMR7281, Marseille, France. 11 bLaboratoire de Bioénergétique et Ingénierie des Protéines, Institut de Microbiologie,
9
Bioénergies et Biotechnologie, Institut de Microbiologie de la Méditerranée, Aix-Marseille
10
Université—CNRS UMR7281, Marseille, France. 11 cInstitut Européen de Chimie et Biologie, University of Bordeaux, Pessac, France /
12 #Address correspondence to Laure Journet, ljournet@imm.cnrs.fr
15 25 ABSTRACT
26 Bacteria are constantly competing to colonize crowded ecological niches, such as the human
27
gut. The Type VI secretion system (T6SS) is a critical bacterial weapon in this warfare. It
28
resembles a crossbow with a poisoned arrow allowing bacteria to inject toxic effectors
29
directly into target cells. This machinery is formed by an envelope-spanning complex which
30
recruits the baseplate, an assembly platform allowing the polymerization of a contractile
31
structure. The tail consists of a tube surrounded by a sheath and topped by the needle complex
32
composed of the VgrG and PAAR proteins. In the enteric pathogen enteroaggregative
33
Escherichia coli (EAEC), the Tle1 phospholipase toxin ensures the antibacterial activity of
34
the T6SS-1. For its transport, Tle1 interacts directly with the trimeric spike protein VgrG. 35
However, the importance and the function of the tip protein PAAR in the T6SS remains
36
unclear. Here we characterized the PAAR protein of EAEC using biochemical, fluorescence
37
microscopy and antibacterial competition approaches. Using pull-down assays and cryo-EM
38
analysis of the (VgrG)3-(Tle1)3-PAAR complex we show that PAAR tops and closes the β-
39
prism structure of the VgrG spike. The PAAR protein structure is further tightened by the
40
zinc atom coordinated via conserved residues essential for its function. We provide evidence
41
that PAAR is necessary for T6SS-1 mediated killing due to its requirement for proper T6SS
42
baseplate assembly and further sheath polymerization. Our results suggest that the PAAR
43
protein is an essential component of T6SS. 44 50 51 IMPORTANCE
52 The Type VI secretion system (T6SS) is a bacterial contractile injection system involved in
53
bacterial competition by the delivery of antibacterial toxins. The T6SS consists of an
54
envelope-spanning complex that recruits the baseplate, allowing the polymerization of a
55
contractile tail structure. The tail is a tube wrapped by a sheath and topped by the tip of the
56
system, the VgrG spike/PAAR complex. Effectors loaded onto the puncturing tip or into the
57
tube are propelled in the target cells upon sheath contraction. The PAAR protein tips and
58
sharpens the VgrG spike. However, the importance and the function of this protein remain
59
unclear. Here we provide evidence for association of PAAR at the tip of the VgrG spike. We
60
also found that the PAAR protein is a T6SS critical component required for baseplate and
61
sheath assembly. 62 Keywords: Type VI secretion system; cryo-electron microscopy; bacterial competition;
64
protein secretion; VgrG; bacterial toxin; zinc
65 75 76 INTRODUCTION
78 Bacteria constantly compete for colonization of the ecological niches granting the access to
79
nutrient sources. The best armed bacteria will have greater chances to win this warfare and
80
plenty of weapons are deployed to succeed in this competition. The type VI secretion system
81
is one of the crucial weapons allowing bacteria to inject toxic effectors directly into the target
82
cells. There are two categories of T6SS toxins. T6SS periplasmic-acting toxins can degrade
83
peptidoglycan, membrane phospholipids or form pores in the inner membrane. T6SS
84
cytoplasmic effectors target DNA, deplete energy resources, inhibit cell division or inhibit
85
translation (1-4). T6SS can also target eukaryotic cells, employing effectors mainly targeting
86
the eukaryotic cytoskeleton and membranes (1, 2, 5). 87 The T6SS machinery is composed of 13-14 core components arranged in gene clusters (6, 7). 88
The architecture can be subdivided into three subcomplexes: the membrane complex, the
89
baseplate and the tail tube/sheath complex (TTC). The membrane complex is a 1.7 MDa
90
complex that anchors the system to the bacterial envelope (8, 9). It is composed of outer
91
membrane lipoprotein TssJ and inner membrane proteins TssM and TssL (in a 15:10:10
92
stoichiometry). The membrane complex recruits the baseplate which serves as an assembly
93
platform required for the polymerization of the contractile phage tail-like tubular structure
94
(10-15). The baseplate is assembled from six wedges composed of Tss-K, -E, -F, -G proteins
95
that arrange around a central hub, formed by the trimeric spike protein VgrG (14,15). With
96
the help of TssA protein, the baseplate directs the polymerization of the contractile TTC
97
structure (11,16). The TTC is composed of an internal tube made of Hcp protein hexamers,
98
surrounded by a contractile sheath, made of TssB and TssC subunits. This cytoplasmic tail is
99
about 1μm long and assembles within roughly 40 seconds through the TssA protein-
100 coordinated polymerization of Hcp and TssB/C components (10, 16, 17). Upon contact with
101
prey, the sheath contracts and expels the tube surmounted by the spike, together with the
102
effectors into the target cell. Indeed, the effectors are fused or interact with these structural
103
components (1, 3, 4, 18, 19). The enteroaggregative Escherichia coli T6SS cluster 1 (EAEC
104
T6SS-1) delivers the phospholipase toxin Tle1 (20). INTRODUCTION
78 Three Tle1 cargo effectors are loaded on
105
the sides of the VgrG trimer via direct protein-protein interactions (20, 21). The N-terminal β-
106
strand of Tle1 interacts with the C-terminal transthyretin (TTR) extension of VgrG through
107
fold complementation. VgrG-Tle1 interaction is further stabilized by additional zones of
108
contact on the sides and at the base of the gp5-like domain of VgrG. The Tle1 phospholipase
109
A1 (PLA1) activity is inhibited by the interaction with the VgrG protein (21). Almost entire
110
T6SS, except the membrane complex, structurally resembles contractile bacteriophages, such
111
as T4 (22-25). The T6SS spike protein VgrG is structurally homologous to the T4 puncturing
112
device composed of gp27 and gp5 protein trimers (22, 23). Precisely, the triangular base of
113
VgrG also known as a hub domain is homologous to gp27. It is followed by an OB-fold
114
domain which is homologous to gp5*- domain, and extended by a β-helical gp5C-like
115
domain (21-23, 26, 27). The blunt end of the VgrG β-helical prism is covered by a single
116
PAAR protein that knots the trimeric structure into a uniform sharp tip (28). PAAR, named
117
after proline-alanine-alanine-arginine repeats, is structurally homologous to the gp5.4 protein
118
of bacteriophage T4, that similarly caps the central spike complex formed by gp5C (12, 28,
119
29). 120
PAAR was shown to be either important or absolutely required for T6SS secretion or killing
121 PAAR was shown to be either important or absolutely required for T6SS secretion or killing
121
activity in different systems (28, 30-32). Its role remains to be determined, although some
122
hypotheses proposed that it stabilizes the trimeric VgrG complex or sharpens the T6SS for
123
target cell puncturing. 124 Here we report structural and functional analysis of EC042_4537 gene of the EAEC T6SS-1
125
that is predicted to code for a PAAR protein. Single particle cryo-EM analysis of the VgrG-
126
Tle1-PAAR complex from EAEC revealed that PAAR caps the blunt end of the VgrG needle. 127
ICP-OES analysis of purified PAAR protein shows that a zinc atom is coordinated by
128
conserved histidines and cysteines (H14, H46, C41, C74). Bacterial competition assays
129
indicate that PAAR protein and its metal coordinating residues H46, C41 and C74 are
130
essential for T6SS-1 antibacterial activity. INTRODUCTION
78 Finally, using fluorescence microscopy, we further
131
demonstrate that PAAR is required for correct baseplate localization and thus for sheath
132
assembly. Taken together, our results confirm that the PAAR protein is an essential core
133
component of the T6SS. 134 PAAR caps the C-terminal needle domain of VgrG spike complex.
137 T6SS-1 encodes a unique predicted PAAR protein, downstream the tli1 gene coding for
138
immunity protein against the Tle1 toxin (20). Our previous cryo-EM structure of the EAEC
139
(VgrG)3-(Tle1)3 complex revealed that the toxins are loaded on the sides of the β-prism of the
140
VgrG spike, leaving the top of the β-prism free to accommodate the PAAR protein (21). To
141
test this hypothesis, we aimed to determine where precisely does the PAAR localize on this
142
structure. We heterologously co-produced PAARFLAG (PAARFL) and StrepVgrG (SVgrG), as
143
well as its truncated versions deleted for the TTR domain (SVgrG1-778 called SVgrGΔTTR)
144
or the whole β-prism (needle) part (SVgrG1-490 called SVgrGΔNeedle) and tested direct
145
interactions by streptactin pull-down assays (Fig. 1AB). As shown in Fig. 1B, PAARFLAG co-
146
precipitated with SVgrG and SVgrGΔTTR but not with VgrG deleted for the whole β-prism
147
(SVgrGΔNeedle). We conclude that PAAR directly interacts with the C-terminal domain of
148
VgrG without implication of the TTR domain. A complete spike complex loaded with toxin
149 PAARFL-SVgrG-Tle1H
was
purified
using
a
double-affinity
and
size
exclusion
150
chromatography (Fig. 1C) and analyzed using single particle cryo-EM (Fig. 1DE, Fig. S1A). 151
For comparison we have repeated the analysis of a previously reported SVgrG-Tle1H complex
152
without PAAR purified and analyzed in the same conditions. As previously reported, the
153
(VgrG)3-(Tle1)3 complexes dimerized through interactions at the top of the VgrG needle to
154
produce violin body-shaped 2D classes ((21), Fig. 1D, Fig. S1B). Such dimerization was
155
completely absent in the VgrG-Tle1-PAAR complex, suggesting that PAAR prevents the two
156
blunt ends of VgrG β-prisms from sticking together (Fig. 1D, Fig. S1A). A single conical
157
density on top of the trimeric VgrG needle prism was readily recognizable and likely
158
corresponds to the PAAR protein (Fig. 1D). Surprisingly, the 2D classification revealed
159
heterogeneity in particles yielding classes where 3, 2, 1 or none of the Tle1 toxins were
160
visible judging from the side and the top views (Fig. S1A). This is in contrast with the violin-
161
body-shaped 2D classes of the (VgrG)3-(Tle1)3 complex (without PAAR) where sharp
162
densities for all the toxins were typically observed (Fig. S1B) (21). This suggests that the
163
toxin positions are locked by the unnatural dimerization of the (VgrG)3-(Tle1)3 complexes
164
that occurs due to the absence of the PAAR protein. PAAR caps the C-terminal needle domain of VgrG spike complex.
137 This dimerization seems to lock the TTR
165
regions in fixed position, that are extended from the VgrG structure and hang on the flexible
166
linkers not visible in the structure (21). It is therefore likely that the toxins loaded on the
167
VgrG are indeed quite flexible, which explains the partial absence of the Tle1 densities in
168
VgrG-Tle1-PAAR complex where TTRs are not fixed. 169
Due to very small size and lack of symmetry the resolution was not sufficient to build an
170
i
l
i
d l
f h PAAR
i
i
h
b i
d
EM d
i
W
171 Due to very small size and lack of symmetry the resolution was not sufficient to build an
170
experimental atomic model of the PAAR protein in the obtained cryo-EM density maps. We
171
have therefore produced an AlphaFold2 co-folded model of the needle domain of VgrG
172
together with PAAR and aligned it to the experimental VgrG-Tle1 model (PDB:6SJL). The
173
resulting complete model could be readily docked into best resolved cryo-EM 3D volumes
174 representing (VgrG)3-(Tle1)2-PAAR (4.2 Å) or (VgrG)3-(Tle1)1-PAAR (at 3,7 Å) structures
175
(Fig. 1E; Fig S1C). The triangular shape of PAAR model perfectly fits into the extra conical
176
density that we assigned to PAAR (Fig. 1E). 177 representing (VgrG)3-(Tle1)2-PAAR (4.2 Å) or (VgrG)3-(Tle1)1-PAAR (at 3,7 Å) structures
175
(Fig. 1E; Fig S1C). The triangular shape of PAAR model perfectly fits into the extra conical
176
density that we assigned to PAAR (Fig. 1E). 177 representing (VgrG)3-(Tle1)2-PAAR (4.2 Å) or (VgrG)3-(Tle1)1-PAAR (at 3,7 Å) structures
175
(Fig. 1E; Fig S1C). The triangular shape of PAAR model perfectly fits into the extra conical
176
density that we assigned to PAAR (Fig. 1E). 177 PAAR binds a zinc atom via conserved cysteine and histidine residues.
179 PAAR binds a zinc atom via conserved cysteine and histidine residues. 179
The 88 amino-acid length protein PAAR (EC042_4537) from EAEC T6SS-1 belongs to class
180
1 PAAR family (28) carrying a PAAR_CT_2 domain (cd14744 of NCBI-CDD). The
181
PAAREAEC amino acid sequence was aligned with the sequences of structurally characterized
182
PAAR proteins from Vibrio cholerae and E. coli CFT073 (Fig. 2A) (28). These two proteins
183
were shown to bind a zinc atom that is coordinated by three histidines (His) and one cysteine
184
(Cys) localized at the extremity of the tip (28). Three motifs with hydrophobic residues that
185
could functionally resemble PAAR-motifs (Pro-Ala-Ala-Arg) could be identified using
186
sequence alignment (Fig. 2A). In the PAAREAEC protein, two His (His14 and His46) and two
187
Cys (Cys41 and Cys74) residues are conserved and localize at the sharp end of the
188
AlphaFold2 structural model of PAAR (Fig. 2B). We therefore hypothesized that these
189
residues could be involved in metal binding (Fig. 2AB) as previously reported for V. cholerae
190
and E. coli PAAR proteins (28). PAAREAEC protein was fused to a SUMO protein to increase
191
its solubility and a 6histidine tag for purification with affinity chromatography (Fig. 2C). 192
ICP-OES analysis of the purified protein showed that 74.2 % (+/- 13.7 SD) of PAAREAEC
193
contains zinc. (Fig. 2D). Only small amounts (< 0.75% of total protein) of iron, copper or
194
nickel were found in the samples (Fig. S2). PAAREAEC proteins with single and double
195
alanine substitutions in conserved cysteines C41 and C74 exhibited a significant decrease in
196
zinc content compared to the wild type (Fig. 2D). Only 34.7% (+/- 10,9 SD) of PAARC41A,
197
20.1% (+/- 12. 7 SD) of PAARC74A and 25.1 % (+/- 7.0) of PAARC41AC74A were found to
198
coordinate a zinc atom (Fig. 2D). To rule out the possibility that the overall fold of the small
199 The 88 amino-acid length protein PAAR (EC042_4537) from EAEC T6SS-1 belongs to class
180
1 PAAR family (28) carrying a PAAR_CT_2 domain (cd14744 of NCBI-CDD). The
181
PAAREAEC amino acid sequence was aligned with the sequences of structurally characterized
182
PAAR proteins from Vibrio cholerae and E. coli CFT073 (Fig. 2A) (28). PAAR binds a zinc atom via conserved cysteine and histidine residues.
179 Our model provides unambiguous case to study the role of PAAR,
209
since only one tip complex exists in EAEC T6SS-1 and the loading of toxins on the VgrG
210
spike does not require PAAR (Fig. 1D). To determine the importance of PAAR protein in the
211
function of T6SS of EAEC we have tested the capacity of a PAAR deletion mutant (ΔPAAR
212
Ω) to kill E. coli W3110 prey, using two different methods (34) (Fig. 3). First, the predator
213
strains and the prey cells were grown separately in T6SS-1 inducing medium (SIM) before
214
being mixed at a 1:4 ratio (for colorimetric method) or 4:1 ratio (for emergence time method)
215
and spotted on SIM-agar plates. In the case of the colorimetric method, after two hours of
216
contact, yellow CPRG substrate was deposited on the mixed-cell spots. CPRG substrate was
217
degraded into purple CPR product by ß-galactosidase released from the prey cells upon cell
218
lysis induced by the secreted phospholipase toxin Tle1 by the wild type (WT) strain. On the
219
contrary, competition with deletion strain of the whole T6SS-1 cluster (ΔT6SS) used for
220
control retains yellow color of the mixed spot reporting the absence of cell lysis. Interestingly,
221
the ΔPAARΩ mutant was not able to kill W3110 strain. However, its antibacterial activity
222 proteins was impaired, we have assayed the interaction of the mutants with VgrG. The
200
PAAREAEC proteins with single C41A and C74A, and to lesser extent double C41A/C74A,
201
substitutions retained their capacity to interact with VgrG suggesting that these mutations
202
mainly affect metal coordination (Fig. S3). Overall, these results indicate that PAAREAEC
203
protein binds a zinc atom via at least the two conserved cysteines C41 and C74. 204 proteins was impaired, we have assayed the interaction of the mutants with VgrG. The
200
PAAREAEC proteins with single C41A and C74A, and to lesser extent double C41A/C74A,
201
substitutions retained their capacity to interact with VgrG suggesting that these mutations
202
mainly affect metal coordination (Fig. S3). Overall, these results indicate that PAAREAEC
203
protein binds a zinc atom via at least the two conserved cysteines C41 and C74. 204 PAAR binds a zinc atom via conserved cysteine and histidine residues.
179 These two proteins
183
were shown to bind a zinc atom that is coordinated by three histidines (His) and one cysteine
184
(Cys) localized at the extremity of the tip (28). Three motifs with hydrophobic residues that
185
could functionally resemble PAAR-motifs (Pro-Ala-Ala-Arg) could be identified using
186
sequence alignment (Fig. 2A). In the PAAREAEC protein, two His (His14 and His46) and two
187
Cys (Cys41 and Cys74) residues are conserved and localize at the sharp end of the
188
AlphaFold2 structural model of PAAR (Fig. 2B). We therefore hypothesized that these
189
residues could be involved in metal binding (Fig. 2AB) as previously reported for V. cholerae
190
and E. coli PAAR proteins (28). PAAREAEC protein was fused to a SUMO protein to increase
191
its solubility and a 6histidine tag for purification with affinity chromatography (Fig. 2C). 192
ICP-OES analysis of the purified protein showed that 74.2 % (+/- 13.7 SD) of PAAREAEC
193
contains zinc. (Fig. 2D). Only small amounts (< 0.75% of total protein) of iron, copper or
194
nickel were found in the samples (Fig. S2). PAAREAEC proteins with single and double
195
alanine substitutions in conserved cysteines C41 and C74 exhibited a significant decrease in
196
zinc content compared to the wild type (Fig. 2D). Only 34.7% (+/- 10,9 SD) of PAARC41A,
197
20.1% (+/- 12. 7 SD) of PAARC74A and 25.1 % (+/- 7.0) of PAARC41AC74A were found to
198
coordinate a zinc atom (Fig. 2D). To rule out the possibility that the overall fold of the small
199 proteins was impaired, we have assayed the interaction of the mutants with VgrG. The
200
PAAREAEC proteins with single C41A and C74A, and to lesser extent double C41A/C74A,
201
substitutions retained their capacity to interact with VgrG suggesting that these mutations
202
mainly affect metal coordination (Fig. S3). Overall, these results indicate that PAAREAEC
203
protein binds a zinc atom via at least the two conserved cysteines C41 and C74. 204
205
PAAR is required for the antibacterial activity of T6SS. 206
In the systems with multiple T6SS tip complexes at least one PAAR protein was shown to be
207
required for functionality of the T6SS but some reports suggested that it is not always
208
necessary (28, 30-33). PAAR is required for the antibacterial activity of T6SS.
206 On the contrary, prey cells exposed to ΔT6SS-1 or ΔPAARΩ
231
mutants took less than five hours to reach the same A600, indicating that much more prey cells
232
remained viable in the mixed-cell spot. Both methods confirm that the PAAR protein is
233
required for the EAEC T6SS-1 antibacterial activity. We have also tested whether expression
234
of PAAR with the single amino acid substitutions in conserved metal-coordination residues
235
could complement lack of wild-type PAAR protein. Interestingly, except for histidine H14,
236
substitutions in all the other residues predicted to be involved in zinc binding, i.e., C41, C74
237
and H46 could not complement PAAR deletion. This further suggests the importance of zinc
238
binding at the tip of the PAAR for its function (Fig. 3). The functionality of H14 mutant may
239
suggest that it is not involved in zinc binding. However, it is not unusual that the deletion of a
240
single metal coordinating residue is not enough to affect metal binding. The Cys76 is well
241
located in the predicted structure to compensate the absence of His14 for metal binding (Fig
242
S4A). We thus constructed and analyzed C76A and His14AC76A mutants. Both H14A and
243
C76A single mutants, but not the double mutant H14AC76A, could complement PAAR
244
deletion in the killing assay (Fig S4B). Accordingly, the zinc content of the double mutant
245
H14AC76A, but not that of C76A or H14A, seems to be impaired compared to the wild type
246
(Fig S4C). All together, these data suggest that C41, C74, H46 and likely H14 (or C76) are
247
important for zinc binding and function of PAAREAEC. As a control, we have assayed alanine
248
substitutions of other cysteine residues of PAAREAEC protein, i.e., C70 and C72, that are
249 time method (34). After two hours of contact each cell spot was scraped from agar plates and
225
diluted into a liquid medium selective for prey cells. The re-growth of prey cells was
226
evaluated by measuring A600 for 15 hours using a TECAN. The emergence time, being the
227
time for the cultures to reach an A600 equal to 0.4, was plotted for each condition (Fig. 3B). PAAR is required for the antibacterial activity of T6SS.
206 In the systems with multiple T6SS tip complexes at least one PAAR protein was shown to be
207
required for functionality of the T6SS but some reports suggested that it is not always
208
necessary (28, 30-33). Our model provides unambiguous case to study the role of PAAR,
209
since only one tip complex exists in EAEC T6SS-1 and the loading of toxins on the VgrG
210
spike does not require PAAR (Fig. 1D). To determine the importance of PAAR protein in the
211
function of T6SS of EAEC we have tested the capacity of a PAAR deletion mutant (ΔPAAR
212
Ω) to kill E. coli W3110 prey, using two different methods (34) (Fig. 3). First, the predator
213
strains and the prey cells were grown separately in T6SS-1 inducing medium (SIM) before
214
being mixed at a 1:4 ratio (for colorimetric method) or 4:1 ratio (for emergence time method)
215
and spotted on SIM-agar plates. In the case of the colorimetric method, after two hours of
216
contact, yellow CPRG substrate was deposited on the mixed-cell spots. CPRG substrate was
217
degraded into purple CPR product by ß-galactosidase released from the prey cells upon cell
218
lysis induced by the secreted phospholipase toxin Tle1 by the wild type (WT) strain. On the
219
contrary, competition with deletion strain of the whole T6SS-1 cluster (ΔT6SS) used for
220
control retains yellow color of the mixed spot reporting the absence of cell lysis. Interestingly,
221
the ΔPAARΩ mutant was not able to kill W3110 strain. However, its antibacterial activity
222
could be restored by complementing the expression of PAAR protein from a plasmid
223
(PAAR+) (Fig. 3A). To perform quantitative analysis, we have further pursued the emergence
224 time method (34). After two hours of contact each cell spot was scraped from agar plates and
225
diluted into a liquid medium selective for prey cells. The re-growth of prey cells was
226
evaluated by measuring A600 for 15 hours using a TECAN. The emergence time, being the
227
time for the cultures to reach an A600 equal to 0.4, was plotted for each condition (Fig. 3B). 228
After being exposed to an EAEC WT strain or a complemented ΔPAARΩ mutant strain, prey
229
cells take seven hours to reach an A600 of 0.4 indicating very little prey cells have survived to
230
restore the growth in culture. PAAR is required for the antibacterial activity of T6SS.
206 253 positioned elsewhere in the structure and are thus not likely to contribute to metal binding
250
(Fig. S4AB). As expected, no effect on bacterial killing was observed using those mutants. 251
The production in ΔPAARΩ of the different versions of PAAR protein from pBAD plasmids
252
was confirmed by Western Blot (Fig. S4F). 253 positioned elsewhere in the structure and are thus not likely to contribute to metal binding
250
(Fig. S4AB). As expected, no effect on bacterial killing was observed using those mutants. 251
The production in ΔPAARΩ of the different versions of PAAR protein from pBAD plasmids
252
was confirmed by Western Blot (Fig. S4F). 253 PAAR is required for the antibacterial activity of T6SS.
206 228
After being exposed to an EAEC WT strain or a complemented ΔPAARΩ mutant strain, prey
229
cells take seven hours to reach an A600 of 0.4 indicating very little prey cells have survived to
230
restore the growth in culture. On the contrary, prey cells exposed to ΔT6SS-1 or ΔPAARΩ
231
mutants took less than five hours to reach the same A600, indicating that much more prey cells
232
remained viable in the mixed-cell spot. Both methods confirm that the PAAR protein is
233
required for the EAEC T6SS-1 antibacterial activity. We have also tested whether expression
234
of PAAR with the single amino acid substitutions in conserved metal-coordination residues
235
could complement lack of wild-type PAAR protein. Interestingly, except for histidine H14,
236
substitutions in all the other residues predicted to be involved in zinc binding, i.e., C41, C74
237
and H46 could not complement PAAR deletion. This further suggests the importance of zinc
238
binding at the tip of the PAAR for its function (Fig. 3). The functionality of H14 mutant may
239
suggest that it is not involved in zinc binding. However, it is not unusual that the deletion of a
240
single metal coordinating residue is not enough to affect metal binding. The Cys76 is well
241
located in the predicted structure to compensate the absence of His14 for metal binding (Fig
242
S4A). We thus constructed and analyzed C76A and His14AC76A mutants. Both H14A and
243
C76A single mutants, but not the double mutant H14AC76A, could complement PAAR
244
deletion in the killing assay (Fig S4B). Accordingly, the zinc content of the double mutant
245
H14AC76A, but not that of C76A or H14A, seems to be impaired compared to the wild type
246
(Fig S4C). All together, these data suggest that C41, C74, H46 and likely H14 (or C76) are
247
important for zinc binding and function of PAAREAEC. As a control, we have assayed alanine
248
substitutions of other cysteine residues of PAAREAEC protein, i.e., C70 and C72, that are
249 positioned elsewhere in the structure and are thus not likely to contribute to metal binding
250
(Fig. S4AB). As expected, no effect on bacterial killing was observed using those mutants. 251
The production in ΔPAARΩ of the different versions of PAAR protein from pBAD plasmids
252
was confirmed by Western Blot (Fig. S4F). PAAR is required for the polymerization of T6SS sheath.
255 We wanted to further understand whether the killing defect in the absence of PAAR is due to
256
its requirement for T6SS assembly or in the later stages such as target cell penetration. We
257
have therefore used fluorescence microscopy to follow the dynamics of TssB sheath protein
258
fused to the fluorescent protein sfGFP, that allows observation of sheath elongation and
259
contraction events. Time lapse fluorescence microscopy revealed that as compared to wild-
260
type strain that could assemble T6SS sheaths, the PAAR mutant (ΔPAARΩ) displayed a
261
diffuse fluorescence indicating that TssB-sfGFP proteins are produced but T6SS sheaths are
262
not assembled (Fig. 4A). However, the complementation of PAAR protein expression from a
263
plasmid (ΔPAARΩ + pBAD–PAAR) could restore the wild-type phenotype (Fig. 4A) which
264
confirms that PAAR protein is necessary for the assembly of T6SS sheaths in EAEC. In
265
addition, PAAR function is not affected by the presence of a C-terminal VSVG tag (Fig 3 and
266
Fig 4A). 267 To assess the role of conserved cysteines and histidines of PAAREAEC, that we have shown to
268
be involved in the binding of a zinc atom (C41/C74/H46) and required for T6SS mediated
269
killing (C41/C74/H46), we tried to complement the tssB-sfGFP ΔPAARΩ by plasmid
270
expression of PAARH14A, PAARC41A, PAARH46A or PAARC74A, as well as PAARC76A or
271
PAARH14AC76A. Strains producing PAARC41A, PAARH46A or PAARC74A showed diffuse
272
fluorescence confirming that these three residues are crucial for PAAR function in the T6SS
273
sheath assembly (Fig. 4BC). In contrast, wild type-like sheath assembly was observed by
274 complementing with PAARH14A, PAARC70A, PAARC72A, or PAARC76A which is consistent
275
with antibacterial competition assays indicating that these residues do not play an important
276
role in the function of PAAR protein (Fig. 4BC, Fig. S4E). Again, expression of the
277
PAARH14AC76A double mutant could not restore sheath assembly, suggesting that the presence
278
of at least H14 or C76 residue in PAAR is necessary for T6SS function. 279
280
PAAR is necessary for the correct localization of the T6SS baseplate, but not of the
281
membrane complex. 282
The membrane complex recruits the baseplate complex that is required for the coordinated
283
assembly of the tube and sheath components (8, 11, 13, 16). PAAR is required for the polymerization of T6SS sheath.
255 To determine at which step of the
284
T6SS biogenesis PAAR protein is required, we followed the localization of the membrane
285
complex component TssM and the baseplate component TssK by fluorescence microscopy. 286
We observed the wild type and PAAR mutant (ΔPAARΩKan) cells producing sfGFP-TssM or
287
TssK-sfGFP (Fig. 5). As described previously, in T6SS-active strains, the sfGFP-TssM and
288
TssK-sfGFP present foci at the membrane ((8, 11), Fig. 5). We noted that in the absence of
289
PAAR, TssM was correctly localized at the membrane, suggesting that PAAR is not required
290
for proper localization of sfGFP-TssM and thus for membrane complex formation (Fig. 5AB). 291
However, the localization of TssK-sfGFP became diffuse in the absence of PAAR, suggesting
292
that PAAR is required for proper formation of the baseplate and its recruitment to the
293
membrane complex (Fig. 5CD). Consequently, PAAR was also required for downstream
294
events – the TssB/C sheath assembly (Fig. 4A) and the T6SS-1 mediated killing (Fig. 3). 295
296
DISCUSSION
297
There is a long-standing debate about the necessity of the PAAR protein for the T6SS-
298 complementing with PAARH14A, PAARC70A, PAARC72A, or PAARC76A which is consistent
275
with antibacterial competition assays indicating that these residues do not play an important
276
role in the function of PAAR protein (Fig. 4BC, Fig. S4E). Again, expression of the
277
PAARH14AC76A double mutant could not restore sheath assembly, suggesting that the presence
278
of at least H14 or C76 residue in PAAR is necessary for T6SS function. 279 The membrane complex recruits the baseplate complex that is required for the coordinated
283
assembly of the tube and sheath components (8, 11, 13, 16). To determine at which step of the
284
T6SS biogenesis PAAR protein is required, we followed the localization of the membrane
285
complex component TssM and the baseplate component TssK by fluorescence microscopy. 286
We observed the wild type and PAAR mutant (ΔPAARΩKan) cells producing sfGFP-TssM or
287
TssK-sfGFP (Fig. 5). As described previously, in T6SS-active strains, the sfGFP-TssM and
288
TssK-sfGFP present foci at the membrane ((8, 11), Fig. 5). We noted that in the absence of
289
PAAR, TssM was correctly localized at the membrane, suggesting that PAAR is not required
290
for proper localization of sfGFP-TssM and thus for membrane complex formation (Fig. 5AB). PAAR is required for the polymerization of T6SS sheath.
255 291
However, the localization of TssK-sfGFP became diffuse in the absence of PAAR, suggesting
292
that PAAR is required for proper formation of the baseplate and its recruitment to the
293
membrane complex (Fig. 5CD). Consequently, PAAR was also required for downstream
294
events – the TssB/C sheath assembly (Fig. 4A) and the T6SS-1 mediated killing (Fig. 3). 295 contradictory results (28, 30-33). Most recently, it was concluded that PAAR is only
300
necessary when transporting toxic effectors (32). In this work we have employed a model
301
system that can tackle this question since (i) under well described conditions (ii) it has only
302
one T6SS firing complex (iii) which has a single PAAR protein that is (iv) uncoupled from
303
toxin loading. Using the well-studied EAEC model we have demonstrated that PAAREAEC
304
protein is required for antibacterial activity mediated by the T6SS-1. Our results indicate that
305
PAAREAEC is indispensable for T6SS-mediated killing by participating in the upstream event
306
– the recruitment of the baseplate that allows polymerization of contractile sheath of T6SS
307
(Fig. 5). 308 contradictory results (28, 30-33). Most recently, it was concluded that PAAR is only
300
necessary when transporting toxic effectors (32). In this work we have employed a model
301
system that can tackle this question since (i) under well described conditions (ii) it has only
302
one T6SS firing complex (iii) which has a single PAAR protein that is (iv) uncoupled from
303
toxin loading. Using the well-studied EAEC model we have demonstrated that PAAREAEC
304
protein is required for antibacterial activity mediated by the T6SS-1. Our results indicate that
305
PAAREAEC is indispensable for T6SS-mediated killing by participating in the upstream event
306
– the recruitment of the baseplate that allows polymerization of contractile sheath of T6SS
307
(Fig. 5). 308 Ten years ago, Shneider and colleagues have first reported structures of a small protein PAAR
309
that sharpens the T6SS spike (28). It was then proposed to stabilize the baseplate hub protein
310
VgrG, by nucleating the folding of its trimers, or to regulate the incorporation of the VgrG
311
into the T6SS machinery (28). However, we have found that the steady-state levels of
312
VgrGEAEC protein are not significantly different without the PAAREAEC, and that the
313
overproduction of VgrGEAEC in the absence of PAAREAEC does not restore the T6SS-1
314
assembly and activity (Fig. PAAR is required for the polymerization of T6SS sheath.
255 S5, Fig. S6). Similarly, the intracellular level of VgrG2 is not
315
impaired in the absence of PAAR proteins in Serratia marcescens (30). Nevertheless, we
316
have previously observed that purified VgrGEAEC without PAAREAEC tends to precipitate in
317
some buffers (21) and therefore we cannot disregard the idea that PAAR could facilitate the
318
folding of the VgrG trimer or its incorporation into the baseplate (28). It is important to
319
mention that previous PAAR structures were obtained in chimeric complexes that were
320
prepared using a soluble fragment of T4 gp5 β-helix and grafting the terminal β-helices of
321
various VgrG spikes. Our attempts to crystallize PAAR from EAEC, alone or in complex
322
with the gp5C part of VgrG were unsuccessful. Nevertheless, our protein interaction studies
323
supported by cryo-EM density maps docked with AlphaFold2 model presented in this study
324 Ten years ago, Shneider and colleagues have first reported structures of a small protein PAAR
309
that sharpens the T6SS spike (28). It was then proposed to stabilize the baseplate hub protein
310
VgrG, by nucleating the folding of its trimers, or to regulate the incorporation of the VgrG
311
into the T6SS machinery (28). However, we have found that the steady-state levels of
312
VgrGEAEC protein are not significantly different without the PAAREAEC, and that the
313
overproduction of VgrGEAEC in the absence of PAAREAEC does not restore the T6SS-1
314
assembly and activity (Fig. S5, Fig. S6). Similarly, the intracellular level of VgrG2 is not
315
impaired in the absence of PAAR proteins in Serratia marcescens (30). Nevertheless, we
316
have previously observed that purified VgrGEAEC without PAAREAEC tends to precipitate in
317
some buffers (21) and therefore we cannot disregard the idea that PAAR could facilitate the
318
folding of the VgrG trimer or its incorporation into the baseplate (28). It is important to
319
mention that previous PAAR structures were obtained in chimeric complexes that were
320
prepared using a soluble fragment of T4 gp5 β-helix and grafting the terminal β-helices of
321
various VgrG spikes. Our attempts to crystallize PAAR from EAEC, alone or in complex
322
with the gp5C part of VgrG were unsuccessful. PAAR is required for the polymerization of T6SS sheath.
255 Nevertheless, our protein interaction studies
323
supported by cryo-EM density maps docked with AlphaFold2 model presented in this study
324 provide ultimate proof of the localization of PAAR protein at the top of the β-prism of the
325
gp5-domain of VgrG (Fig. 1). The spike complex of the bacteriophage T4 adopts highly
326
similar structure where a small conical gp5.4 protein sits on top of the β-prim of the gp5C
327
(12). Strikingly, similar structures found in other phages such as P2 or Phi92 sharpen the apex
328
of their needle by tying the ends of the gp5 β-helix into the knot that overall resembles the
329
conical PAAR protein (Fig. 6) (35). Moreover, all these needle end structures are supported
330
by the coordinated metal at the far end of the sharp structures (Fig. 6). We unambiguously
331
showed that the purified PAAREAEC protein contains zinc. At least two conserved cysteines
332
and one histidine, and likely a second histidine are involved in the binding of this zinc atom. 333
Their essentiality in vivo (C41, C74 and H46, Fig. 3, Fig. 4) supports the crucial role of metal
334
coordinated tip structure in the T6SS function. While the AlphaFold2 model of PAAR shows
335
histidine residues oriented slightly outward, it is likely that they constitute the coordination
336
center for the zinc atom and are hence pulled inwards to yield compact and sharp tip (Fig. 2). 337
Similarly, 3 histidine and 1 cysteine residues were shown to be involved in zinc binding in the
338
homologous PAAR proteins from Vibrio or UPEC and in the gp5.4 protein of phage T4 (12,
339
28). In the case of Francisella PAAR-like T6SS tip protein IglG, 4 cysteines were shown to
340
be important for binding of iron or zinc (31). Interestingly, the apex domains of gp138 of
341
Phi92 phage, gpV of P2 phage, and gpV of the R2 pyocin all contain iron, hexacoordinated by
342
6 histidines symmetrically provided by 3 monomers (Fig. 6, PDB:4s3; (35, 36)). In the light
343
of these observations, our results further support the role of metal coordinating tip structures
344
in sharpening spikes of membrane attacking contractile systems. PAAR is required for the polymerization of T6SS sheath.
255 345
Whil
h
h
i
i h
h
ffi i
i
i
f h
b
i d
dil While the sharp tip might ensure the efficient piercing of the membrane it does not readily
346
explain the requirement of the PAAR for the assembly of T6SSEAEC. PAAR could be required
347
for the recruitment of the spike to the membrane complex. In this case, the sharp tip
348
maintained by the zinc atom may be important for this function. Interestingly, expression of
349 While the sharp tip might ensure the efficient piercing of the membrane it does not readily
346
explain the requirement of the PAAR for the assembly of T6SSEAEC. PAAR could be required
347
for the recruitment of the spike to the membrane complex. In this case, the sharp tip
348
maintained by the zinc atom may be important for this function. Interestingly, expression of
349 the VgrGEAEC-Tle1EAEC complex yielded virtually all spike complexes stuck head-to-head
350
through the hydrophobic blunt end of the VgrG β-prisms as observed by cryo-EM (Fig. 1D,
351
Fig. S1B). These interactions involve the hydrophobic patch otherwise covered by PAAR
352
((21), Fig. 1, Fig. S1B). Indeed, the presence of PAAREAEC seems to prevent this aberrant
353
behavior of VgrGEAEC (Fig. 1DE, Fig. S1A). Strikingly, the same head-to-head interaction
354
occurs in the case of T4 phage gp5 needle when produced alone. Without the PAAR homolog
355
gp5.4, the β- prism of gp5 dimerizes through its C-terminal hydrophobic tips and these
356
dimers of trimers can form in two different orientations (37). We could also observe different
357
2D classes of twin VgrGEAEC-Tle1EAEC complexes likely representing continuous or 60°
358
rotated interactions of β-prisms (Fig. S1B). These observations further suggest that the
359
amyloid-like structure of gp5 domain must be concluded to achieve a closed sharp end. 360
Indeed, formation of a baseplate and its attachment to the membrane complex could be
361
corrupted in the case of self-dimerization of VgrGEAEC trimers. Moreover, this proposed role
362
of PAAR protein in T6SS assembly could explain previous results showing that gp27 and
363
gp5-OB domain of VgrG are sufficient for T6SS assembly and firing (20, 38). Indeed,
364
without its β-prism, the needle-less trimeric VgrG may not dimerize this way and thus PAAR
365
may not be required for T6SS assembly in this case. PAAR is required for the polymerization of T6SS sheath.
255 366 Of note, despite the addition of PAAR protein, no interpretable density was again observed
367
for the base of VgrG corresponding to the gp27-gp5 OB fold -like domains (21). Only one
368
cryo-EM 2D class of particles displayed a distinct triangular shape structure at the base of the
369
needle, suggesting that the flexibility of this domain is not stabilized by the presence of
370
PAAR (Fig. S1AB). On the contrary, in the presence of PAAR most of the cryo-EM 2D
371
classes were missing densities for one, two or three Tle1 toxins. Closer observations revealed
372
that the EM densities around the middle of the gp5 structure were frequently visible and
373
overall more intense. The missing toxin densities are therefore likely a result of the flexibility. 374 It is possible that the head-to-head dimer of VgrG-Tle1 fixes the Tle1 toxins in a more rigid
375
conformation than the VgrG-Tle1-PAAR complex. In particular, the TTR domain of VgrG
376
that is hanging on a flexible linker might be less constrained in the presence of PAAR than in
377
the head-to-head VgrG-Tle1 dimer. Gel filtrations consistently show uniform peak for VgrG-
378
Tle1-PAAR complex and Tle1 seems to be in a stoichiometric equilibrium with VgrG based
379
on band intensities in SDS-PAGE gels (Fig S7). This suggests that Tle1 toxins are efficiently
380
loaded on the spike but are likely more flexible than previously observed. This flexibility
381
might play an important role when encountering the target and liberating the toxin from spike. 382
To conclude, we suggest that while the overall large structure of the T6SS firing tube
383
is built on the hexameric symmetry, it has to be resolved in order to be sealed and sharpened. 384
First symmetry transition is enabled by the VgrG-trimer that starts with pseudo-hexameric
385
symmetry at its base and wraps it up to a trimeric β-prism. Further, PAAR protein initiates by
386
a pseudo-trimeric symmetry that connects to the trimeric β-prism. Towards the extremity
387
PAAR is sealed into a sharp end with the help of a metal coordinated by conserved cysteines
388
and histidines. The importance of such architecture is supported by the fact that the closure of
389
the puncturing tip with the help of metal coordinating center is structurally conserved across
390
contractile injection systems that carry gp5-like β-prism domains (12, 28, 31, 35, 36). PAAR is required for the polymerization of T6SS sheath.
255 In
391
some, but not all cases, the final conical tip is encoded as a separate protein. One has to take
392
into account, that in the case of T6SS, such separation provides an additional anchoring point
393
for toxins. Hence, the separate ORF coding for the tip of puncturing device might have been
394
evolutionary favored. Nevertheless, as demonstrated in this work, even without carrying toxic
395
domains, sharpening the T6SS tip by PAAR protein is essential for the assembly and activity
396
of the T6SS machinery in EAEC. 397
398 MATERIALS AND METHODS
399 Bacterial strains, growth conditions and chemicals. 400
Strains used in this study are listed in Table S1. Escherichia coli DH5ɑ, BL21(DE3) and
401
W3110 were used for cloning procedures, protein production and as a prey for antibacterial
402
competition assays, respectively. EAEC strain 17-2 and its isogenic derivatives were used for
403
functional studies. Cells were grown at 37°C with aeration in LB with antibiotics when
404
required (ampicillin (100 µg/ml), kanamycin (50 µg/ml) or chloramphenicol (30 µg/ml)) or in
405
T6SS-1-inducing medium (SIM; M9 minimal medium, 0.2% glycerol, 1 µg/ml vitamin B1,
406
100 µg/ml casamino acids, 10% LB, supplemented or not with 1.5% Bacto agar) (39). Gene
407
expression was induced by the addition of 0.02–0.2% of L-arabinose (Sigma-Aldrich) for
408
pBAD (40) and by 0.5 or 1 mM of isopropyl-thio-b-D-galactopyranoside (IPTG; Eurobio) for
409
pETDuet-1, pRSFDuet-1 and pACYCDuet-1 (Novagen) derivative vectors. 410
411
Cloning procedures, plasmid and strain constructions. 412
The plasmids and primers (obtained from Merck or IDT) used in this study are listed in Table
413
S1. Cloning was performed by standard restriction-ligation procedures – DNA fragments
414
coding for PAAR and VgrG were amplified from EAEC 17-2 chromosomal DNA using Q5
415
high-fidelity DNA polymerase (New England Biolabs), PCR fragments were purified on
416
NucleoSpin Gel and PCR Clean-up columns (Macherey-Nagel), digested as recommended by
417
the manufacturer (NEB), and purified before ligation. Recombinant plasmids were
418
transformed into E. coli DH5α cells and constructions were verified by colony-PCR and by
419
DNA sequencing (Eurofins) after extraction of the plasmids using Wizard Plus SV Minipreps
420
kit (Promega). 421
For pACYC-PAARFL construct, the sequence encoding PAAR was amplified by PCR using
422
5-NdeI-PAAR and 3-XhoI-PAARFL primers introducing NdeI and XhoI sites, respectively,
423
and cloned into the pACYCDuet-1 (Novagen) multiple cloning site 2. The 3- XhoI -PAARFL
424 Bacterial strains, growth conditions and chemicals.
400 Strains used in this study are listed in Table S1. Escherichia coli DH5ɑ, BL21(DE3) and
401
W3110 were used for cloning procedures, protein production and as a prey for antibacterial
402
competition assays, respectively. EAEC strain 17-2 and its isogenic derivatives were used for
403
functional studies. Cells were grown at 37°C with aeration in LB with antibiotics when
404
required (ampicillin (100 µg/ml), kanamycin (50 µg/ml) or chloramphenicol (30 µg/ml)) or in
405
T6SS-1-inducing medium (SIM; M9 minimal medium, 0.2% glycerol, 1 µg/ml vitamin B1,
406
100 µg/ml casamino acids, 10% LB, supplemented or not with 1.5% Bacto agar) (39). Gene
407
expression was induced by the addition of 0.02–0.2% of L-arabinose (Sigma-Aldrich) for
408
pBAD (40) and by 0.5 or 1 mM of isopropyl-thio-b-D-galactopyranoside (IPTG; Eurobio) for
409
pETDuet-1, pRSFDuet-1 and pACYCDuet-1 (Novagen) derivative vectors. 410
411 Cloning procedures, plasmid and strain constructions.
412 The plasmids and primers (obtained from Merck or IDT) used in this study are listed in Table
413
S1. Cloning was performed by standard restriction-ligation procedures – DNA fragments
414
coding for PAAR and VgrG were amplified from EAEC 17-2 chromosomal DNA using Q5
415
high-fidelity DNA polymerase (New England Biolabs), PCR fragments were purified on
416
NucleoSpin Gel and PCR Clean-up columns (Macherey-Nagel), digested as recommended by
417
the manufacturer (NEB), and purified before ligation. Recombinant plasmids were
418
transformed into E. coli DH5α cells and constructions were verified by colony-PCR and by
419
DNA sequencing (Eurofins) after extraction of the plasmids using Wizard Plus SV Minipreps
420
kit (Promega). 421 For pACYC-PAARFL construct, the sequence encoding PAAR was amplified by PCR using
422
5-NdeI-PAAR and 3-XhoI-PAARFL primers introducing NdeI and XhoI sites, respectively,
423
and cloned into the pACYCDuet-1 (Novagen) multiple cloning site 2. The 3- XhoI -PAARFL
424 For pACYC-PAARFL construct, the sequence encoding PAAR was amplified by PCR using
422
5-NdeI-PAAR and 3-XhoI-PAARFL primers introducing NdeI and XhoI sites, respectively,
423
and cloned into the pACYCDuet-1 (Novagen) multiple cloning site 2. The 3- XhoI -PAARFL
424 primer introduces a sequence encoding a FLAG-tag to allow in-frame fusion of PAAR with a
425
C-terminal FLAG extension. For pET-HSUMO-PAAR construct, the sequence encoding
426
PAAR was amplified by PCR using primers 5-BmtI-PAAR and 3-HindIII-PAAR introducing
427
BmtI and HindIII sites, respectively, and cloned into the pETDuet-HIS-SUMO multiple
428
cloning site. 429 primer introduces a sequence encoding a FLAG-tag to allow in-frame fusion of PAAR with a
425
C-terminal FLAG extension. For pET-HSUMO-PAAR construct, the sequence encoding
426
PAAR was amplified by PCR using primers 5-BmtI-PAAR and 3-HindIII-PAAR introducing
427
BmtI and HindIII sites, respectively, and cloned into the pETDuet-HIS-SUMO multiple
428
cloning site. 429 The pBAD-PAARVSVG
was constructed by megapriming. The 3pBAD-4537-VSVG primer
430
introduces a sequence encoding a VSVG-tag to allow in-frame fusion of PAAR with a C-
431
terminal VSVG extension. Site directed mutagenesis of PAAR was performed on pACYC-
432
PAARFLAG
, pETDuet His-SUMO-PAAR or pBAD33-PAARVSVG by QuickChange PCR- based
433
targeted mutagenesis using complementary pairs of oligonucleotides and the PfuTurbo high-
434
fidelity polymerase (Agilent Technologies). Cloning procedures, plasmid and strain constructions.
412 435 For strain construction, the PAAR gene (EC042_4537) was deleted into the EAEC 17-2 wild-
436
type strain, the tssB-sfGFP, the tssK-sfGFP and the sfGFP-tssM using a modified one-step
437
inactivation procedure (41) as previously described (42) using pKD4 plasmid and
438
oligonucleotide pairs DEL-4537-5-DW/DEL-4537-3-DW. Kanamycin resistant clones were
439
selected and verified by colony-PCR and sequencing of the region (Eurofins genomics). 440
441 For strain construction, the PAAR gene (EC042_4537) was deleted into the EAEC 17-2 wild-
436
type strain, the tssB-sfGFP, the tssK-sfGFP and the sfGFP-tssM using a modified one-step
437
inactivation procedure (41) as previously described (42) using pKD4 plasmid and
438
oligonucleotide pairs DEL-4537-5-DW/DEL-4537-3-DW. Kanamycin resistant clones were
439
selected and verified by colony-PCR and sequencing of the region (Eurofins genomics). 440
441 SDS PAGE and Western blot analyzes.
442 Sodium Dodecyl Sulfate-Poly Acrylamide Gel Electrophoresis (SDS-PAGE) was performed
443
using standard protocols. Proteins were stained using InstantBlue™ (Sigma-Aldrich) or
444
transferred onto 0.2 m nitrocellulose membrane (Amersham Protran). Immunoblots were
445
probed with anti-Strep-Tag Classic (clone Strep-tag II, Bio-Rad catalogue #MCA2489), anti-
446
FLAG (clone M2, Sigma-Aldrich catalogue #F3165), anti-His-Tag (clone 1B7G5, Proteintech
447
catalogue #66005-1-Ig), anti-VSVG (clone P5D4; Sigma-Aldrich) or anti-RecA (clone M2,
448
Sigma-Aldrich catalogue #F3165) primary monoclonal antibodies, and alkaline phosphatase-
449 conjugated goat anti-mouse secondary antibodies, and revealed in alkaline buffer (pH 9) using
450
5-bromo-4-chloro-3-indolyl phosphate/nitroblue tetrazolium (BCIP/NBT) in the presence of
451
10 mM MgCl2. 452 conjugated goat anti-mouse secondary antibodies, and revealed in alkaline buffer (pH 9) using
450
5-bromo-4-chloro-3-indolyl phosphate/nitroblue tetrazolium (BCIP/NBT) in the presence of
451
10 mM MgCl2. 452 Protein production and pull-down assays.
454 An overnight culture of E. coli BL21(DE3) co-transformed with pACYC-PAARFL (or
455
pACYC-PAARFL derivatives) and pET-SVgrG (or pET-SVgrG derivatives) was diluted 1/100
456
into 50 ml of LB supplemented with the required antibiotics, grown to A600 =0.8 and induced
457
with 1 mM IPTG for 18 h at 16°C. Cells were pelleted by centrifugation at 5000× g,
458
resuspended in buffer A (50 mM Tris–HCl pH8.5, 150 mM NaCl, 1 mM TCEP, cOmplete
459
EDTA-free protease inhibitor cocktail (Sigma)). After cell lysis by sonication, the cell extract
460
was cleared by centrifugation for 45 min at 15 000 × g and incubated for 1h at 4°C with
461
gentle mixing with 100 μl of Strep-Tactin Superflow resin (IBA Technology) previously
462
equilibrated in buffer A. The resin was washed 5 times with 300 μl of buffer A and the
463
SVgrG-PAARFL were eluted with 100 μl of buffer B (50 mM Tris–HCl pH8.5, 150 mM NaCl,
464
1 mM TCEP, 2.5 mM desthiobiotin). Ten microliters of the elution fractions were separated
465
by 12.5%-acrylamide SDS-PAGE, stained using InstantBlue™ (Sigma-Aldrich) or analyzed
466
by Western blot with Strep-Tag Classic or anti-FLAG antibodies. 467 For the production of Tle1-VgrG-PAAR complex, BL21(DE3) was co-transformed with
468
pRSF-Tle1H, pET-SVgrG and pACYC-PAARFL plasmids. SVgrG-Tle1H-PAARFL complex
469
was then produced and purified using the same double step affinity procedure as for the
470
purification of the SVgrG-Tle1H complex described in (21). 471 Cryo-EM sample preparation, data collection and modelling. 473 Cryo-EM sample preparation, data collection and modelling.
473 Quantifoil Cu300 mesh R2/2 grids were glow discharged at 0.2 mbar vacuum, 2mA current
474
for 45 seconds (in an ELMO glow discharge system (Cordouan Technologies). Four μl of
475
protein samples at concentration of 0.5 ml/ml were blotted and plunge-frozen in liquid ethane
476
using Vitrobot instrument (FEI) at 4°C and 100% humidity, using blot force 0 and blotting
477
time 3s. Grids were transferred to liquid nitrogen for storage. Observation and data were
478
collected with Talos Arctica (FEI) 200 kV microscope equipped with K2 camera (Gatan). 479
Data were collected at 45k magnification, pixel size of 0.93 Å, with 4.4 s exposition and total
480
dose of 50 e-/Å with the help of SerialEM version 3.8 software. 2180 movies were collected
481
for VgrG-Tle1 complex (without PAAR) dataset. 3237 movies were collected for VgrG-Tle1-
482
PAAR dataset. Data was processed with CryoSPARC v4.0.0. Particle picking was assisted by
483
4 iterations of Topaz (43) training for 20 epochs, each time resubmitting best quality particles
484
for new iteration of training. For VgrG-Tle1 (without PAAR) dataset: 256,139 particles were
485
extracted with 550-pixels box size. For VgrG-Tle1-PAAR dataset: 436,572 particles were
486
extracted with 400-pixels box size. Best defined 2D classes were used for generation 4 ab-
487
initio models and best models were refined using heterologous refinement. For high
488
resolution VgrG-Tle1-PAAR map, particles used for best class refinement were again used to
489
generate 4 ab initio models and best model was then refined using best defined 2D classes. 490
Final step of non-uniform refinement with 31,647 particles was used to gain resolution in best
491
regions. 492 VgrG-Tle1-PAAR model was generated as follows: gp5 domain of VgrG (3 copies) and
493
PAAR were co-folded using AlphaFold2 (44, 45). Using UCSF ChimeraX (46), the best
494
ranked AlphaFold2 model was aligned to VgrG-Tle1 model (PDB:6SJL, (21)) via the gp5
495
domains. This model was then fitted into cryo-EM density maps (46). 496 His-SUMO-PAAR purification and samples preparation for ICP-OES.
498 Overnight cultures of E. coli BL21(DE3) transformed with pETDuet-HSUMO-PAAR or its
499
mutated derivatives were diluted 1/100 into 2L of LB supplemented with the required
500
antibiotics. Cells were grown to an A600 =0.8 and induced with 1 mM IPTG for 18 h at
501
16°C. Cells were pelleted by centrifugation at 5000× g, resuspended in buffer C (20 mM
502
HEPES pH8, 250 mM NaCl, 1 mM TCEP, cOmplete EDTA-free protease inhibitor cocktail
503
(Sigma) 100 μg/ml DNase I, 100 μg/ml lysozyme, and 10 mM MgCl2). After cell lysis using
504
an Emulsiflex-C5 (Avestin), the cell extract was cleared by centrifugation for 40 min at 40
505
000 × g and incubated for 1h at 4°C with gentle mixing with 1 ml of Strep-Tactin Superflow
506
resin (IBA Technology) previously equilibrated in buffer C. The resin was washed 5 times
507
with 8 ml of buffer C and the H-SUMO-PAAR was eluted with 100 μl of buffer D (20 mM
508
HEPES pH8, 250 mM NaCl, 1 mM TCEP, 500 mM imidazole. Ten microliters of the elution
509
fractions were separated by 15%-acrylamide SDS-PAGE, stained using InstantBlue™ or
510
transferred onto nitrocellulose membrane and immunodetected with anti- His-Tag antibodies. 511
512 Fluorescence Microscopy.
527 Overnight cultures grown in LB medium with the appropriate antibiotics were diluted 1/100
528
into SIM to an A600 = 0.8, then 500µl of the culture was centrifuged and resuspended in fresh
529
SIM to a A600 = 10. Cells were spotted on a thin 2% agarose pad, prepared with SIM medium
530
in Frame-Seal™ slide chambers (Bio-Rad), and covered with a cover slip. After 20 min at
531
28°C, Hilo fluorescence microscopy was performed with a Nikon Eclipse Ti2 microscope
532
equipped with a 100x NA 1.45 Ph3 objective, an Orca-Fusion digital camera (Hamamatsu), a
533
perfect focus system, and an Ilas2 TIRF/FRAP module (Gataca Systems). Fluorescence
534
images were acquired with an exposure time of 100 ms for phase contrast, sfGFP-TssM,
535
TssK-sfGFP and 50 ms for TssB- sfGFP. The experiments were conducted in triplicate and a
536
representative result is shown. The microscopy images were analyzed using ImageJ
537
(http://imagej.nih.gov/ij/). 538 Metal quantification by Inductively Coupled Plasma analysis - Optical Emission
513
Spectrometry (ICP-OES).
514 50 to 300 µM of proteins in 500 µl of PBS were diluted in 500 µl of 69% nitric acid. Samples
515
were boiled for 40 minutes and 4 ml of 3% nitric acid was added to each sample. These
516
samples were analyzed for copper, nickel, zinc, and iron content with an ICAPTM 6000 series
517
optical emission spectrometer (Thermo Scientific). Serial dilutions of pure copper, nickel,
518
iron, and zinc standard solutions were used for calibration. Results are expressed in
519
percentage of total proteins in samples, each value representing the mean of three technical
520
replicates from different fractions of two to three different purification preparations. As a
521
control, 500µl of purification buffer was submitted to the same metal content analysis. For
522
statistical analysis, one-way ANOVA followed by Dunnett’s multiple comparisons test was
523 performed using GraphPad Prism version 9.3.1 for macOS (GraphPad Software, San Diego,
524
California USA). 525 performed using GraphPad Prism version 9.3.1 for macOS (GraphPad Software, San Diego,
524
California USA). 525 Antibacterial competition assay by the colorimetric method.
540 At
558
A600 = 0.8, the predator strain and the prey were mixed at 4:1 ratio and spotted on SIM-agar
559
plates supplemented 0,2% arabinose. After 4h of incubation at 37 °C, each spot was
560
resuspended in 1 ml of selective medium for prey and 100 µl of a 10-fold dilution were added
561
to 100 µl of selective medium in 96-wells microplate (Thermofisher, Nunc). Cultures were
562
grown for 15 hours at 37°C with agitation and A600 was measured each 5 minutes using a
563
microplate reader (TECAN). A time of emergence (Te) considered as time required for each
564
sample to reach A600 = 0.4 of was calculated. Each value represents the mean of three
565
technical replicates from at least three biological replicates and were compared between
566
strains by a One-way ANOVA followed by Dunnett’s multiple comparisons test performed
567
using GraphPad Prism (version 9.3.1 for macOS, GraphPad Software, San Diego, California
568
USA). Negative controls contained only the prey or the predator strain. EAEC 17-2 wild-type
569
strain was used as positive control for W3110 prey lysis. 570
Production in EAEC ΔPAARΩKan of the different derivatives of PAAR protein from pBAD
571 representative image is presented. For quantification of CPR, slices of agar-containing spots
549
were vortexed in 500 µL PBS and further centrifuged at 8,000× g for 1 min to pellet cells and
550
agar. 100µl of the supernatant were dropped into a 96-well plate. After addition of 10 μl of 2
551
mM CPRG into the supernatant, absorbance at λ = 572 was measured every 30 seconds for 1
552
hour with a TECAN. 553 Antibacterial competition assay by the colorimetric method.
540 Overnight cultures grown in LB medium with the appropriate antibiotics were diluted 1/100
541
into SIM medium to an A600 = 0.4. Then, 50 µM of IPTG was added in the culture of W3110
542
bacterial prey cells to induce the production of β-galactosidase. WT or mutated PAAR genes
543
expression was induced from pBAD33-PAARVSVG using 0,2% arabinose. At A600 = 0.8, the
544
predator and the prey cultures were mixed at 1:4 ratio and spotted on SIM-agar plates
545
supplemented with 50 µM of IPTG and 0,2 % arabinose. After 2 hours of incubation at 37 °C,
546
drops of 2 mM CPRG solution were deposited on the cell spots. Pictures were taken after the
547
emergence of the coloration. Experiment was performed at least three times and a
548 Overnight cultures grown in LB medium with the appropriate antibiotics were diluted 1/100
541
into SIM medium to an A600 = 0.4. Then, 50 µM of IPTG was added in the culture of W3110
542
bacterial prey cells to induce the production of β-galactosidase. WT or mutated PAAR genes
543
expression was induced from pBAD33-PAARVSVG using 0,2% arabinose. At A600 = 0.8, the
544
predator and the prey cultures were mixed at 1:4 ratio and spotted on SIM-agar plates
545
supplemented with 50 µM of IPTG and 0,2 % arabinose. After 2 hours of incubation at 37 °C,
546
drops of 2 mM CPRG solution were deposited on the cell spots. Pictures were taken after the
547
emergence of the coloration. Experiment was performed at least three times and a
548 representative image is presented. For quantification of CPR, slices of agar-containing spots
549
were vortexed in 500 µL PBS and further centrifuged at 8,000× g for 1 min to pellet cells and
550
agar. 100µl of the supernatant were dropped into a 96-well plate. After addition of 10 μl of 2
551
mM CPRG into the supernatant, absorbance at λ = 572 was measured every 30 seconds for 1
552
hour with a TECAN. 553
554
Antibacterial competition assay by the emergence time method. 555
Overnight cultures grown in LB medium with the appropriate antibiotics were diluted 1/100
556
into SIM medium to an A600 = 0.4. Arabinose 0,2% was added into predator strains cultures to
557
induce PAAR gene expression from pBAD33-PAARVSVG (or pBAD33-PAARVSVG mutants). Antibacterial competition assay by the emergence time method.
555 Overnight cultures grown in LB medium with the appropriate antibiotics were diluted 1/100
556
into SIM medium to an A600 = 0.4. Arabinose 0,2% was added into predator strains cultures to
557
induce PAAR gene expression from pBAD33-PAARVSVG (or pBAD33-PAARVSVG mutants). At
558
A600 = 0.8, the predator strain and the prey were mixed at 4:1 ratio and spotted on SIM-agar
559
plates supplemented 0,2% arabinose. After 4h of incubation at 37 °C, each spot was
560
resuspended in 1 ml of selective medium for prey and 100 µl of a 10-fold dilution were added
561
to 100 µl of selective medium in 96-wells microplate (Thermofisher, Nunc). Cultures were
562
grown for 15 hours at 37°C with agitation and A600 was measured each 5 minutes using a
563
microplate reader (TECAN). A time of emergence (Te) considered as time required for each
564
sample to reach A600 = 0.4 of was calculated. Each value represents the mean of three
565
technical replicates from at least three biological replicates and were compared between
566
strains by a One-way ANOVA followed by Dunnett’s multiple comparisons test performed
567
using GraphPad Prism (version 9.3.1 for macOS, GraphPad Software, San Diego, California
568
USA). Negative controls contained only the prey or the predator strain. EAEC 17-2 wild-type
569
strain was used as positive control for W3110 prey lysis. 570 Production in EAEC ΔPAARΩKan of the different derivatives of PAAR protein from pBAD
571
plasmids used for antibacterial competition and fluorescence microscopy observations were
572
controlled by Western Blotting using anti-VSVG antibodies. 573 Production in EAEC ΔPAARΩKan of the different derivatives of PAAR protein from pBAD
571
plasmids used for antibacterial competition and fluorescence microscopy observations were
572
controlled by Western Blotting using anti-VSVG antibodies. 573 574 Protein stability assay.
575 Overnight cultures of E. coli DH5ɑ transformed with pBAD18-PAARVSVG and pOK-
576
VgrGFLAG or empty pBAD18 and pOK-VgrGFLAG were diluted 1/100 into 50 ml of LB
577
medium supplemented with the required antibiotics, grown at 37°C to an A600 of 0.6 and
578
induced with 0,5 mM IPTG and 0,2% Arabinose. After 1h, spectinomycin (100 µg/ml) and
579
chloramphenicol (40 µg/ml) were added. Before and after the induction, at 1 h, 2 h and 3 h
580
after the inhibition of protein synthesis, 2 ml of cultures were collected, centrifuged for 5 min
581
at 6000 × g and supplemented with 60 or 100 µl of 4X SDS-PAGE loading dye with β-
582
mercaptoethanol. Proteins were separated by SDS-PAGE and transferred onto nitrocellulose
583
membrane for immunodetection with anti-VSVG, or anti-FLAG or anti-RecA monoclonal
584
antibodies, followed by recognition by secondary antibodies coupled to the Alkaline
585
Phosphatase. Intensity of the bands were measured using BioRad Imager. 586 Computer algorithms.
588 EAEC PAAR orthologs (EC042_4537; NCBI-protein ID: CBG37359) were retrieved using
589 EAEC PAAR orthologs (EC042_4537; NCBI-protein ID: CBG37359) were retrieved using
589
BlastP analysis against the KEGG genes database and aligned with MultiAlin tool (47, 48). 590 We thank Eric Cascales and the members of the Cascales research group for insightful
593
discussions, especially Thierry Doan and Yoann G. Santin for microscopy; Boris Taillefer for
594
CPRG killing and Maïalène Chabalier for cloning of pETDuet-FLAGVgrG. We thank Stéphane
595
Canaan for the use of BioRad Imager and software. We thank Moly Ba, Isabelle Bringer,
596
Annick Brun, Olivier Uderso and Mathilde Valade for technical assistance. This work was
597 We thank Eric Cascales and the members of the Cascales research group for insightful
593
discussions, especially Thierry Doan and Yoann G. Santin for microscopy; Boris Taillefer for
594
CPRG killing and Maïalène Chabalier for cloning of pETDuet-FLAGVgrG. We thank Stéphane
595
Canaan for the use of BioRad Imager and software. We thank Moly Ba, Isabelle Bringer,
596
Annick Brun, Olivier Uderso and Mathilde Valade for technical assistance. This work was
597 We thank Eric Cascales and the members of the Cascales research group for insightful
593
discussions, especially Thierry Doan and Yoann G. Santin for microscopy; Boris Taillefer for
594
CPRG killing and Maïalène Chabalier for cloning of pETDuet-FLAGVgrG. We thank Stéphane
595
Canaan for the use of BioRad Imager and software. We thank Moly Ba, Isabelle Bringer,
596
Annick Brun, Olivier Uderso and Mathilde Valade for technical assistance. This work was
597 supported by the Aix-Marseille Université (AMU), the Centre National de la Recherche
598
Scientifique (CNRS) and grants from the Agence Nationale de la Recherche (ANR-14-CE14-
599
0006 and ANR-18-CE15-0013 to LJ). 600 supported by the Aix-Marseille Université (AMU), the Centre National de la Recherche
598
Scientifique (CNRS) and grants from the Agence Nationale de la Recherche (ANR-14-CE14-
599
0006 and ANR-18-CE15-0013 to LJ). 600 SGB was supported by a doctoral fellowship from the French Ministère de l'Enseignement
601
Supérieur, de la Recherche et de l'Innovation. NF was supported by the ANR-14-CE14-0006
602
grant. MB was supported by the ANR-18-CE15-0013. D.J. was supported by a post-doctoral
603
fellowship from the Fondation pour la Recherche Médicale (SPF201809007142). 604 Author contributions
605 S.G.B.: conceptualization, formal analysis, investigation, visualization, writing - original
606
draft. N.F.: conceptualization, investigation, writing - review and editing. M.I.: formal
607
analysis, investigation, resources, writing - review and editing. M.B. and EGF: formal
608
analysis, investigation. R.F.: conceptualization, formal analysis, resources, supervision. D.J.:
609
conceptualization, formal analysis, investigation, supervision, visualization, writing - original
610
draft. L.J.: conceptualization, formal analysis, funding acquisition, investigation, resources,
611
supervision, validation, visualization, writing - original draft. 612
613
Conflict of Interests
614
The authors declare that they have no conflict of interest. 615
616
REFERENCES
617
618 S.G.B.: conceptualization, formal analysis, investigation, visualization, writing - original
606
draft. N.F.: conceptualization, investigation, writing - review and editing. M.I.: formal
607
analysis, investigation, resources, writing - review and editing. M.B. and EGF: formal
608
analysis, investigation. R.F.: conceptualization, formal analysis, resources, supervision. D.J.:
609
conceptualization, formal analysis, investigation, supervision, visualization, writing - original
610
draft. L.J.: conceptualization, formal analysis, funding acquisition, investigation, resources,
611
supervision, validation, visualization, writing - original draft. 612 supervision, validation, visualization, writing original draft. 612
613
Conflict of Interests
614
The authors declare that they have no conflict of interest. 615
616
REFERENCES
617
618 The authors declare that they have no conflict of interest. 615
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660 Cryo-EM reconstruction of type VI secretion system baseplate and sheath distal end. EMBO J
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666 16. Zoued A, Durand E, Brunet YR, Spinelli S, Douzi B, Guzzo M, Flaugnatti N,
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772 Fig. 1. PAAR interacts with the VgrG needle domain and caps the VgrG-Tle1 complex.
783 (A) Schematic representation of the EAEC VgrG1 protein and the truncated variants used for
784
pull-down assays with PAAR. The different domains and their boundaries are indicated –
785
base domain gp27; OB fold domain; β helical domain gp5-C; H - helix; DUF2345 domain;
786
TTR - transthyretin like domain). (B) Pull-down assays. Lysates of BL21(DE3) cells co-
787 producing FLAG-tagged PAAR (PAARFL) and Strep-tag II-tagged VgrG (SVgrG) or
788
truncated versions of VgrG (SVgrG ΔTTR, SVgrG ΔNeedle) were loaded (L) on a Strep-
789
Tactin column. After washing steps, desthiobiotin-eluted (E) and flow through (FT) fractions
790
were analyzed by SDS-PAGE and Coomassie blue staining (upper panel), immunoblot using
791
anti-StrepII (middle panel) and anti-FLAG (lower panel). (C) VgrG-PAAR-Tle1 complex
792
purification. SDS-PAGE analysis and Coomassie blue staining (top panel), immunoblot
793
using anti-StrepII (upper middle panel), anti-His (lower middle panel) and anti-FLAG
794
(bottom panel) of the purification steps. Cell lysate (L) co-producing Strep-tag II-VgrG
795
(SVgrG), Tle1-6xHis (Tle1H) and PAAR-FLAG (PAARFL) was loaded onto a StrepTrapHP
796
column. After washing (W) the material was eluted with desthiobiotin directly into a HisTrap
797
column. The imidazole-eluted material (E) was then loaded onto a Superose 6 10/300 gel
798
filtration column (GF). 10 μl of each fraction was loaded onto the gel. The molecular weight
799
markers (in kDa) are indicated on the left and the positions of the different proteins are
800
indicated on the right. (D) Cryo-EM density maps of VgrG-Tle1 and VgrG-Tle1-PAAR
801 producing FLAG-tagged PAAR (PAARFL) and Strep-tag II-tagged VgrG (SVgrG) or
788
truncated versions of VgrG (SVgrG ΔTTR, SVgrG ΔNeedle) were loaded (L) on a Strep-
789
Tactin column. After washing steps, desthiobiotin-eluted (E) and flow through (FT) fractions
790
were analyzed by SDS-PAGE and Coomassie blue staining (upper panel), immunoblot using
791
anti-StrepII (middle panel) and anti-FLAG (lower panel). (C) VgrG-PAAR-Tle1 complex
792
purification. SDS-PAGE analysis and Coomassie blue staining (top panel), immunoblot
793
using anti-StrepII (upper middle panel), anti-His (lower middle panel) and anti-FLAG
794
(bottom panel) of the purification steps. Cell lysate (L) co-producing Strep-tag II-VgrG
795
(SVgrG), Tle1-6xHis (Tle1H) and PAAR-FLAG (PAARFL) was loaded onto a StrepTrapHP
796
column. After washing (W) the material was eluted with desthiobiotin directly into a HisTrap
797
column. The imidazole-eluted material (E) was then loaded onto a Superose 6 10/300 gel
798
filtration column (GF). Fig. 1. PAAR interacts with the VgrG needle domain and caps the VgrG-Tle1 complex.
783 Each value represents the mean of three
827
technical replicates of two to four different fractions of two (C41A, C74A) to three different
828
purifications preparations (WT, C41AC74A). 829 Fig. 1. PAAR interacts with the VgrG needle domain and caps the VgrG-Tle1 complex.
783 10 μl of each fraction was loaded onto the gel. The molecular weight
799
markers (in kDa) are indicated on the left and the positions of the different proteins are
800
indicated on the right. (D) Cryo-EM density maps of VgrG-Tle1 and VgrG-Tle1-PAAR
801 complex. Left: Cryo-EM density maps of VgrG needle bound to Tle1 (in green)
802
corresponding to a (VgrG)3-(Tle3)3 tip-to-tip dimer complex. Right: VgrG needle bound to
803
Tle1 in the presence of the PAAR protein (in yellow). In the presence of PAAR, most
804
particles correspond to VgrG needle bound to one or two Tle1 (represented here) and no
805
VgrG needle tip-to-tip dimerization. 2D classes are presented in Fig. S1. (E) VgrG-Tle1-
806
PAAR complex model. Alphafold2 co-folding model of the needle domain of VgrG (3
807
copies, green, yellow, red) with PAAR (blue) was aligned with the VgrG-Tle1 model
808
(PDB:6SJL) merging on the needle domain. This model was fitted in the cryo-EM density
809
maps (4.2 Å, two Tle1 visible). 810 Fig. 2. PAAR binds a zinc atom involving conserved His and Cys residues. 812 Fig. 2. PAAR binds a zinc atom involving conserved His and Cys residues. 812 (A) Alignment of amino acid sequences of PAAREAEC (EC042_4537), PAAR from E. coli
813
CFT073 (c1882) and Vibrio cholerae (VCA0105). PAAR motifs are shown in green boxes,
814
His and Cys residues involved in zinc binding characterized in (28) are indicated in black,
815
below the alignment. H14, C41, H46 and C74, the predicted residues involved in metal
816
binding in PAAREAEC are indicated in red above the alignment. (B) Alphafold2 model of
817
PAAR highlighting His14, Cys41, His46 and Cys74 predicted metal binding residues. PAAR
818
was co-modelled with VgrG needle part and only PAAR is shown here. (C) SDS-PAGE
819
followed by Coomassie blue staining (upper panel) and immunoblot using anti-His-Tag
820
(lower panel) of purified wild type His-SUMO-PAAR proteins and mutated versions (His-SUMO-
821
PAARC41A, His-SUMO-PAARC74A and His-SUMO-PAARC41AC74A). The molecular weight markers
822
(in kDa) are indicated on the left. (D) Zinc content analysis using ICP-OES of purified His-
823
SUMO-PAAR (WT) and cysteine mutants (His-SUMO-PAARC41A, C41A; His-SUMO-PAARC74A,
824
C74;
His-SUMO-PAARC41AC74A, C41AC74A). Statistical significance was calculated using
825
Ordinary one-way ANOVA followed by Dunnett’s multiple comparisons test using GraphPad
826
Prism (GraphPad Software). **** p<0.0001. Fig. 3. PAAR is necessary for T6SS-1 mediated killing.
831 The T6SS-1 function of
843
the WT, ΔPAARΩ and ΔPAARΩ complemented with PAAR or PAAR-Cys and His-mutant
844
strains was tested by assessing their ability to kill W3110 E. coli K12 bacterial prey. Killing
845
efficiency was quantified by measuring the time (in hours) needed for prey cells exposed to
846
predator cells to regrow in selective media to the A600 = 0.4. Statistical significance was
847
calculated using Ordinary one-way ANOVA followed by Dunnett’s multiple comparisons test
848
using GraphPad Prism. **** p<0.0001; *** p=0.0009; ** p= 0.0092; *p= 0.0401, ns=0.9711
849
(ΔT6SS vs. ΔPAARΩ ), ns=0.9967 (PAAR+ vs. H14A). 850 (B) Antibacterial competition assay by the Emergence time method. The T6SS-1 function of
843
the WT, ΔPAARΩ and ΔPAARΩ complemented with PAAR or PAAR-Cys and His-mutant
844
strains was tested by assessing their ability to kill W3110 E. coli K12 bacterial prey. Killing
845
efficiency was quantified by measuring the time (in hours) needed for prey cells exposed to
846
predator cells to regrow in selective media to the A600 = 0.4. Statistical significance was
847
calculated using Ordinary one-way ANOVA followed by Dunnett’s multiple comparisons test
848
using GraphPad Prism. **** p<0.0001; *** p=0.0009; ** p= 0.0092; *p= 0.0401, ns=0.9711
849
(ΔT6SS vs. ΔPAARΩ ), ns=0.9967 (PAAR+ vs. H14A). 850 Fig. 3. PAAR is necessary for T6SS-1 mediated killing.
831 (A) Antibacterial competition assay by the Colorimetric method. The T6SS-1 function of the
832
WT, ΔPAARΩ and ΔPAARΩ complemented with PAAR (PAAR+) or PAAR Cys and His
833
mutant strains (using pBAD33-PAARVSVG and corresponding PAAR Cys and His mutant
834
plasmids derivatives) was tested by assessing their ability to kill W3110 E. coli K12 bacterial
835
prey. Killing efficiency was monitored by observing degradation of yellow CPRG into purple
836
CPR by free ß-galactosidase released from lysed prey cells after being exposed to the predator
837 (A) Antibacterial competition assay by the Colorimetric method. The T6SS-1 function of the
832
WT, ΔPAARΩ and ΔPAARΩ complemented with PAAR (PAAR+) or PAAR Cys and His
833
mutant strains (using pBAD33-PAARVSVG and corresponding PAAR Cys and His mutant
834
plasmids derivatives) was tested by assessing their ability to kill W3110 E. coli K12 bacterial
835
prey. Killing efficiency was monitored by observing degradation of yellow CPRG into purple
836
CPR by free ß-galactosidase released from lysed prey cells after being exposed to the predator
837 cells. CPR absorbance (A572nm, upper graph) was measured from the spots (lower panel). The
838
means of three biological replicates is indicated. The error bars represent standard deviation. 839
Statistical significance was calculated using Ordinary one-way ANOVA followed by
840
Dunnett’s multiple comparisons test using GraphPad Prism (GraphPad Software). ****
841
p<0.0001. 842 cells. CPR absorbance (A572nm, upper graph) was measured from the spots (lower panel). The
838
means of three biological replicates is indicated. The error bars represent standard deviation. 839
Statistical significance was calculated using Ordinary one-way ANOVA followed by
840
Dunnett’s multiple comparisons test using GraphPad Prism (GraphPad Software). ****
841
p<0.0001. 842 (B) Antibacterial competition assay by the Emergence time method. The T6SS-1 function of
843
the WT, ΔPAARΩ and ΔPAARΩ complemented with PAAR or PAAR-Cys and His-mutant
844
strains was tested by assessing their ability to kill W3110 E. coli K12 bacterial prey. Killing
845
efficiency was quantified by measuring the time (in hours) needed for prey cells exposed to
846
predator cells to regrow in selective media to the A600 = 0.4. Statistical significance was
847
calculated using Ordinary one-way ANOVA followed by Dunnett’s multiple comparisons test
848
using GraphPad Prism. **** p<0.0001; *** p=0.0009; ** p= 0.0092; *p= 0.0401, ns=0.9711
849
(ΔT6SS vs. ΔPAARΩ ), ns=0.9967 (PAAR+ vs. H14A). 850 (B) Antibacterial competition assay by the Emergence time method. Fig. 4. PAAR is necessary for T6SS assembly.
852 (C) Quantification of the number of extended sheaths per cell from the
865
strains tssB-sfGFP + pBAD (BsfGFP), tssB-sfGFP ΔPAARΩ + pBAD (BsfGFPΔPAAR), tssB-
866
sfGFP ΔPAARΩ + pBAD-PAARVSVG (PAAR+), and tssB-sfGFP ΔPAARΩ transformed with
867
pBAD33-PAARH14A-VSVG (H14A),
pBAD33-PAARC41A-VSVG (C41A), pBAD33-PAARH46A-VSVG
868
(H46A) or pBAD33-PAARC74A-VSVG (C74A) analyzed in A and B. The total number of
869
analyzed cells (n) from 3 independent biological replicates is indicated. The error bars
870
represent standard deviation. 871 on the left (scale bar = 2 μm). Fluorescence images of TssB-sfGFP (green) are shown on the
863
right. Cells are outlined in white, white arrows indicate dynamic sheath assembly and/or
864
contraction events. (C) Quantification of the number of extended sheaths per cell from the
865
strains tssB-sfGFP + pBAD (BsfGFP), tssB-sfGFP ΔPAARΩ + pBAD (BsfGFPΔPAAR), tssB-
866
sfGFP ΔPAARΩ + pBAD-PAARVSVG (PAAR+), and tssB-sfGFP ΔPAARΩ transformed with
867
pBAD33-PAARH14A-VSVG (H14A),
pBAD33-PAARC41A-VSVG (C41A), pBAD33-PAARH46A-VSVG
868
(H46A) or pBAD33-PAARC74A-VSVG (C74A) analyzed in A and B. The total number of
869
analyzed cells (n) from 3 independent biological replicates is indicated. The error bars
870
represent standard deviation. 871 Fig. 4. PAAR is necessary for T6SS assembly.
852 (A) Fluorescence microscopy of EAEC tssB-sfGFP strains transformed with the empty vector
853
pBAD33 (tssB-sfGFP + pBAD), EAEC tssB-sfGFP ΔPAARΩ Kan transformed with the empty
854
vector pBAD33 (tssB-sfGFP ΔPAARΩ + pBAD) and EAEC tssB-sfGFP ΔPAARΩ
855
complemented in trans with pBAD33-PAARVSVG plasmid (tssB-sfGFP ΔPAARΩ + pBAD-
856
PAAR). Phase contrast images are shown on the left (scale bar = 2 μm). Fluorescence
857
images of TssB-sfGFP (green) and membrane dye FM4-64 (red) are shown on the right. 858
Pictures taken every 30 sec are shown from left to right. White arrows indicate dynamic
859
sheath assembly and/or contraction events. (B) Fluorescence microscopy of EAEC tssB-
860
sfGFP ΔPAARΩKan strain transformed with pBAD33-PAARH14A-VSVG
,
pBAD33-PAARC41A-
861
VSVG, pBAD33-PAARH46A-VSVG or pBAD33-PAARC74A-VSVG
. Phase contrast images are shown
862 (A) Fluorescence microscopy of EAEC tssB-sfGFP strains transformed with the empty vector
853
pBAD33 (tssB-sfGFP + pBAD), EAEC tssB-sfGFP ΔPAARΩ Kan transformed with the empty
854
vector pBAD33 (tssB-sfGFP ΔPAARΩ + pBAD) and EAEC tssB-sfGFP ΔPAARΩ
855
complemented in trans with pBAD33-PAARVSVG plasmid (tssB-sfGFP ΔPAARΩ + pBAD-
856
PAAR). Phase contrast images are shown on the left (scale bar = 2 μm). Fluorescence
857
images of TssB-sfGFP (green) and membrane dye FM4-64 (red) are shown on the right. 858
Pictures taken every 30 sec are shown from left to right. White arrows indicate dynamic
859
sheath assembly and/or contraction events. (B) Fluorescence microscopy of EAEC tssB-
860
sfGFP ΔPAARΩKan strain transformed with pBAD33-PAARH14A-VSVG
,
pBAD33-PAARC41A-
861
VSVG, pBAD33-PAARH46A-VSVG or pBAD33-PAARC74A-VSVG
. Phase contrast images are shown
862 on the left (scale bar = 2 μm). Fluorescence images of TssB-sfGFP (green) are shown on the
863
right. Cells are outlined in white, white arrows indicate dynamic sheath assembly and/or
864
contraction events. (C) Quantification of the number of extended sheaths per cell from the
865
strains tssB-sfGFP + pBAD (BsfGFP), tssB-sfGFP ΔPAARΩ + pBAD (BsfGFPΔPAAR), tssB-
866
sfGFP ΔPAARΩ + pBAD-PAARVSVG (PAAR+), and tssB-sfGFP ΔPAARΩ transformed with
867
pBAD33-PAARH14A-VSVG (H14A),
pBAD33-PAARC41A-VSVG (C41A), pBAD33-PAARH46A-VSVG
868
(H46A) or pBAD33-PAARC74A-VSVG (C74A) analyzed in A and B. The total number of
869
analyzed cells (n) from 3 independent biological replicates is indicated. The error bars
870
represent standard deviation. 871 on the left (scale bar = 2 μm). Fluorescence images of TssB-sfGFP (green) are shown on the
863
right. Cells are outlined in white, white arrows indicate dynamic sheath assembly and/or
864
contraction events. Fig. 5. PAAR is necessary for TssK but not TssM localization.
873 888
Ribbon diagrams of VgrG(gp5C)-PAAR from EAEC, gp5-gp5.4 from T4 phage (PDB:5iv
889
gpV from P2 phage (PDB:3aqj), gp138 from Phi92 phage (PDB:3pqi) and gpV from
890
pyocin (PDB:4s36). All β-prism spikes are capped and the tip is closed with coordina
891
metal. Structures are colored by chain. 892
893
894 Fig. 6. A conical tip structure consolidated by a metal atom is conserved in different
887
phages and bacterial injection systems. 888 Fig. 5. PAAR is necessary for TssK but not TssM localization.
873 (A) Fluorescence microscopy analysis of sfGFP-tssM and sfGFP-tssM ΔPAARΩKan. Phase
874
contrast images are shown on the left (scale bar = 2 μm) and fluorescence images of sfGFP
875
(green) are shown on the right. Cells are outlined in white, white arrows indicate fluorescent
876
foci localized at the membrane. (B) Quantification of the number of foci per cell from sfGFP-
877
tssM and sfGFP-tssM ΔPAARΩKan. The total number of analyzed cells (n) from 3
878
independent biological replicates is indicated. The error bars represent standard deviation. (C)
879
Fluorescence microscopy analysis of tssK-sfGFP and tssK-sfGFP ΔPAARΩKan. Phase
880
contrast images are shown on the left (scale bar = 2 μm) and fluorescence images of sfGFP
881
(green) are shown on the right. Cells are outlined in white, white arrows indicate fluorescent
882
foci localized at the membrane. (D) Quantification of the number of foci per cell from tssK-
883
sfGFP and tssK-sfGFP ΔPAARΩKan. The total number of analyzed cells (n) from 3
884
independent biological replicates is indicated. The error bars represent standard deviation. 885
886 (A) Fluorescence microscopy analysis of sfGFP-tssM and sfGFP-tssM ΔPAARΩKan. Phase
874
contrast images are shown on the left (scale bar = 2 μm) and fluorescence images of sfGFP
875
(green) are shown on the right. Cells are outlined in white, white arrows indicate fluorescent
876
foci localized at the membrane. (B) Quantification of the number of foci per cell from sfGFP-
877
tssM and sfGFP-tssM ΔPAARΩKan. The total number of analyzed cells (n) from 3
878
independent biological replicates is indicated. The error bars represent standard deviation. (C)
879
Fluorescence microscopy analysis of tssK-sfGFP and tssK-sfGFP ΔPAARΩKan. Phase
880
contrast images are shown on the left (scale bar = 2 μm) and fluorescence images of sfGFP
881
(green) are shown on the right. Cells are outlined in white, white arrows indicate fluorescent
882
foci localized at the membrane. (D) Quantification of the number of foci per cell from tssK-
883
sfGFP and tssK-sfGFP ΔPAARΩKan. The total number of analyzed cells (n) from 3
884
independent biological replicates is indicated. The error bars represent standard deviation. 885 Fig. 6. A conical tip structure consolidated by a metal atom is conserved in differ
887
phages and bacterial injection systems. Fig. 6. A conical tip structure consolidated by a metal atom is conserved in different
887
phages and bacterial injection systems.
888 Ribbon diagrams of VgrG(gp5C)-PAAR from EAEC, gp5-gp5.4 from T4 phage (PDB:5iv5),
889
gpV from P2 phage (PDB:3aqj), gp138 from Phi92 phage (PDB:3pqi) and gpV from R2
890
pyocin (PDB:4s36). All β-prism spikes are capped and the tip is closed with coordinated
891
metal. Structures are colored by chain. 892 894
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https://openalex.org/W4283591814
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https://www.research-collection.ethz.ch/bitstream/20.500.11850/557099/2/1167-12084-1-PB.pdf
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Magical Realism for Water Governance Under Power Asymmetries in the Aracataca River Basin, Colombia
|
The international journal of the commons
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ETH Library ETH Library Author(s): Author(s):
Fonseca-Cepeda, Valentina; Castillo-Brieva, Daniel; Baquero-Bernal, Luis; Rodríguez, Luz Angela; Steiner, Eliane; Garcia-Ulloa,
John Permanent link:
https://doi.org/10.3929/ethz-b-000557099 Rights / license:
Creative Commons Attribution 4.0 International Rights / license: g
Creative Commons Attribution 4.0 International KEYWORDS: Social-ecological systems;
institutional arrangements;
water governance; role-
playing game; Aracataca river;
Colombia ABSTRACT CORRESPONDING AUTHOR:
Valentina Fonseca-Cepeda
Pontificia Universidad Javeriana,
CO The Ciénaga Grande de Santa Marta is a wetland complex characterized by its high
productivity and different systems of biodiversity use associated with water. The Ciénaga
receives fresh water from rivers descending from the Sierra Nevada de Santa Marta. Changes in the water dynamics of these rivers since the early twentieth century have
been causing serious social and ecological changes in the region. The Aracataca river is
one of these rivers that showed a drastic change in its water availability. In this research
we study the relation between cooperation and hydrological dynamics that shapes the
water governance system in this basin. The study combines quantitative data obtained
from the hydrological description and qualitative information derived from interviews and
a role-playing game workshop, which was analyzed from a social-ecological perspective. The analysis shows that the historical management of water, characterized by conflicts
between individual and collective interests, power asymmetries, and the heterogeneity
between actors, has established a problematic scenario. Our analysis at river basin scale
showed difficulties in water governance regardless of water annual variability, thus
requiring structural changes that allow the development of coordinated processes toward
collective action. This research identifies elements that can enrich the management
discourses of the Aracataca river basin and the Ciénaga as a whole, highlighting the
importance of understanding environmental issues as problems of common pool
resources. Pontificia Universidad Javeriana,
CO v.fonseca@javeriana.edu.co Originally published in: Originally published in:
International Journal of the Commons 16(1), https://doi.org/10.5334/ijc.1167 This page was generated automatically upon download from the ETH Zurich Research Collection. For more information, please consult the Terms of use. RESEARCH ARTICLE
Magical Realism for
Water Governance Under
Power Asymmetries in
the Aracataca River Basin,
Colombia
VALENTINA FONSECA-CEPEDA
DANIEL CASTILLO-BRIEVA
LUIS BAQUERO-BERNAL
LUZ ANGELA RODRÍGUEZ
ELIANE STEINER
JOHN GARCIA-ULLOA
*Author affiliations can be found in the back matter of this article RESEARCH ARTICLE
Magical Realism for
Water Governance Under
Power Asymmetries in
the Aracataca River Basin,
Colombia
VALENTINA FONSECA-CEPEDA
DANIEL CASTILLO-BRIEVA
LUIS BAQUERO-BERNAL
LUZ ANGELA RODRÍGUEZ
ELIANE STEINER
JOHN GARCIA-ULLOA
*Author affiliations can be found in the back matter of this article RESEARCH ARTICLE
Magical Realism for
Water Governance Under
Power Asymmetries in
the Aracataca River Basin,
Colombia
VALENTINA FONSECA-CEPEDA
DANIEL CASTILLO-BRIEVA
LUIS BAQUERO-BERNAL
LUZ ANGELA RODRÍGUEZ
ELIANE STEINER
JOHN GARCIA-ULLOA
*Author affiliations can be found in the back matter of this article RESEARCH ARTICLE ABSTRACT INTRODUCTION to study the key challenges around water governance in
the Aracataca River basin following a social-ecological
systems’ (SES) perspective (McGinnis & Ostrom, 2014). Water management in the basin is described as a Common
Pool Resource (CPR) problem (Ostrom, 1990) while the
river basin constitutes the spatial and institutional domain
of the study. We describe its hydrological characteristics
using supply and demand parameters in dry, wet, and
normal years and analyze the institutional arrangements
and their relationship with water dynamics. We also
study the relationships between the hierarchies of the
governance systems to understand power relations and
identify decision-making mechanisms with different levels
of formality (Stoker, 1998). Wetland ecosystems play an essential role in maintaining
ecological processes which yield benefits for different
human groups that include the regulation of the chemical
properties of water, the buffering of atmospheric
phenomena (Mitsch & Gosselink, 2000), and the production
of hydrobiological resources (Vilardy-Quiroga et al., 2011). The dynamics of global change and human pressure on the
natural resources provided by wetlands have accelerated
the degradation of these ecosystems, affecting their
natural dynamics of variability and the provision of
ecosystem services (Koch et al., 2009). These transformation processes are particularly relevant
in a country such as Colombia, where wetland ecosystems
represent an extensive portion of the continental territory
(Vilardy-Quiroga & Cortés-Duque, 2014). The Ciénaga
Grande de Santa Marta (CGSM) is the largest coastal
wetland in the country, consisting of a complex of estuarine
lagoons that is part of the deltaic plain of the Magdalena
River in the Colombian Caribbean. This wetland system
receives fresh water from the Magdalena River, the main
river in the country, and rivers descending from the Sierra
Nevada de Santa Marta (SNSM). It is characterized by its
high biodiversity and various livelihoods closely linked to
water, especially associated with fishing (Carvajalino-
Fernández et al., 2017). It is worth noting here that in vertical water systems
such as river basins and irrigation systems, tailenders
hardly receive water in the necessary quantities, or they do
it at a very high cost (Shivakoti & Ostrom, 2003). Spatial
asymmetries among those who are near or distant from
the resource (Ostrom & Gardner, 1993) are largely due to
the conditions of subtraction of water as a CPR, as the use
given by one person affects the possibility of other people to
use the resource (Tang, 1992). TO CITE THIS ARTICLE: Fonseca-Cepeda, V., Castillo-
Brieva, D., Baquero-Bernal, L.,
Rodríguez, L. A., Steiner, E., &
Garcia-Ulloa, J. (2022). Magical
Realism for Water Governance
Under Power Asymmetries
in the Aracataca River Basin,
Colombia. International
Journal of the Commons, 16(1),
pp. 155–172. DOI: https://doi. org/10.5334/ijc.1167 Fonseca-Cepeda et al. International Journal of the Commons DOI: 10.5334/ijc.1167 156 INTRODUCTION This occurs in the Aracataca
River basin, where the problem of collective action in the
irrigation system of palm oil producers (headenders),
among others, limits the access to water of the fishing
community (tailenders). Thus, we focus the analysis on the
lower basin because the collective action problems become
most evident there given the conditions of vulnerability and
reduced capacity of fishermen to transform the system. The CGSM main transformations began to occur at
the beginning of the 20th century (Vilardy-Quiroga,
2009). These have consisted of hypersalinization of soils,
mangroves dieback, modifications in the structure of fish
communities, water pollution, and changes in sediment
circulation (Botero & Mancera-Pineda, 1996). The degraded
environmental conditions of the CGSM are a consequence of
economic development policies with poor understanding of
the system, demographic changes, and political instability
associated with the armed conflict (Torres et al., 2016;
Vilardy-Quiroga et al., 2011). STUDY AREA The Aracataca River basin, with an area of 166.258 ha
(Figure 1), is part of the alluvial plain formed by rivers that
descend from the western slope of the Sierra Nevada de
Santa Marta (SNSM) and flow into the CGSM (Bernal, 1996),
in the Department of Magdalena.1 The influence of the
trade winds of the Northern Hemisphere creates arid and
semiarid conditions, which are strongly affected by the
El Niño Southern Oscillation (Vilardy-Quiroga & González-
Novoa, 2011). The rainfall seasonality in the lagoon delta
complex is characterized by a rainy season that extends
from April to November, with one peak in May or June,
a local minimum in July and the most intense peak in
October, and by a dry season that runs from December
to March. The spatially well-differentiated rainfall regime
in the lagoon delta complex determines a water deficit
gradient that grows from -211.6 mm yr-1 in the southern
to -1146.8 mm yr-1 in northern areas (Blanco et al., 2006). The Aracataca river is one of the freshwater inlets One of the CGSM’s tributary rivers is the Aracataca River. Agricultural production is the main driver of change in
the river basin, especially palm oil. Land occupation has
followed a dual scheme of peasant and enclave economies,
with intensive use of water for irrigation (Cabeza, 2014). The historical context of water management has led to
inequalities in water distribution, conflicts over its use, and
the reduction of the flow at the mouth of the river which
has affected the fishing population in the lower basin. The purpose of the paper is to study the relation
between cooperation and hydrological dynamics that
shapes the water governance system in the Aracataca river
basin. We follow a mixed-methods approach to integrate
hydrological and institutional variables with the purpose The Aracataca river is one of the freshwater inlets
(17.4 m3s-1) that influence the seasonal variation in the
water level and contribute to oxygenation, circulation of Fonseca-Cepeda et al. International Journal of the Commons DOI: 10.5334/ijc.1167 157 Figure 1 Aracataca River Basin. The lower basin corresponds to the coastal plain (0–100 m.a.s.l.). Figure 1 Aracataca River Basin. The lower basin corresponds to the coastal plain (0–100 m.a.s.l.). Figure 1 Aracataca River Basin. The lower basin corresponds to the coastal plain (0–100 m.a.s.l.). Colombian government’s interest in positioning itself in the
international market (Cabeza, 2014; Herrera & Romero,
1979). STUDY AREA The government developed irrigation systems with
canals, dams, and reservoirs (Cabeza, 2014), leading to
conflicts due to the unequal distribution of the resource,
initially among farmers, settlers, and banana companies
(LeGrand, 1983) and, more recently, among palm oil
producers, banana producers and small-scale artisanal
fishermen (Salzwedel et al., 2016). sediments, temperature variation and salinity levels of
the southeastern part of the estuarine complex. These
characteristics have significant effects on the composition
and distribution of biological communities (Bernal &
Betancur, 1996; Invemar, 2018). The flow of the river varies
based on this seasonality (Hoyos et al., 2019). The occupation history of the region and the
development models implemented have ignored this
ecological complexity and the hydrological connection
between the Aracataca river, the CGSM, and the sea, as
well as its relationship with livelihoods and socioeconomic
dynamics (Vilardy-Quiroga, 2009). This has caused changes
in the hydrology of the river and therefore in the ecology
of the CGSM (Botero & Mancera-Pineda, 1996; Botero &
Salzwedel, 1999; Röderstein et al., 2014). This has been
particularly evident in the lower basin, where agricultural
practices have defined the strategies for water harvesting
causing the most critical appropriation and provision
problems as CPR and on the ecology of the CGSM. Actors within the Aracataca River who make decisions
regarding water are diverse. In the upper part of the basin,
Arhuaco indigenous communities predominate with a
population of 22,134 people (DANE, 2005). In the middle
part of the basin, coffee producers are the main economic
actors, and in the lower basin, palm oil producers are
organized in an association of irrigation district users,
with 380 associates in 2019. Although banana producers
are also in the basin, they occupy a very small portion in
the watershed area and in the irrigation district users. At
this point is located the municipal seat of Aracataca, with
30.149 people (DANE, 2005). At the mouth of the river on
CGSM land is the Trojas de Cataca, a floating community of
artisanal fishermen of 154 people (Aguilera, 2011), which Since the 18th century, the alluvial plain of the Aracataca
River has had a strong agricultural tradition (Herrera &
Romero, 1979). The introduction of commercial banana
cultivation in 1887 (LeGrand, 1983) was motivated by the Fonseca-Cepeda et al. HYDROLOGICAL ANALYSIS For our hydrological analysis, we used the water scarcity
index (1). This index represents the relationship between
water use by different users and the surface water supply
available for the same spatial and temporal resolutions
(García et al., 2010). The index is reported as a percentage,
indicating the relationship between total water demand and
net water supply (Domínguez et al., 2010) and the degree
of pressure on water supply and water supply vulnerability
(IDEAM, 2015). Net water supply and total demand were
calculated from the parameters of the following equation,
where Ie is the scarcity index, Dt is the volume of total water
demand, and On is the net water supply in the basin: 100%
*
Dt
Ie
On
=
(1) (1) Different
classes
of
water
resource
pressure
are
distinguished: high, when the demand reaches 41% or
more of the water provided by the supply source; medium,
when the demand is between 21 and 40%; moderate,
when the demand is between 11 and 20%, and low, when
the demand is below 10% (Rivera et al., 2004). STUDY AREA International Journal of the Commons DOI: 10.5334/ijc.1167 158 asymmetries and challenges faced by tailenders (Lam,
1998; Ostrom & Gardner, 1993; Shivakoti & Ostrom, 2003;
Tang, 1992) and on prior knowledge about conflicts over
water in this specific area, we decided to focus our analysis
on the problem between palm oil producers and fishermen
in the lower basin. Since the wellbeing of fishermen in
the Trojas de Cataca community depends on upstream
water management, our methodological tools focused
on describing the dynamics of water use among palm oil
producers. represent 20% of the original population that decided to
return after a massacre executed by paramilitary groups
in 2000 (CNMH, 2014). The situation of this community is
critical, as 98% of the population consumes water with no
treatment. Several cases of acute respiratory infections
and acute diarrheal diseases have been reported, caused
by the consumption of non-potable water, poor sewerage,
and aqueduct service, as well as water pollution through
agrochemical waste from palm crops (CNMH, 2014). Oil palm plantations in the region appeared around
1950, inheriting historical dynamics and conflicts over
water (Rangel et al., 2009). Oil palm (Elaeis guineensis)
has been successful in the area due to the high solar
radiation and nutrient conditions of the soil. However,
this crop requires high levels of rainfall. A secure irrigation
is therefore essential for its productivity (Cabeza, 2014). The irrigation demand from this crop in the Colombian
Caribbean is high compared to the national demand. This is
due to the low water supply in the dry months (Mejía, 2000)
and the poor efficiency of gravity or flood irrigation systems
(Álvarez et al., 2007). The regional environmental authority
formally regulates the use of water in the Aracataca basin
by allocating water permits. Nevertheless, compliance with
water regulation is low and illegal use of water is common. On the other hand, the office of National Natural Parks of
Colombia is responsible for ecosystem conservation in the
lower basin. METHODS We did a hydrological analysis of the Aracataca river basin
and conducted fieldwork in Aracataca and Santa Marta
during 2019. The purpose of the hydrological analysis
was to describe the dynamics of the water in the basin
while fieldwork consisted of semi-structured interviews
and a role-playing game workshop (Steiner, 2020). The
interviews were carried out to collect general information
on water management in the region and issues within the
watershed perceived by each type of actor. The role-playing
game workshop allowed the analysis and synthesis of a
socioecological problem while exploring the reactions of the
participants to different configurations of the system. This
mixed-methods approach had the purpose to articulate
institutional and hydrological variables, in order to explore
relationships between water catchment strategies and
hydric dynamics of the basin. The information collected was
integrated based on the SES analytical approach. Annex 1
presents the tools used to document the SES variables. We used a percentile-based approach to define dry and
wet conditions from average monthly precipitation data
of 39 pluviometric stations in the region of interest. The
pluviometric data is available on the IDEAM’s (Institute
of Hydrology, Meteorology, and Environmental Studies)
Hydrometeorological Monitoring Network website (IDEAM,
2019). This approach, as explained by Steinemann et al. (2015), allows statistically consistent scenario creation
processes capable of representing a wide range of
precipitation conditions. We fitted precipitation data to
parametric statistical distribution models of Pearson family
type and then used the percentile 10 and 90 to respectively
define dry and wet conditions. To define normal conditions,
using the same precipitation dataset, we calculate the
mean value of the fitted statistical distribution. A more
detailed description of the followed fitting method can be
found in Domínguez et al. (2008). The basin was delimited as a hydrological domain and as
the unit for the analysis of the institutional arrangements. Based on a literature review on the topics of power The calculated average monthly precipitation in
dry, normal, and wet conditions and average monthly Fonseca-Cepeda et al. International Journal of the Commons DOI: 10.5334/ijc.1167 159 of water related issues in the basin. Therefore, we preferred
to implement few in-depth interviews with key actors that
would provide detailed information, rather than having a
large sample with redundant information. Interviews also
were used for the adaptation of the role-playing game
(RPG) called Upstream (Steiner, 2020). ROLE-PLAYING GAME WORKSHOP The RPG was implemented to approach the CPR problem
from a socio-ecological perspective as this methodology
allows identifying aspects of the problem that are not
evident during an interview. Specifically, the role-playing
game had more importance in the description of the
governance variables, interactions, and outcomes of the
SES, than in the characterization of the other subsystems
(Annexes 1 and 3). For this purpose, we adapted an
already existing RPG to represent the Aracataca river basin
and its dynamics. The original RPG called Upstream was
designed to represent water management in the Cravo
Sur River basin, located in the Colombian Llanos. We used
information obtained from our hydrological analysis, a
literature review, and the semi-structured interviews to
adapt and calibrate the RPG to the Aracataca River basin
(for details see Steiner, 2020). Y
X
ETa
=
−
(2) (2) We estimated the water demand (Mm3) by adding the urban
and rural domestic demand (Ministerio de Ambiente Vivienda We estimated the water demand (Mm3) by adding the urban
and rural domestic demand (Ministerio de Ambiente Vivienda
y Desarrollo Territorial, 2003; Ministerio de Vivienda Ciudad y
Territorio, 2010), the livestock demands for pig, cattle, and
poultry consumption (DANE, 2016; Resolución 00011912 de
2019), agricultural demand (Allen et al., 1998; IDEAM, 2015),
and industrial demand (Atencia, 2014; DAABON, 2019;
Resolución 2263 de 2011; Resolución 4147 de 2018). The
agricultural
water
demand
was
calculated
using the cultivated area per crop in the water basin,
a calculation that was made based on the reported
areas per municipality by DANE (2016) and the relative
area occupied by each municipality in the water basin. Permanent crops were assumed to have a constant crop
coefficient (Kc) equal to its final growth stage, meanwhile
transitory crops were assigned with a mean Kc to sum up
the Kc differences in the crop stages. Field capacity was
assumed as 50 mm because of the well-drained soils of
the water basin (CORPAMAG, 2013). Industrial demand
was represented by the water consumption of 6 oil mills
present in the water basin. When the water demand of a
specific oil mill was unknown, an average data completion
was applied. Because of the data availability, we calculated
water demand on an annual scale for 2019, the same year
in which the institutional analysis was performed. ROLE-PLAYING GAME WORKSHOP The game modeled the action arena that involves the
management of water for irrigation in the lower basin,
proposing different configurations of water availability
and possibilities for dialog, from which the responses of
the actors were evaluated (Allington et al., 2018). Annex
3 illustrates the variables, and the observed elements
present in the RPG. The RPG consists of a game board, which represents the
river basin (Figure 2). Blue fields in the middle of the board
represent the Aracataca River and small water tokens
simulate the flow of water. At the end of the river, a green
vessel represents the CGSM. The game setup includes the
CGSM ecosystem and its need for freshwater inflow to uphold
its ecological functions. Players are located along the board. Their goal is to capture water tokens, which they need to
make their oil palm and banana farms work. To represent the
upstream-downstream subtraction problem, players located
in the upper part of the gameboard were allowed to capture
water before those located in the lower part. The number
of available water tokens varies in each round, representing
the seasonal variation in the water supply (i.e., rainy and
dry tested interspersed). Water storage infrastructure is not
available by default in the game so, if it was identified by
the players as a factor that needed to be solved, it had to be
designed by them as a water management strategy. We used ArcGIS, ESRI (10.5) and Python (2.7 & 3.8)
software (ESRI Inc., 2016; Python Software Foundation, 2020)
to conduct our calculations and for spatial representation. Annex 2 shows the hydrological parameters used. METHODS temperature data from 41 climatological stations of
IDEAM’s network were used as input variables to calculate
the annual surface water supply, following the water
balance equation (2), where Y is the runoff, X is the
precipitation and ETa is the actual evapotranspiration. The actual evapotranspiration was calculated using the
Thornthwaite-Mather’s method (García & Montoya, 1972). For both the precipitation and temperature data, the
process of data selection and completion followed the
methods presented in CAR (2015). SEMI-STRUCTURED INTERVIEWS We conducted 11 semi-structured interviews (Ander-Egg,
1995; Bonilla-Castro & Rodriguez, 1995) with managers
of irrigation districts, leaders of the Arhuaco council,
representatives of the oil palm guild, experts in palm
certification, managers of coffee associations, municipal
officials, palm oil producers, and representatives of the
regional environmental authority. The purpose of the
interviews was to capture different actors’ understanding The workshop was attended by nine participants,
including palm oil producers, oil palm and banana
technicians, one representative of a palm oil extractor and Fonseca-Cepeda et al. International Journal of the Commons DOI: 10.5334/ijc.1167 160 permits and conditions at his own discretion. Players
were given five minutes to negotiate their permits. In the
second situation, players had to discuss how to build and
implement a watershed management plan. Five minutes
were given for this too. And last, an intense drought was
presented, where water tokens decreased. These three
conditions represented changes in the rules of the game
that forced players to design strategies to harvest water
efficiently, to decide whether to leave available water to the
tailenders, and to build agreements for water distribution. Table 1 shows the possibilities of action and decision by role
under two seasons and three situations. representatives of an environmental NGO. All participants
voluntarily agreed to be part of the activity. Eight of the
participants adopted the role of producers, and one adopted
the role of representative of the irrigation district who was
responsible for distributing water among producers. Five
rounds were played, in a span of three hours. In our workshop, we presented three situations: 1)
negotiation of water harvesting permits, 2) watershed
management plan, and 3) intense drought. In the first
situation, producers must negotiate their water harvesting
permits with the irrigation district representative. The
person with this role could determine the limits of the Figure 2 RPG workshop in Aracataca. WATER AVAILABILITY
SCENARIOS
SITUATIONS
ROLE
GOAL
DECISION OPTIONS
Rainy Dry
Negotiation of water permits
Producer
Catch water tokens
to keep farms
producing
How much water to take
How much water to negotiate
Watershed management
plan
To leave water for tailenders or not
To build and fulfill agreements or not
Intense drought
Representative of
water district
Distributing water
among producers
Permit limits assigned per player
Distribute water equitably or not
Table 1 Player roles, goals, and decision options along five rounds. 161 Fonseca-Cepeda et al. International Journal of the Commons DOI: 10.5334/ijc.1167 RESULTS
SUPPLY, DEMAND, AND SCARCITY INDEX:
RESOURCE UNITS AND RESOURCE SYSTEM
(RU, RS) As to water demand on an annual scale, the total
demand is equivalent to 103.14 Mm3. The scarcity index
for the Aracataca River basin is moderate for normal years
(11%), high for dry years (64%) and low in wet years (5%)
(Domínguez et al., 2008; IDEAM, 2015) (Table 2). As seen in the map (Figure 3), the highest water supply
values (more than 900 mm) are found above 100 m.a.s.l. in normal (A) and wet (B) scenarios, while the lowest water
supply production is recorded below that altitude in both
conditions, exactly where the oil palm landscape is located. This finding indicates that in the upper basin, precipitation
is greater than the actual evapotranspiration, and there
is always surface water in this part of the basin, while in
the lower basin, the precipitation does not exceed the ETa
at the annual scale, and thus, the supply is provided only
by the water that runs off the SNSM. In wet conditions (B),
water supply values are the highest, reaching more than
1800 mm in the upper basin and never acquiring a value
of 0 mm in the lower basin. In dry conditions (C), however,
water supply in the whole basin area is below 900 mm,
mostly with a value of 0 mm. This indicates that in dry years,
precipitation does not exceed actual evapotranspiration in
any part of the basin, and the supply values do not exceed
400 mm in the upper basin. CHARACTERIZATION OF THE SOCIOECOLOGICAL
SYSTEM AND INSTITUTIONAL ARRANGEMENTS We characterized the basin as a social-ecological system
following Ostrom’s SESs framework using the results from
the semi-structured interviews. Then, for the governance
subsystems and interactions, we focused on the lower
basin, given its relevance in the appropriation-provision
problem among palm oil producers and fishermen. Social, economic, and political context (S) Water management is framed within a historical and
political context that defines the forms of water use. First,
governments at the departmental and municipal levels
have promoted the development of the agricultural and
industrial sectors without implementing specific strategies
that regulate agricultural expansion as a function of water
supply. In addition, economic strategies do not align with Figure 3 Spatially distributed annual water supply for normal (A), wet (B) and dry (C) conditions. Figure 3 Spatially distributed annual water supply for normal (A), wet (B) and dry (C) conditions. Fonseca-Cepeda et al. International Journal of the Commons DOI: 10.5334/ijc.1167 162 Average supply (Mm3)
Normal
992.18
Dry
161.38
Wet
2047.66
Demand (Mm3)
Domestic
2.26
Industrial
0.46
Livestock
0.58
Agricultural
99.84
TOTAL
103.14
Scarcity index
Normal
11%
Dry
64%
Wet
5%
Table 2 Summary of the hydrological analysis. Average supply (Mm3)
Normal
992.18
Dry
161.38
Wet
2047.66
Demand (Mm3)
Domestic
2.26
Industrial
0.46
Livestock
0.58
Agricultural
99.84
TOTAL
103.14
Scarcity index
Normal
11%
Dry
64%
Wet
5%
Table 2 Summary of the hydrological analysis. “The water problem has meant food security
problems for the floating population as, due to lack
of fresh water, fish have left, and people have to go
further to fish”. Municipal representative, August 28,
2019. “The water problem has meant food security
problems for the floating population as, due to lack
of fresh water, fish have left, and people have to go
further to fish”. Municipal representative, August 28,
2019. Thus, the extraction of water by the oil palm guild reduces
water availability for the population of Trojas de Cataca,
carrying with it changes in fishing resources. Actors (A) Actors involved in the Aracataca River basin are very
diverse. Water access differences arise from infrastructures
for water access, location and/or asymmetries in decision-
making power. First, while palm oil producers have a
consolidated irrigation infrastructure, fishermen do not
have an aqueduct or sewage system. On the other hand,
those actors located upper in the system access water first
and in greater quantities than do those located in the lower
part of the basin, which have the most negative impacts
on fishermen, the tailenders in this water vertical system. Table 2 Summary of the hydrological analysis. planning instruments and protection figures that regulate
the use of land, water, and biodiversity, such as the
declaration of the CGSM as an Exclusive Reserve Zone for the
artisanal extraction of fishery resources, or the watershed
management plan (Decreto 1640 de 2012; Decreto 2811
de 1974). Additionally, the historical armed conflict in the
region has been related to the establishment of illicit crops
and drug trafficking routes in the SNSM foothills and the
incursion of paramilitarism in the CGSM, which has led to
distrust among actors and erosion of the social capital. Nevertheless, the most critical difference between
actors is the asymmetry in decision-making power with
large palm oil producers having much more power than
small producers and fishermen of Trojas de Cataca. In
the case of small palm oil producers, for instance, this is
mainly because the board of directors of the water user
association usually make decisions that benefit large
producers. Here it is worth noting that the members of this
board are appointed based on the favors related to the
distribution of water and not on voting, thereby reducing
the participation of some producers. Similarly, fishermen
are disadvantaged compared to palm oil producers in the
collective processes of construction and transformation
of institutional arrangements because as there are not
effective spaces for dialog and negotiation. Ensuring spaces for dialog and participation in decision-
making regarding water management are important
challenges in the basin. Different local initiatives have
emerged since the 1980s to establish communication
bridges based on the management of natural resources, for
example, ProSierra, Fondo del Agua or ProCiénaga. However,
the lack of continuity and guarantees of participating in those
spaces prevent the consolidation of collective processes that
consolidate a joint strategy for water governance. Governance system (GS) The regional environmental authority grants catchment
permits to users’ associations, such as irrigation districts
(Ley 41 de 1993). These permits determine the volume
of water granted and a fee that must be paid for water
used. The districts must distribute the granted amount
of water to the affiliated producers. The amount of water
each producer receives depends on the cultivated area. In
the lower basin, for oil palm crops, the irrigation district is
managed by a water user association. Irrigation districts
are public entities administered under a private system
of user associations (Decreto 1881 de 1994), in this case,
palm oil producers. Distribution is conducted in shifts,
where producers who have paid their fees are prioritized
(Resolución 498 de 1997). The interviewees identified a clear relationship between
water extraction of the Aracataca River and the dynamics
of the CGSM. This relationship is revealed in the reduction
in freshwater volume that reaches the wetland complex,
mainly attributed to the infrastructure of the irrigation
district. The lack of fresh water affects fish populations and
the resource availability for floating communities. “Water does not reach the Ciénaga, and for that
reason, you can no longer see the fish migration. Only
on weekends does the floodgate [of the irrigation
district] open, and that is when a little water is
released”. Palm plantation technician in Aracataca,
September 18, 2019. Fonseca-Cepeda et al. International Journal of the Commons DOI: 10.5334/ijc.1167 163 Water is managed under a primarily public scheme,
which eventually acquires private characteristics for both
individuals and groups. That is, water is a CPR with conditions
of high rivalry and low exclusion, whose formal access is
not open but regulated by the state as a public entity that
temporarily grants private use rights to individuals or user
associations. Any water uses in excess or not granted by
the environmental authority is considered illicit. the riverbed and guaranteeing the collective rights of the
population of Trojas de Cataca. The popular movement is
considered an expression of constructing and modifying
institutional arrangements, aimed at creating spaces for
dialog, transforming conflicts, encouraging participation
of different actors in decision-making, and developing
monitoring and sanctioning strategies. “If it weren’t for this type of measure, nothing would
happen. None of the measures of the regional
environmental authority work. What works is now
the follow-up that will be done for the popular
movement from the national oversight entities. Governance system (GS) There has never been a judicial action of this type,
and we may end up serving as a reference for the
other watersheds that also deliver water to Ciénaga
and find themselves in similar situations. There has
never been, at least in the Department of Magdalena,
a measure of protection of collective rights with
respect to ecosystems in the framework of a popular
movement”. Municipal representative, August 28,
2019. However, this regulation for the appropriation of water
designed at the constitutional level is misaligned with
what occurs at the collective and operational levels where
informal and illegal institutional arrangements dominate
water access. Such arrangements are characterized by
extraction of greater water volumes than needed for
cultivated areas, no-payment of tariffs, construction of
infrastructure independent of the irrigation district and
lack of monitoring and sanction. Furthermore, money
transactions and favors in exchange for water outside the
concessions granted are common. Thus, formal and informal governance systems overlap
as illegal practices have been normalized. On one hand,
formal institutions specify strategies for the appropriation
and provision of water, such as rules that sanction
individualistic behavior (Ley 1333 de 2009), that explicitly
regulate the time frame for collection (Decreto 1541 de
1978) as well as the amount of water allowed (Acuerdo 193
de 2009; Ley 41 de 1993; Resolución 498 de 1997). On the
other hand, in the field illegal practices have consolidated
as the institutional arrangements for water management. This has resulted in the inequitable distribution of water,
conflicts between small and large producers, erosion of
trust and a shortage of water in Trojas de Cataca due to
reduced flow at the mouth of the Aracataca river. However, it does not address the structural problem of the
contradictory formal and informal governance systems. Since this movement is so new and due to the robustness
of the dynamics of distrust and illegality, expectations
about tangible outcomes of the popular movement and
the potential of transforming the situation of action in the
basin are unknown. Interactions (I) Interactions are manifested as emerging conflicts between
users. In addition to the conflict among palm users and
fishers (described above), there are also conflicts among
palm producers associated with the distribution of water
between large (more than 100 hectares) and small (less
than 20 hectares) producers, which are more pronounced
during the dry seasons of the year, when there is less rainfall,
and dependence on irrigation becomes critical. Although,
based on the water user association of the irrigation district,
the criterion for water distribution is providing service to
those who pay for it, small producers still feel that water
is reserved for large producers, regardless of who pays or
does not. One emerging response to this problem has been a pro-
collective rights movement (span. acción popular) in the
community of Trojas de Cataca. In Colombia, a popular
movement is a legal mechanism that is exercised to prevent
damage or stop violations of collective rights. These rights
include the enjoyment of a healthy environment, ecological
balance, the management and rational use of natural
resources, the protection of areas of ecological importance,
and access to a service infrastructure that guarantees public
health (Ley 472 de 1998). The main purpose of the popular
movement of Trojas de Cataca is to update the regulation of
water use to guarantee a healthy environment for the floating
population and to recover freshwater input to the CGSM. It is
an initiative that appeals to the collective level but has effects
at both the operational and constitutional levels because it
involves actors and proposes actions at all three levels. “In this part of the basin, we always have water, but
you know how it works; the big fish eats the small
fish, and the big producers always have water […]. Large producers always have priority; they never run
out of water”. Small palm producer, September 17,
2019. This movement, initiated in 2018, requests public and
private entities at the local, regional, and national levels
to take certain actions aimed at stopping the threats to Fonseca-Cepeda et al. International Journal of the Commons DOI: 10.5334/ijc.1167 164 Outcomes (O) sanctioned, while those in the lower basin stated that they
ran out of water during the drought rounds. The most critical outcomes of the system are inequitable
distribution of water, illegality, lack of cooperation, and
reduced flow at the mouth of the river, with effects on the
water and ecological dynamics of the CGSM. These results
are mediated by the absence of spaces of dialog between
actors, deficiencies in monitoring and sanctions, the
exclusion of certain actors in the modification of institutional
arrangements during the processes of decision-making,
and contradictory overlapping governance systems. It is interesting to note that even when players saw that
emerging institutional arrangements did not work, no new
agreements or sanction strategies were discussed. This
could have been related to the fact that only some players
participated in the dialogue spaces and proposed strategies,
while others remained passive and condescending with
those who showed leadership. It is also interesting that
this resembles the real-basin situation where breaking the
formal rules is common and no new collective agreements
were created to regulate water access. These limitations reduce the possibility that the different
actors share their knowledge about the resource system,
the problems perceived in the basin, the points of view
about existing conflicts. This hinders the learning process
and the needed collective action to modify the structures
of the governance system that have resulted in undesirable
outcomes (Figure 4). “Being many people and all agree for the common
good, that does not happen in real life. It does not
work because there is no consciousness of water, we
believe that it is an eternal resource and that we will
always have it. There is also no honesty. There is also
no interest in collectivity”. Palm plantation technician
in Aracataca, September 17, 2019. “Being many people and all agree for the common
good, that does not happen in real life. It does not
work because there is no consciousness of water, we
believe that it is an eternal resource and that we will
always have it. There is also no honesty. There is also
no interest in collectivity”. Palm plantation technician
in Aracataca, September 17, 2019. HETEROGENEITY AND POWER ASYMMETRIES Results found for the three scenarios suggest that, regardless
of the variation in water supply, the main outcomes remain:
inequality in water distribution, decrease in flow in Trojas
de Cataca and conflicts among users. This suggests that
the water issues in the basin are more complex than the
numerical relationship between demand and supply. Thus, the governance system acquires relevance because
the decisions made by water users and other actors are
fundamental (Linton & Budds, 2014). The dynamics of
the appropriation and provision of water are critical in the
socioecological configurations of the system associated
with the distribution of water, and in particular, its flow in
the lower basin and the surroundings of the CGSM. Heterogeneity in CPR systems may take different forms and
either facilitate or hinder cooperation (Baland & Platteau,
1996; Naidu, 2005; Usón et al., 2017), creating challenges
for water governance. Although there is no consensus
on whether how some dimensions of inequality promote
collective action toward the conservation of CPRs (Baland
& Platteau, 1999), in the Aracataca River heterogeneity is
hindering cooperation. Although diversity manifests itself in many ways and
some specific configurations in certain contexts can shape
conditions for collective action (Poteete et al., 2009), it raises
the cost of negotiation in the construction of institutional
arrangements and in defining desired collective outcomes
(Bardhan & Dayton-Johnson, 2001). Groups with different
socioeconomic and cultural attributes tend to lack trust and
lack shared interpretations of reality, which contributes to
processes of agreement mediated by conflict and a lack of
collective action (Araral, 2009; Dayton-Johnson, 2000; Fujiie
et al., 2005; Varughese & Ostrom, 2001). Also, those who have
more interest in transforming the CPR problem, may have
fewer opportunities to influence decision-making processes,
given less infrastructure access and lower negotiation power,
as in the case of fishers in Trojas de Cataca. To ensure the necessary flow to maintain the ecological
functions of the CGSM and access to water in Trojas de
Cataca, it is key to solve the collective action problem and
power asymmetries in the lower basin. In addressing this
problem, the emphasis lies on institutional arrangements
at the operational and collective choice levels among
palm oil producers. From this starting point, problems of
governance systems can be addressed at higher scales,
such as cross-scale cooperation for the implementation of
the watershed management plan. RESULTS OF THE ROLE-PLAYING GAME
WORKSHOP The outcomes of the RPG workshop showed specific
responses of the actors in the lower basin to the changing
water availability (Annex 4). Regarding monitoring and sanction, although players
were aware of the actions of others and were able to
identify who breached the agreements in rounds 3 and
4, the participants never designed a sanction that would
promote compliance with the norms. During deliberation
and decision-making moments, players socialized their
individual results from each round. Public accusations
were also made about the breach of agreements and
demands were made for their compliance, again, without In rounds 3 and 4, institutional arrangements for
water appropriation emerged regarding water distribution
among participants, first dictated by the representative of
the irrigation district and then by consensus. In round 4,
a norm to guarantee water for the CGSM also emerged. Nevertheless, these three norms did not work as intended
because illegal water harvesting still occurred and was not Fi
4 I t
ti
d
t
f th SES Figure 4 Interactions and outcomes of the SES. Fonseca-Cepeda et al. International Journal of the Commons DOI: 10.5334/ijc.1167 165 The level of water scarcity perceived by water users is
largely associated with conflicts and a lack of coordination
(Meinzen-Dick, 2007; Schlüter & Pahl-Wostl, 2007). Whether
the abundance of resources (Gurung et al., 2006), moderate
levels of scarcity (Torres et al., 2016), or high scarcity of
resources leads to cooperation has been discussed (Bardhan,
2000; Ostrom, 2000). For the Aracataca River basin, despite
the three annual water supply scenarios, the inequitable
distribution of water remains, and the asymmetries of
power related to decision-making are constant, so collective
action has not been the main outcome. establishing sanctions. Agreements were established to
solve water allocation and to guarantee the provision of
the resource in the dry rounds, but they did not reach any
collective strategy to guide water management in the
basin. Concrete conflicts did not emerge, other than the
claim of downstream players about the scarcity of water at
their water uptake point. HETEROGENEITY AND POWER ASYMMETRIES Addressing the problem of collective action involves the
design of congruent appropriation and provision rules, as
well as its coherence with local conditions of the CPR, such
as spatial and temporal heterogeneity of water supply, and
with the heterogeneity of livelihood strategies among users
(Cox et al., 2010). Also, it implies the renewal of a governance
configuration that prevents the participation of less powerful
actors (e.g., small palm oil producers and fishermen)
in
modifying
operational
and
collective
institutional
arrangements (Ostrom, 1990). Material and bargaining power
asymmetries must be addressed towards a multilateral
decision-making model (Cascão, 2009). A renovation of
the monitoring system is also relevant since the regional
environmental authority has demonstrated not to be entirely
efficient. Strengthening positive feedback between trust,
reciprocity, and reputation among actors, is also essential to
achieve and maintain collective action (Ostrom, 1998). Differences between decision makers affect the joint
understanding of a situation with respect to collective
management and participation in solutions to the
problems posed for CPRs, affecting which institutional
arrangements the users choose, how they are maintained
and whether users decide to follow the agreements or not
(Bardhan & Dayton-Johnson, 2001). At the individual level,
uncertainty about the preferences of others and the degree
of dependence between actors can affect the incentives
to contribute, and at the collective level, it can affect
communication, monitoring and the reinforcement of
institutional arrangements (Schlager & Blomquist, 1996). In contrast, common characteristics suggest common
interests, which can increase the predictability of the
interactions and actions of others, increasing trust among
actors (Poteete & Ostrom, 2004). Fonseca-Cepeda et al. International Journal of the Commons DOI: 10.5334/ijc.1167 166 outcomes (Schlager & Ostrom, 1992). Actors build power
dynamics through actions at the operational level. Power
involves the perceived legitimacy of formal institutional
arrangements and the ability to define the rules in use
(Clement, 2013). Thus, some actors have more power than
others in decision-making about the distribution of benefits,
either because of their economic advantages and physical
infrastructure or because of their negotiation skills (Zeitoun
& Jägerkog, 2011). Although power asymmetries do not
necessarily determine the outcome of decision-making
processes, the general benefits of an action situation will
be available to agents with more power (Qin et al., 2019). In the context of the Aracataca River, we identified
different dimensions of heterogeneity. HETEROGENEITY AND POWER ASYMMETRIES One of them involves
the verticality implied by water flow, where the differences
in where the actors are located, i.e. the upper or lower
basin, defines their role in the appropriation and provision
of water. These differences have effects on the incentives
perceived by each actor, reciprocity, trust, reputation, and
collective action (Ostrom & Gardner, 1993). Verticality in
water flow supposes an asymmetric relationship between
actors in terms of access to water in time and quantity
(Cárdenas et al., 2015). The physical and social distance
between actors limits communication and any interactions
that might lead to building trust and transforming conflicts
(Swallow et al., 2006), representing an important challenge
in governance in the basin. Specifically, in the Aracataca
River’s lower basin, palm oil producers can access water
first and can develop water maintenance and distribution
systems, such as irrigation districts managed by water user
associations. Fishermen in Trojas de Cataca access the
water later and receive the externalities caused upstream,
affecting their well-being (Cárdenas et al., 2015). In the lower basin, the asymmetries of power consist
of not only infrastructural disadvantages, i.e., in contrast
to palm oil producers, the fishing community has no
infrastructure to collect and distribute water, but also the
loss of autonomy and marginalization of this community
when influencing the decision-making agenda. Their
limitations of individual and collective power translate
into their inability to transform rigid institutional structures
(Cascão, 2009). Although
spatial
and
technological
differences
asymmetries can encourage non cooperative behaviors and
weaken norms, rules, and strategies for collective action
(Bardhan & Dayton-Johnson, 2001), not all dimensions
of diversity have deleterious effects on cooperation. It is
important to ask which dimensions of diversity should be
transformed and which should be sought, conserved, or
reinforced to enrich the governance of water as a CPR. These
attributes and desirable functions should be identified by
the stakeholders themselves (Lebel et al., 2006). Given the power asymmetries and the various
dimensions of heterogeneity that we identified in the
Aracataca River’s lower basin, it is possible to affirm that,
just as water problems are not merely technocratic and
related to infrastructure, the social dimension of water
management not only consists of access and distribution
dilemmas. Water management directly involves political
and power issues, which are manifested both formally and
informally (Sultana, 2018; Zwarteveen & Boelens, 2014). HETEROGENEITY AND POWER ASYMMETRIES The discussion on institutional arrangements and
water governance must explicitly address issues of equity,
participation and justice for human well-being and the
maintenance of ecological processes (Perreault, 2014). The
analysis of the case study considering these elements is
particularly relevant insofar as the need to transform the
current structure of water governance has been identified
(Neal et al., 2014). Although the differences pose challenges for self-
organized water management, innovation in institutional
arrangements can contribute to navigating local conditions
of heterogeneity (Varughese & Ostrom, 2001). Attributes of
the group of actors may be less important in the success
of collective water management, while the ability to
adapt and learn, to redesign institutional arrangements,
to establish dialog and negotiation processes, and to
ensure autonomy in the redistribution of costs and benefits
become more relevant. Even heterogeneous social groups
may be able to devise institutional arrangements that
allow them to identify shared issues for collective action
(Poteete & Ostrom, 2004; Varughese & Ostrom, 2001). Equity is related to how benefits and burdens associated
with water use are distributed (Perreault, 2014), as well
as rights to participate in decision making processes
(Zwarteveen & Boelens, 2014). Participation is relevant
since there are actors excluded from the possibility of
getting involved in the development of autonomous water
management mechanisms, i.e., their own infrastructure and
their own rules in use. Fishermen and small producers are not
participants in decision-making to distribute benefits. As long
as all the actors can participate in the design of strategies for
the distribution of water, fair situations will be created in the
management of the resource (Neal et al., 2014). Another observed dimension of heterogeneity involves
the asymmetries of power in decision-making regarding
water management and participation in the construction
and transformation of institutional arrangements. This
asymmetry of power, particularly evident in the lower
basin among the most disadvantaged, i.e., fishermen of
Trojas de Cataca and the small palm oil producers, affects
participants’ incentives, actions and, therefore, the system Justice has to do with how disadvantaged actors
experience and point out unfair situations regarding Fonseca-Cepeda et al. International Journal of the Commons DOI: 10.5334/ijc.1167 167 methodology allows the experimentation of different
institutional configurations, functioning as a platform for
the design and testing of strategies, norms, and rules of
provision and appropriation. 1
According to the Political Constitution of Colombia of 1991,
departments are geographical and political-administrative units
with autonomy for economic and social development within its
territory. They mediate between the Nation and the Municipalities. CONCLUSIONS The three annual conditions demonstrated the variation of
supply in the basin, with low, moderate, and high indices, in
which supply is always exceeded by demand (the index is
never equal to 0). Despite the variety of scenarios, collective
action has not turned out to be the main outcome of
the SES. This indicates that the configuration of the
governance system outweighs the availability of the CPR
in the construction of collective action. For future research,
the calculation of the supply on a monthly scale, as well
as the interactions between users, could provide greater
resolution to the analysis. HETEROGENEITY AND POWER ASYMMETRIES However, the construction
and maintenance of institutional arrangements implies
long processes of consultation, building trust to attend
the sessions, continuity of spaces for dialogue, the
integration of different decision makers and, above all,
being immersed in a long-term process at the basin scale
that implies specific commitments of users, associations,
and government entities. The scope of a RPG workshop
is limited when addressing power asymmetries and the
strengthening of trust, reciprocity, and reputation feedback. Therefore, it is only a tool that can accompany deeper
strategies to manage changes in the political dimension of
water management. water management (Boelens, 2009). This arises when a
group feels that others are not contributing their share to
the maintenance of water and the infrastructure for its
allocation, or are taking more than their fair share from
the CPR (Patrick, 2014). In the lower basin, given the power
asymmetry, injustice is manifested in the absence of
recognition of the right to access water for all actors, and
of the claims and needs of the most disadvantaged. A fair
system would consist of guaranteeing the means to address
the social dilemma implied by the distribution of water
and the right to make decisions, facing different scenarios
of water availability in the basin, as we have shown. The
perception of fairness is also a powerful predictor of trust
(Neal et al., 2014), related to cooperation (Ostrom, 1998). Thus,
water
governance
must
include
equity,
participation, and justice as institutional configurations to
promote collective action. It is important that all actors
across scales are included, so that those with less power are
included in the processes of water allocation and decision-
making to solve the social dilemma (Sultana, 2018). CONSIDERATIONS REGARDING THE METHOD Our mixed-method approach made it possible to characterize
the Aracataca River as a SES based on interactions and
outcomes, emphasizing the institutional arrangements
within the lower basin. While the hydrological analysis
allows us to explore the conditions of the water system, the
interviews were useful to identify the actors and conflicts
within the basin. The RPG, on the other hand, helped us to get
information on the dynamics and patterns that emerge when
different resource system and governance configurations are
recombined (Bousquet et al., 2002). Because RPG offer new
options for obtaining information through the observation of
body language, attitudes, and direct actions of the players
during a session (Barnaud et al., 2007), it was possible to
identify institutional arrangements and interactions among
users that would not have been made explicit through other
methodologies (Voinov et al., 2018). The structure of the governance system in the Aracataca
River basin is largely defined by conflict, illegality and the
lack of effective monitoring and sanction mechanisms,
conditioning an institutional configuration that contributes
to the water problem in the study area. This assumes
that individuals have little incentive to cooperate and
perceive little legitimacy from control entities and formal
institutional arrangements affecting disproportionally the
fishermen, who are not just the actors in the tail of the
system but also those with lower opportunities to modify
its structural conditions. During the debriefing (Lederman, 1992) it was possible
to identify specific issues within the basin that were most
important to actors, for example, the need for technical
information related to the supply of water, the illegality
in water collection, the lack of a collective strategies, the
inequality in water distribution, the ineffectiveness of
monitoring and sanctioning processes, and the difficulty
of reaching a consensus. Thus, the RPG workshop offered
learning opportunities for both researchers and players
(Camargo et al., 2007; Rodela et al., 2019). The RPG workshop is a tool that can facilitate long-
term process for the design institutional arrangements in
the lower basin, but it requires being part of a process of
structural change in power asymmetries. ACKNOWLEDGEMENT Álvarez, M., Posada, J. F., Mosquera, M., García, T., & Ardila, G. (2007). Eficiencia en el uso del agua en una plantación de
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the spaces for the role-playing game, the actors interviewed
for their willingness and all the people who participated in
the pilot studies for their contributions to the calibration
of the methodology. We also thank the OPAL project for
financial support for the development of this work, and
Pontificia Universidad Javeriana for funding the publication
of the article. We want to pay tribute to our colleague
Efraín Domínguez-Calle, who passed away during the
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de Adecuación de Tierras ejecutados por el Incoder. Instituto
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https://doi.org/10.5334/ijc.1167.s2 • Annex 3. Variables for the collection and analysis
of information derived from the role-playing game
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orcid.org/0000-0001-7614-0569
Pontificia Universidad Javeriana, CO
Daniel Castillo-Brieva
orcid.org/0000-0001-9251-6124
Pontificia Universidad Javeriana, CO
Luis Baquero-Bernal
orcid.org/0000-0003-1062-9235
Pontificia Universidad Javeriana, CO
Luz Angela Rodríguez
orcid.org/0000-0002-6583-6197
Pontificia Universidad Javeriana, CO
Eliane Steiner
orcid.org/0000-0002-2845-8289
Swiss Federal Institute of Technology (ETH), CH
John Garcia-Ulloa
Swiss Federal Institute of Technology (ETH), CH Valentina Fonseca-Cepeda
orcid.org/0000-0001-7614-0569
Pontificia Universidad Javeriana, CO
Daniel Castillo-Brieva
orcid.org/0000-0001-9251-6124
Pontificia Universidad Javeriana, CO
Luis Baquero-Bernal
orcid.org/0000-0003-1062-9235
Pontificia Universidad Javeriana, CO
Luz Angela Rodríguez
orcid.org/0000-0002-6583-6197
Pontificia Universidad Javeriana, CO
Eliane Steiner
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Swiss Federal Institute of Technology (ETH), CH
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and struggling for water justice: some conceptual building
blocks for research and action. Water International, 39(2),
143–158. John Garcia-Ulloa DOI: https://doi.org/10.1080/02508060.2014.891168 TO CITE THIS ARTICLE:
Fonseca-Cepeda, V., Castillo-Brieva, D., Baquero-Bernal, L., Rodríguez, L. A., Steiner, E., & Garcia-Ulloa, J. (2022). Magical Realism for Water
Governance Under Power Asymmetries in the Aracataca River Basin, Colombia. International Journal of the Commons, 16(1), pp. 155–172. DOI: https://doi.org/10.5334/ijc.1167 Submitted: 17 November 2021 Accepted: 01 May 2022 Published: 27 June 2022 COPYRIGHT: © 2022 The Author(s). This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International
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Contribution of 15N-labelled leaf litter to N turnover, nitrous oxide emissions and N sequestration in a beech forest during eleven years
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Plant and soil
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Plant Soil (2013) 362:67–77
DOI 10.1007/s11104-012-1245-0 Plant Soil (2013) 362:67–77
DOI 10.1007/s11104-012-1245-0 REGULAR ARTICLE Abstract production (0.02 %). Between 0.3 % (eleventh year)
and 0.6 % (second year) of total annual N2O emissions
were attributed to beech leaf litter of a single year. Conclusions Most of the annual N2O emissions
(1.33–1.54 kg N ha−1 yr−1) were probably derived
from older soil N pools. Aims Decomposition of leaf litterfall plays a major
role for nitrogen (N) dynamics in soils. However, little
is known as to which extent beech leaf litter contrib-
utes to N turnover and nitrous oxide (N2O) emissions
within one decade after litterfall. g
y
Conclusions Most of the annual N2O emissions
(1.33–1.54 kg N ha−1 yr−1) were probably derived
from older soil N pools. Methods In 1997, we exchanged recently fallen leaf
litter by 15N-labelled litter in a beech stand (Fagus
sylvatica) at the Solling, Germany. Measurements were
conducted 2–3 and 10–11 years after litter exchange. Results Two years after litter exchange, 92 % of added
15N was recovered in the surface 10 cm of the soil. The labelled N was primarily found in the upper part
of the F layer of the moder type humus. Eleven years
after litter exchange, 73 % of the added 15N was lost
and the remaining 27 % was mainly recovered in the
lower part of the F layer indicating N sequestration. The remaining leaf litter N was subject to measurable
N mineralisation (2–3 % of litter N) and N2O Methods In 1997, we exchanged recently fallen leaf
litter by 15N-labelled litter in a beech stand (Fagus
sylvatica) at the Solling, Germany. Measurements were
conducted 2–3 and 10–11 years after litter exchange. Keywords Nitrous oxide . Beech leaf litter. 15N isotope technique . N mineralisation . Litter N dynamics Keywords Nitrous oxide . Beech leaf litter. 15N isotope technique . N mineralisation . Litter N dynamics Results Two years after litter exchange, 92 % of added
15N was recovered in the surface 10 cm of the soil. The labelled N was primarily found in the upper part
of the F layer of the moder type humus. Eleven years
after litter exchange, 73 % of the added 15N was lost
and the remaining 27 % was mainly recovered in the
lower part of the F layer indicating N sequestration. The remaining leaf litter N was subject to measurable
N mineralisation (2–3 % of litter N) and N2O Contribution of 15N-labelled leaf litter to N turnover, nitrous
oxide emissions and N sequestration in a beech forest
during eleven years Nadine Eickenscheidt & Rainer Brumme Received: 24 January 2012 /Accepted: 30 March 2012 /Published online: 8 May 2012
# The Author(s) 2012. This article is published with open access at Springerlink.com production (0.02 %). Between 0.3 % (eleventh year)
and 0.6 % (second year) of total annual N2O emissions
were attributed to beech leaf litter of a single year. Introduction Weathering of geological parent material contributes
very marginally to mineral nitrogen (N) content of soils
(Berg and Matzner 1997; Parton et al. 2007). Thus,
decomposition of litter and mineralisation inhere partic-
ular importance for N availability in forest ecosystems
(Parton et al. 2007). Decomposition has been described
as a three-stage process: (i) the early stage, (ii) the late
stage, and (iii) the humus-near stage, latter is character-
ised by a decomposition rate close to zero (Berg and
McClaugherty 2003; Berg and Matzner 1997). Responsible Editor: Per Ambus. Responsible Editor: Per Ambus. N. Eickenscheidt: R. Brumme
Soil Science of Tropical and Subtropical Ecosystems,
Buesgen Institute, University of Goettingen,
Buesgenweg 2,
37077 Goettingen, Germany During the early stage, initial litter N concentrations
primarily drive net N release from litter (Parton et al. 2007). A rapid mass loss of native litter N but a
simultaneous net increase in N and lignin contents of
the decaying litter during the early stage was generally
reported (Berg and McClaugherty 2003; Laganière et
al. 2010; Melillo et al. 1982; Zeller et al. 2000). Fahey N. Eickenscheidt (*)
Institute of Forest Ecology and Forest Inventory,
Johann Heinrich von Thuenen Institute,
Alfred-Moeller-Strasse 1,
16225 Eberswalde, Germany
e-mail: nadine.eickenscheidt@vti.bund.de Plant Soil (2013) 362:67–77 68 oxide is a potent greenhouse gas and contributes to the
catalytic decomposition of stratospheric ozone (Crutzen
1979; IPCC 2007). High emissions of N2O have been
reported from European beech forest soils, which have
been exposed to chronic high N depositions (Brumme
and Beese 1992; Papen and Butterbach-Bahl 1999;
Zechmeister-Boltenstern et al. 2002). However, one of
our previous studies revealed that despite the high N2O
emissions of 2.6 kg N ha−1 yr−1 from an acid beech
forest soil in Germany, only 6 % of the total emissions
were derived from N depositions of the recent year
whereas the remaining part was derived from the soil
N pool (Eickenscheidt et al. 2011). Therefore the ques-
tion arises as to what extent the turnover of leaf litter N
contributes to N2O emissions. et al. (2011) observed a continuous decrease in native
litter 15N of 20–30 % in the first year after an addition
of 15N-labelled litter to a sugar maple stand. The loss,
however, was balanced by a large N incorporation from
external sources into the litter that resulted in an increase
in N contents of 26–32 %. Introduction External N incorporation
balanced N loss over a 2-years period in three European
beech forest soils and net release of N was measured in
the third year (Zeller et al. 2000; Zeller et al. 2001). Translocation of N from the soil to the decaying litter by
fungi accounted for 25–35 % of the exogenous N,
whereas atmospheric N deposition accounted for 30–
50 % in a French beech forest (Zeller et al. 2000). (
)
In the late stage of decomposition, condensation of
degradation products combined with import of
nutrients produces recalcitrant humic compounds,
which accumulate (Berg and McClaugherty 2003). Berg and Matzner (1997) reported a rate-retarding
effect of high initial litter N and soil N concentrations
during the late stage of decomposition, which was
ascribed to (i) the suppressing effect of N on the
formation of ligninase in white-rot fungi, and (ii)
condensation reactions in which lignin incorporates
N, resulting in stable chemical structures. In forest
ecosystems exposed to chronic high N depositions,
leaching of organic N from the decaying litter but
simultaneously reduced fungal N transport, due to
sufficient supply of external N by depositions, may
further promote N sequestration in soil organic matter
(SOM; Fahey et al. 2011). In highly N enriched acid
forest soils, absence of earthworms and bioturbation,
which are key factors for decomposition, additionally
reduce N loss (e.g. Schaefer et al. 2009). An increase
in organic layer and soil N has indeed been reported
from forests exposed to chronic high N and acid
depositions (e.g. Meiwes et al. 2009). Turnover of litter N is mostly studied through mass
loss observations (e.g. Berg and McClaugherty 2003)
and only few studies have used stable isotope tracers
(e.g. Fahey et al. 2011; Zeller and Dambrine 2011),
where the emphasis has been on the early-stage of
decomposition. Long-term 15N tracer studies are re-
quired to improve our present knowledge about the
processes of litter N dynamics and potential long-term
N sequestration in the soil. The objective of our study was to assess the contri-
bution of beech leaf litter N to N mineralisation, N2O
emissions, and N sequestration in the soil 2–3 years
and 10–11 years after litterfall application. We con-
ducted a 15N isotope litter exchange experiment in a
beech stand exposed to chronic high N depositions at
the Solling, Germany. Study area Beech leaf litter is generally rich in N, water soluble
compounds, tannin, and lignin (e.g. Berg and
McClaugherty 2003; Lorenz et al. 2004; Melillo et al. 1982) and European beech forests have often been
exposed to chronic high N and acid depositions. Thus,
rapid decomposition in the early stage but slow decom-
position in the late stage and temporary N sequestration
may be expected (Berg and McClaugherty 2003). The study was conducted in a 160-yr-old beech stand
(Fagus sylvatica) at the Solling in Central Germany
(51° 46′ N, 9° 34′ E, 500 ma.s.l., mean temperature:
6.97 °C, annual precipitation: 1193 mm, stand depo-
sition: 20 kg N ha−1 yr−1). The soil type is a Dystric
Cambisol (pHH2O≤3.6; silty loam), which derived
from Triassic sandstone covered by loess. The surface
organic layer is a typical moder consisting of an L
(litter) layer, F (fermentation) layer, and H (humus)
layer with a thickness of 1–2 cm, 4–5 cm, and 2 cm,
respectively. The organic layer in total stores 2790 gC
m−2 and 129 gN m−2 (Table 1). Leaf litter production Mineral N, which is released from the decaying
litter, may be utilised by micro-organisms for nitrifi-
cation and denitrification processes during which ni-
trous oxide (N2O) may be produced either as a by-
product or intermediate (Davidson et al. 2000). Nitrous Plant Soil (2013) 362:67–77 69 2008 using the closed chamber method (chamber vol.:
5.4 L). Three N2O gas samples were collected in
evacuated glass flasks (100 mL) at three regular time
intervals following chamber closure (36 min at most)
using a portable gas sampler equipped with a pressure
sensor (Loftfield et al. 1997). Analysis was done with
a gas chromatograph equipped with an EC detector
(GC 14A, Shimadzu, Duisburg, Germany). Samples
for 15N-N2O measurements were removed at 0.5 and
36 min (1999–2000) and at 0.5 and 20 min (2007–08)
and were stored in evacuated 100 mL glass bottles. An
isotope ratio mass spectrometer coupled with a precon-
centration unit was used for 15N analysis (PreCon-GC-
IRMS, Thermo Finnigan MAT, Bremen, Germany). Isotope abundances were expressed as absolute propor-
tion [atom%]. We used the Keeling plot approach to
calculate the 15N-N2O abundance of the N2O emitted
from the soil (Tilsner et al. 2003), which was described
in detail in Eickenscheidt et al. (2011). Experimental design In December 1997, six chamber bases (area:
0.0559 m2) were installed. The bases were inserted
into the organic layer. We removed the freshly fallen
beech leaf litter of the recent year and replaced it by
17 g 15N-labelled beech leaf litter (0.71±0.01 %N;
3.57±0.07 atom% 15N), which corresponded to the
average annual leaf litter production. The N content
of the replaced litter was lower than of the nativ leaf
litter, which was 1.2 %N in 1997, since the 15N-
labelled litter was derived from beech trees that were
grown in a greenhouse and irrigated by a 15N solution. Three of the chamber bases were only used for soil
sampling in 1999 and the other three bases were used
for N2O and 15N-N2O gas flux measurements in 1999
and 2008 as well as for soil sampling in 2008. Three
additional chamber bases, which contained the native
unlabelled litter fall (no exchange), were installed as
control chambers for 15N-N2O flux measurements. Control soil samples for natural 15N abundances were
taken randomly at the study site where no litter ex-
change was conducted. Study area amounted to 277±25 gm−2 yr−1 (standard deviation
sd) from 1991 to 2003 with an average N content of
1.24±0.16 % (sd), which corresponded to 3.4±0.4 gN
m−2 yr−1 (sd; Khanna et al. 2009). The N content of
live foliage was 2.46±0.11 % (sd) from 1995 to 2002
and thus, withdrawal of N of live foliage during leaf
senescence amounted to 51 % (Khanna et al. 2009). A
detailed site description can be found in Brumme
and Khanna (2009) and in Eickenscheidt et al. (2011). Soil sampling and in situ incubation After gas flux measurements, soil sampling and an in-
situ incubation of the soil was conducted within the
chamber bases to determine net rates of ammonifica-
tion, nitrification, and 15Nexcess ammonification in
summer 2008. For each chamber, two soil samples of
the surface 10 cm of the soil were taken with a stain-
less steel core (diameter: 5.5 cm). The sample included
the surface organic layer and the surface mineral soil
(Table 1). Soil from one core was removed and divid-
ed into 2 cm sections, of which soil extracts for mineral
N (Nmin0NH4
+-N+NO3
−-N) and 15Nmin analyses were
prepared within few hours (t0 sample). The other soil
core (t1 sample) was put into a PE bag and was returned
into the hole for undisturbed in situ incubation, which
lasted 16 days. During the incubation, the mean temper-
ature in 10 cm soil depth, which was logged every 2 h,
was 15.1±1.2 °C (standard deviation). After the Calculation of the 15N recovery and of the mean
residence time Calculation of the 15N recovery and of the mean
residence time Calculation of the 15N recovery and of the mean
residence time The recovery of the 15N label of the exchanged leaf litter
in N2O, Nt, and net ammonification were calculated
using 15Nexcess values. For calculations of 15Nexcess val-
ues, natural 15N abundances of unlabelled samples (N2O:
Fig. 4; Nt: Table 1; NH4
+: 0.3641 atom% (organic layer),
0.3666 atom% (0–5 cm mineral soil)) were subtracted
from total 15N abundances obtained from chambers with
15N-labelled leaf litter exchange. On average 69.8 mg
15Nexcess m−2 were applied by the leaf litter exchange in
1997 (the natural abundance of the native leaf litter was
0.365 atom% 15N in 1997). For recovery assessments the
ratio of 15Nexcess masses of N2O, Nt, and net ammonifi-
cation, respectively, to masses of applied 15Nexcess by
litter exchange were calculated. b) 11 years after litter exchange b) 11 years after litter exchange b) 11 years after litter exchange 0
5 10 15 20 25 30 35 40 45 50 55 60 65
0–2
2–4
4–6
6–8
8–10
Soil depth [cm]
a
c
b
bc
ac 0
5 10 15 20 25 30 35 40 45 50 55 60 65
0–2
2–4
4–6
6–8
8–10
Soil depth [cm]
a
c
b
bc
ac
0
3
15
7 The mean residence time (MRT) of N (and C) in the
surface organic layer (0–8 cm) was assessed using the
measured mass of N (C) in the surface organic layer
divided by the mass of N (C) of the annual aboveground
total litterfall (6.8 gN m−2 yr−1 and 258 gC m−2 yr−1;
Khanna et al. 2009). N2O and 15N-N2O flux measurements Analyses of
15N abundance (in Nt and NH4
+) were conducted with a
Delta C plus IRMS (Finnigan MAT, Bremen, Germany). N2O and 15N-N2O flux measurements We measured N2O and 15N-N2O fluxes from January
1999 to December 2000 and from May 2007 to July Table 1 Characteristics of the surface organic layer and upper 2 cm of the Ah horizon of the beech forest at Solling, Germany
Horizon
Depth [cm]
C [%]
Nt [%]
C [g m−2]
Nt [g m−2]
C/N ratio
15N-Nt [atom%]
L
0–2
46.9±0.2
1.67±0.04
379±25
13.9±1.0
27.2
0.3658±0.0000
F
2–6
45.3±0.6
2.01±0.04
848±79
38.4±4.2
22.1
0.3656±0.0000
H
6–8
25.5±4.1
1.24±0.19
1563±195
77.1±10.6
20.3
0.3660±0.0000
Ah
8–10
9.1±1.7
0.47±0.08
1229±138
63.7±5.9
19.3
0.3669±0.0001 Plant Soil (2013) 362:67–77 70 incubation, soil cores were subject to the same treatment
as the t0 samples. Mineral N extracts were obtained after
shaking 30 g fresh mineral soil with 100 mL 0.5 M
K2SO4 solution or 15 g of the organic layer with 50 mL
K2SO4 solution. We analysed Nmin by using continuous
flow injection colorimetry (Cenco/Skalar Instruments,
Breda, The Netherlands). A modified diffusion method
(Corre et al. 2003; Stark and Hart 1996) was applied for
the determination of 15N in the extracted NH4
+ and
nitrate (NO3
−). However, net 15Nexcess nitrification rates
were not available due to failure of the isotope ratio mass
spectrometer. In addition, total carbon (C) and nitrogen
(Nt) contents (CNS Elemental Analyzer, Heraeus Ele-
mentar Vario EL, Hanau, Germany) and 15N abundance
in Nt were determined in 1999 and 2008. Analyses of
15N abundance (in Nt and NH4
+) were conducted with a
Delta C plus IRMS (Finnigan MAT, Bremen, Germany). incubation, soil cores were subject to the same treatment
as the t0 samples. Mineral N extracts were obtained after
shaking 30 g fresh mineral soil with 100 mL 0.5 M
K2SO4 solution or 15 g of the organic layer with 50 mL
K2SO4 solution. We analysed Nmin by using continuous
flow injection colorimetry (Cenco/Skalar Instruments,
Breda, The Netherlands). A modified diffusion method
(Corre et al. 2003; Stark and Hart 1996) was applied for
the determination of 15N in the extracted NH4
+ and
nitrate (NO3
−). However, net 15Nexcess nitrification rates
were not available due to failure of the isotope ratio mass
spectrometer. In addition, total carbon (C) and nitrogen
(Nt) contents (CNS Elemental Analyzer, Heraeus Ele-
mentar Vario EL, Hanau, Germany) and 15N abundance
in Nt were determined in 1999 and 2008. Recovery and movement of 15N in the soil Recovery and movement of 15N in the soil Two years after 15N-labelled beech litter addition,
92 % of the 15N was recovered in the surface 10 cm
of the soil, most of which (80 % of the total recovery)
was found in the upper part of the F layer of the
surface organic layer at 2–4 cm soil depth (Fig. 1a). Eleven years after the addition, 27 % of the 15N label
was recovered with the highest recovery (15 % of the
total recovery) in 4–6 cm soil depth, the lower part of
the F layer (Fig. 1b). The changes of 15N-Nt-excess
contents in the soil profile from 1999 to 2008, with a a) 2 years after litter exchange Nt [mg 15Nexcess m−2]
Rec. [%]
a) 2 years after litter exchange 0
5 10 15 20 25 30 35 40 45 50 55 60 65
0–2
2–4
4–6
6–8
8–10
Soil depth [cm]
a
c
b
bc
ac
0
3
15
7
1
b) 11 years after litter exchange
0
5 10 15 20 25 30 35 40 45 50 55 60 65
0–2
2–4
4–6
6–8
8–10
Soil depth [cm]
Nt [mg 15Nexcess m−2]
Rec. [%]
a
ac
a
b
c
5
3
4
80
1
a) 2 years after litter exchange
Fig. 1 Distribution of soil 15N in the surface 10 cm of the soil b) 11 years after litter exchange
0
5 10 15 20 25 30 35 40 45 50 55 60 65
0–2
2–4
4–6
6–8
8–10
Soil depth [cm]
Nt [mg 15Nexcess m−2]
a
ac
a
b
c
a) 2 years after litter exchange Statistical analyses Fig. 1 Distribution of soil 15N in the surface 10 cm of the soil
2 years (a) and 11 years (b) after 15N-labelled litter exchange in
the beech stand. Among soil depths, means (± SE; n03) fol-
lowed by the same letter were not significantly different
(ANOVA, Tukey HSD-test at P≤0.05). On the right hand side,
the recovery (Rec.) of the 15N-labelled litter in soil Nt is given
for each layer Fig. 1 Distribution of soil 15N in the surface 10 cm of the soil
2 years (a) and 11 years (b) after 15N-labelled litter exchange in
the beech stand. Among soil depths, means (± SE; n03) fol-
lowed by the same letter were not significantly different
(ANOVA, Tukey HSD-test at P≤0.05). On the right hand side,
the recovery (Rec.) of the 15N-labelled litter in soil Nt is given
for each layer Statistical analyses were conducted using R 2.12.0 (R
Development Core Team 2010). We applied linear mixed
effects models on time series data (Eickenscheidt et al. 2011). Results were given as mean±1 standard error and
effects were considered significant where P≤0.05. 71 Plant Soil (2013) 362:67–77 -5
0
5
10
15
20
25
0–2
2–4
4–6
6–8
8–10
Soil depth [cm]
[mg N m−2 d−1]
Ammonification
Nitrification
a
a
ab
b
a
a)
-1
0
1
2
3
4
5
0–2
2–4
4–6
6–8
8–10
Soil depth [cm]
15N ammonification [µg 15Nexcess m−2 d−1]
Rec. [% d−1]
0.0004
0.0005
0.0029
0.0047
0.0000
b)
a
ab
ab
b
a
Fig. 2 Net ammonification and nitrification rates (a) and net
15N ammonification rates (b) of the surface 10 cm of the soil in
the beech stand. On the right hand side of Fig. 2b, the daily
recovery (Rec.) of the 15N-labelled litter in net ammonification
is given for each soil layer. The undisturbed in situ incubation
lasted 16 days and was conducted within the chamber bases of
the litter exchange experiment in summer 2008. Among soil
depths, means (±SE; n03) followed by the same letter were not
significantly different (ANOVA, Tukey HSD-test at P≤0.05). Statistical analyses Letters in figure a) belong to net ammonification rates and no
significant differences occurred among net nitrification rates in
diff
il d
h
N
15N
i ifi
i -5
0
5
10
15
20
25
0–2
2–4
4–6
6–8
8–10
Soil depth [cm]
[mg N m−2 d−1]
Ammonification
Nitrification
a
a
ab
b
a
a) a) decrease in 0–2 cm (P00.038) and 2–4 cm soil depths
(P00.006) and an increase in 4–6 cm soil depth (P0
0.001), were significant. The ratio of 15N-Nt-excess to
native Nt (14N+natural 15N) within the surface organic
layer (0–8 cm) decreased from 0.03 % after 2 years to
0.01 % after 11 years. The mean residence time (MRT)
of N derived from the annual aboveground litterfall in
the surface organic layer averaged to approx. 19 years
and was higher than the MRT of C (10.5 years) in the
surface organic layer. Mineralisation of N and 15N Net ammonification and mineralisation, measured at
about 15 °C in the field, was low in 0–2 cm soil depth
(L layer), highest in 2–4 cm soil depth (upper F layer;
Fig. 2a), and decreased gradually below this depth. Net
NH4
+ immobilisation occurred in 8–10 cm soil depth
(mineral soil). Net nitrification increased with soil depth
within the organic layer but differences were not statis-
tically significant (Fig. 2a). In total, net mineralisation
amounted to 58 mg N m−2 d−1 within the surface 10 cm
of the soil, half of which was nitrified. -1
0
1
2
3
4
5
0–2
2–4
4–6
6–8
8–10
Soil depth [cm]
15N ammonification [µg 15Nexcess m−2 d−1]
b)
a
ab
ab
b
a b) Net 15Nexcess ammonification in the surface 10 cm
of the soil in general followed the trend of total net
ammonification and in total amounted to 6±1 μg
15N m−2 d−1 (Fig. 2b). Half of the total 15N ammoni-
fication could be attributed to the 2–4 cm soil depth. During the incubation period, 0.0086 % of the 15N
label was net ammonified in the surface 10 cm of the
soil per day (Fig. 2b). Assuming a similar contribution
of the 15N label to net nitrification than to net ammo-
nification and assuming annual net N mineralisation
rates between 0.7 and 1.0 gN m−2 yr−1 (Brumme et al. 2009), 2–3 % of the litter N was net mineralised
11 years after the litter exchange. Fig. 2 Net ammonification and nitrification rates (a) and net
15N ammonification rates (b) of the surface 10 cm of the soil in
the beech stand. On the right hand side of Fig. 2b, the daily
recovery (Rec.) of the 15N-labelled litter in net ammonification
is given for each soil layer. The undisturbed in situ incubation
lasted 16 days and was conducted within the chamber bases of
the litter exchange experiment in summer 2008. Among soil
depths, means (±SE; n03) followed by the same letter were not
significantly different (ANOVA, Tukey HSD-test at P≤0.05). Letters in figure a) belong to net ammonification rates and no
significant differences occurred among net nitrification rates in
different soil depths. Net 15N nitrification rates were not
available Fig. 2 Net ammonification and nitrification rates (a) and net
15 Fig. Mineralisation of N and 15N No significant differences occurred between 15N and
native N regarding the different soil depths (Student’st-test at P≤
0.05) -0.05
0
0.05
0.1
0.15
0–2
2–4
4–6
6–8
8–10
Soil depth [cm]
Net ammonification / Ntot [%]
15N label
nativ N
ac
a
a
a
bc
ab
b
b
a
a emissions during the winter months (Fig. 4). The
cumulative N2O emission amounted to 1.33±
0.26 kg N ha−1 yr−1 in 1999, 1.54±0.88 kg N
ha−1 yr−1 in 2000, and 1.35±0.57 kg N ha−1 yr−1 in
2007–08. In 1999–2000 15N-N2Oemitted abundances were sig-
nificantly higher in the litter exchange chambers than
in the control chambers (Table 2, Fig. 4; P00.036). Cumulative 15N-N2Oexcess emissions were 0.29 g
15N ha−1 yr−1 in 2000 which was 0.04 % of the added
15N in leaf litter. Eleven years after the litter applica-
tion, the recovery of 15N in emitted N2O decreased to
0.13 g 15N ha−1 yr−1 in 2007–08, which was 0.02 % of
the added 15N in leaf litter. However, the abundances
of 15N in N2O emitted from the soil in 2007–08 did
not significantly differ between the litter exchange
chambers and the control chambers (Table 2, Fig. 4). Fig. 3 Ratio of daily net ammonification to Nt given for 15Nexcess
derived from labelled beech litter and for native N (14N+natural
15N) for the five depth intervals. Among soil depths, means (±SE;
n03) followed by the same letter were not significantly different
regarding 15N or native N, respectively (ANOVA, Tukey HSD-test
at P≤0.05). No significant differences occurred between 15N and
native N regarding the different soil depths (Student’st-test at P≤
0.05) Assuming that native N contained in the exchanged
leaf litter participated equally in N2O emissions as the
15N label, then 0.3 % (2007–08) and 0.6 % (1999–00)
of total annual N2O emissions were derived from total
N of a single litterfall year. Assuming that native N contained in the exchanged
leaf litter participated equally in N2O emissions as the
15N label, then 0.3 % (2007–08) and 0.6 % (1999–00)
of total annual N2O emissions were derived from total
N of a single litterfall year. Mineralisation of N and 15N 2 Net ammonification and nitrification rates (a) and net
15N ammonification rates (b) of the surface 10 cm of the soil in
the beech stand. On the right hand side of Fig. 2b, the daily
recovery (Rec.) of the 15N-labelled litter in net ammonification
is given for each soil layer. The undisturbed in situ incubation
lasted 16 days and was conducted within the chamber bases of
the litter exchange experiment in summer 2008. Among soil
depths, means (±SE; n03) followed by the same letter were not
significantly different (ANOVA, Tukey HSD-test at P≤0.05). Letters in figure a) belong to net ammonification rates and no
significant differences occurred among net nitrification rates in
different soil depths. Net 15N nitrification rates were not
available About 0.6 % of total net N ammonification could
be ascribed to the exchanged leaf litter, assuming that
the native N contained in the 15N-labelled litter partic-
ipated equally in net ammonification as the 15N label. Data for net 15Nexcess nitrification were not available
due to technical problems. Also, no significant differences between these propor-
tions occurred when the different depth intervals of the
soil were considered separately (Fig. 3). On average, the daily net 15Nexcess ammonification
of the surface 10 cm of the soil accounted for 0.030±
0.012 % of the 15N-Nt-excess. The proportion was two
times higher than the proportion of net native N am-
monification per day of the native Nt regarding the
same depth interval, which was 0.015±0.005 %. How-
ever, the differences were not statistically significant. N2O and 15N-N2O fluxes N2O and 15N-N2O fluxes Fluxes of N2O displayed pronounced seasonality with
high emissions during the summer months and low Plant Soil (2013) 362:67–77 72 -0.05
0
0.05
0.1
0.15
0–2
2–4
4–6
6–8
8–10
Soil depth [cm]
Net ammonification / Ntot [%]
15N label
nativ N
ac
a
a
a
bc
ab
b
b
a
a
Fig. 3 Ratio of daily net ammonification to Nt given for 15Nexcess
derived from labelled beech litter and for native N (14N+natural
15N) for the five depth intervals. Among soil depths, means (±SE;
n03) followed by the same letter were not significantly different
regarding 15N or native N, respectively (ANOVA, Tukey HSD-test
at P≤0.05). Relocation and sequestration of litter N in the soil )
Only limited amount of the applied 15N had been
relocated to the lower part of the F layer (Fig. 1),
despite the huge amount of 2.8 kg C m−2 and
0.07 kg N m−2 which had been deposited through total
aboveground litterfall since the beginning of the label-
ling experiment (Khanna et al. 2009). The surprisingly
constant accumulation of 15N in the H layer over the
11 years of observation revealed the lack of bioturba-
tion, though leaching of soluble organic and inorganic
compounds between the F and H layer would have
occurred. Labelled 15N accumulated in the H layer
was probably derived from initially high leaching of
soluble organic N during the early-stage decomposi-
tion (first 2 years) as was also observed by Zeller et al. (2000). However, the downward movement of 15N
into the lower F layer might primarily be caused by
litter deposition and decomposition. Limited reloca-
tion of litter 15N from the organic horizons to the
mineral soil within 4–5 years after litter application
was also reported from three European beech forest
soils which accumulated 0.7–1.3 kg C on the mineral
soil (Zeller and Dambrine 2011; Zeller et al. 2001). The slow incorporation rate of litter N into the
mineral-bound soil fraction was attributed to the ab-
sence of earthworms. Bird and Torn (2006) recovered
very little 13C and 15N from pine needle litter below a Recovery of 92 % of the 15N label 2 years after the
15N-labelled beech litter application was in line with
other studies and pointed to low N losses during the
first years of decomposition. Zeller et al. (2000) found
between 80 % and 85 % of 15N-labelled beech leaf
litter 3 years after the litter application in the surface
30 cm of an acid soil that had a poorly developed
moder type humus. Fahey et al. (2011) reported a
recovery of over 90 % for 15N derived from sugar
maple leaf litter application in the surface organic
layer and surface 10 cm of the soil 1 year after litter
application. However 11 years after litter application,
73 % of the initially added 15N had been mineralised,
taken up by trees, leached, or emitted as gaseous N
compounds in our study. Mineralisation of N and 15N 4 Mean (± SE; n03) N2O fluxes in the litter exchange
experiment of the Solling beech stand from January 1999 to
December 2000 (a) and from May 2007 to July 2008 (b) and
mean (±SE; n03) 15N abundances of N2O emitted from the soil from the chambers where litter was exchanged and from the
control chambers for the measurements in 1999–2000 (c) and in
2007–08 (d) 73 Plant Soil (2013) 362:67–77 Table 2 Abundances of 15N in N2O emitted from the soil of the
beech stand during the measurements in 1999–2000 and 2007–08
15N-N2Oemitted [atom%]
Control
Litter exchange
1999–2000
0.3574
(0.0006)a
0.3782
(0.0090)b
2007–2008
0.3582
(0.0012)ab
0.3636
(0.0024)ab
Among treatments, means (± SE; n03) followed by the same
letter were not significantly different (ANOVA, Tukey HSD-test
at P≤0.05) Table 2 Abundances of 15N in N2O emitted from the soil of the
beech stand during the measurements in 1999–2000 and 2007–08 the 15N of exchanged litter 11 years after litter addi-
tion. The annual amount of litter-N sequestration thus
equals to about 0.9 gN m−2 yr−1 and significantly
contributes to the mean total N sequestration of 2.1 g
N m−2 yr−1 in the surface organic layer observed over
a period of 35 years at the studied site (Meiwes et al. 2009). The site is characterized by high load of acid
and nitrogen deposition (Meesenburg et al. 2009),
which has led to an N-enriched but very acid soil with
a low decomposition of the litter material and the
absence of deep borrowing earthworms (Meiwes et
al. 2009; Schaefer et al. 2009). Although the C/N ratio
of the surface organic layer was constant over the last
35 years (Meiwes et al. 2009) the soil still is accumu-
lating N as indicated by the low leaching losses of
0.17 gN m−2 yr−1 and input–output balances of 2.1 gN
m−2 yr−1 (Brumme and Khanna 2009). The most rea-
sonable explanation is the stabilisation process which
was induced by N depositions either directly by mi-
crobial N immobilisation or indirectly by plant uptake
and the production of N-enriched litter including a big
increase in fructification products (Khanna et al. 2009;
Brumme and Khanna 2009). Mineralisation of N and 15N -20
0
20
40
60
80
100
120
N2O flux [µg N m
−2 h
−1]
-20
0
20
40
60
80
100
120
0.32
0.34
0.36
0.38
0.40
0.42
Jan Mar May Jul
Sep Nov Jan Mar May Jul Sep Nov
15N-N2Oemitted [atom%
15N]
litter exchange
control
0.32
0.34
0.36
0.38
0.40
0.42
May
Jul
Sep
Nov
Jan
Mar
May
Jul
2007
2008
c)
d)
1999
2000
a)
b)
Fig. 4 Mean (± SE; n03) N2O fluxes in the litter exchange
experiment of the Solling beech stand from January 1999 to
December 2000 (a) and from May 2007 to July 2008 (b) and
mean (±SE; n03) 15N abundances of N2O emitted from the soil
from the chambers where litter was exchanged and from the
control chambers for the measurements in 1999–2000 (c) and in
2007–08 (d) -20
0
20
40
60
80
100
120
0.32
0.34
0.36
0.38
0.40
0.42
May
Jul
Sep
Nov
Jan
Mar
May
Jul
2007
2008
d)
b)
from the chambers where litter was exchanged and from the
control chambers for the measurements in 1999–2000 (c) and in
2007–08 (d) -20
0
20
40
60
80
100
120
0.32
0.34
0.36
0.38
0.40
0.42
May
Jul
Sep
Nov
Jan
Mar
May
Jul
2007
2008
d)
b)
from the chambers where litter was exchanged and from the
control chambers for the measurements in 1999–2000 (c) and in
2007–08 (d) -20
0
20
40
60
80
100
120
N2O flux [µg N m
−2 h
−1]
a) -20
0
20
40
60
80
100
120
d)
b) b) a) d) c) 0.32
0.34
0.36
0.38
0.40
0.42
May
Jul
Sep
Nov
Jan
Mar
May
Jul
2007
2008
d) 0.32
0.34
0.36
0.38
0.40
0.42
Jan Mar May Jul
Sep Nov Jan Mar May Jul Sep Nov
15N-N2Oemitted [atom%
15N]
litter exchange
control
c)
1999
2000 Jan Mar May Jul
Sep Nov Jan Mar May Jul Sep Nov
1999
2000 Fig. Mineralisation of N and 15N In 2007–08, the daily 15N-N2Oexcess emissions
amounted to 0.0002 % of 15N-Nt-excess of the surface
10 cm of the soil, which was the same as the ratio of
native N2O emissions to native Nt of the surface 10 cm
of the soil assuming N2O only derived from the top
10 cm of the soil. Discussion Relocation and sequestration of litter N in the soil Relocation and sequestration of litter N in the soil The mineral soil was covered by only
0.36 kg C indicating a rapid incorporation of litter into
the mineral soil. Beside downward movement there is evidence
that fungal hyphae may be responsible for an upward
movement of N and C (Zeller et al. 2000). We
observed that a significant proportion of applied
15N was still present in the L layer 2 years after litter
exchange (Fig. 1a). This may be due to fungal hy-
phae transporting N from decaying 15N-labelled litter
to fresh litter. Fungal transport of N amounted to 25–
35 % of exogenous N that was incorporated into
decaying litter in an acid beech forest soil with low
throughfall N depositions of 6–8 kg ha−1 yr−1 where-
as 30–50 % of the incorporated N might have come
from deposited N (Zeller et al. 2000). In the sugar
maple stand investigated by Fahey et al. (2011),
18 % of external incorporated N in fresh litter was
derived from the litter of the previous year. Bird and
Torn (2006) suggested that as a result of fungal N
translocation, organic horizons may provide a sink
for leachable litter N. However, 11 years after litter
exchange this process was of less importance in the
present study as was indicated by a non-significant
15N enrichment in the L layer (Fig. 1b). About 0.6 % of total net N ammonification could
be ascribed to the exchanged leaf litter and approxi-
mately 2–3 % of the litter N was net mineralised
11 years after litterfall, indicating that the (labelled)
leaf litter N still participated in measureable amounts
in N turnover. Compared to the native N twice as
much labelled N was mineralised from the labelled N
pool in the lower F layer and the H layer (Fig. 3). This
demonstrated that the N from the comparably new
15N-labelled beech litter was not preferentially stabi-
lised compared to “older” native N, which was decom-
posed more slowly. Results from three European
beech forests, where mineralisation of litter 15N was
2–4-fold higher than mineralisation of native soil N 4–
5 years after litter application, were in line with our
findings (Zeller and Dambrine 2011). The 15N re-
leased from the decaying litter was mainly recovered
in the coarse particulate organic matter fraction
(>200 μm; Zeller and Dambrine 2011). Bird et al. Relocation and sequestration of litter N in the soil Uptake of litter N by trees
probably represented the main sink for litter N, since
total annual N uptake by trees amount to approximate-
ly 11.0 gN m−2 compared to N leaching of 0.17 g and
gaseous N emissions of 0.19 g N2O-N (Brumme and
Khanna 2009) and of <0.05 g NOx-N (unpublished
data) at the Solling beech stand. The low turnover rate
of the N pool of the surface organic layer expressed by
a high MRT of 19 years, in contrast to a MRT of
10.5 years for C, indicated high recovery of 27 % of Plant Soil (2013) 362:67–77 74 labelled beech litter by Zeller et al. (2000) showed
that the shift from prevailing immobilisation to net
mineralisation of N occurred after the first 2 years of
decomposition when the C/N ratio had lowered to
25. In the present study ammonification and miner-
alisation continuously decreased with increasing soil
depth below 2–4 cm depth (Fig. 2). Due to small
changes in the C/N ratio other mechanisms might be
responsible for this decrease. Respiration measure-
ments conducted with surface organic matter of an
adjacent beech stand showed a strong decrease in the
release of CO2 from 59 μg C ha−1 g−1 in the L
layer to 12 and 3.9 μg C ha−1 g−1 in the F and H
layer, respectively (Chodak et al. 2003). This clearly
indicated a considerably decreased of mineralisation
in the lower part of the surface organic layer prob-
ably caused by chemical stabilisation processes since
physical stabilisation processes should be of minor
importance in organic horizons. At the same beech
stand,
15N pool dilution studies conducted by
Corre et al. (2003) revealed a gross mineralisation
rate that was approx. four times higher than our
net mineralisation rate indicating a high microbial
recycling of N. Similar results were reported from
other forest soils but their relevance for the N
sequestration is still not clear (Venterea et al. 2004). 8 cm thick O-horizon in which the litter was placed
2 years after the beginning of the experiment. In
contrast, Fahey et al. (2011) measured a comparable
fast relocation of litter 15N in the soil of a sugar maple
forest with low earthworm activities. In their study,
already 1 year after litter application the greatest pro-
portion of recovered 15N was found in 0–5 cm mineral
soil depth. Relocation and sequestration of litter N in the soil (2008) also reported that 58 % of the 15N of needle
litter was recovered in the light fraction, which repre-
sents the SOM fraction with the highest turnover, in a Conclusions Our study demonstrated that one quarter of the 15N
label of initially added beech leaf litter was still pres-
ent in the surface 10 cm of the soil 11 years after litter
addition. The high recovery of added 15N indicated a
tight microbial N cycle. Movement of beech leaf litter
N through the surface organic layer was very slow. Loss of litter N from the chamber bases was mainly
attributed to tree uptake whereas losses by gaseous
N2O and NOx emissions and by N leaching probably
accounted for less than 1 % of the litter N during the
10 years of observation. The 15N-labelled beech leaf
litter still participated measurably in N turnover and
N2O production and obviously was not completely
stabilised 11 years after litter exchange. The contribu-
tion of beech leaf litter of a single year to total annual
N2O emissions ranged between 0.3 % (eleventh year)
and 0.6 % (second year). We suggest that the high
N2O emissions observed in the investigated beech
stand resulted from accumulated N in older humus or
soil N pools, since neither leaf litterfall of the last 2 to
11 years nor N depositions of the recent year repre-
sented a significant source for N2O. The 15N experiment indicated that the 15N-labelled
beech litter N measurably contributed to total N2O
fluxes. The contribution decreased from the 2–3 years
measurement to the 10–11 years measurement after
litter exchange due to the decrease in 15N-labelled
beech litter mass. Eleven years after the litter ex-
change, about 1 % of the net mineralised litter N was
emitted as N2O. Probably less than 1 % of the litter N
was lost as N2O during 2 and 11 years after litter
exchange. The proportions of N2O-N of total N were the same
for labelled 15N and native N in the surface 10 cm of the
soil, despite the two times higher relative ammonifica-
tion of labelled 15N than that of native N 11 years after
the exchange. This result may be due to a significant
contribution of native N2O produced below 10 cm
depth. However, we have no information about the
proportion of 15Nexcess nitrification of 15N-Nt-excess but
which probably could further clarify the observation. Acknowledgment
We thank the German Research Foundation
for financial support (BR 1524/6). N2O emissions and contribution of leaf litter N The observation that neither leaf litter N during the
2–11 years period nor inorganic N depositions of the
recent year (contribution of 6 % to total N2O emis-
sions; Eickenscheidt et al. 2011) were primarily re-
sponsible for high N2O emissions measured at the
Solling beech stand, still raised the question of the
origin of these emissions. The other sources of N2O
emissions may include the first year litterfall N with
possibly a rapid initial release of 15N as also was
reported by Zeller et al. (2000). However, we suppose
that the older N pool of accumulated older litter ma-
terial and accumulated deposited N may represents the
major source for N2O emissions from this soil. Emissions measured during our experiment were sim-
ilar to the mean value of a 10-year measuring period at
the Solling beech stand, which amounted to 1.9 kg N
ha−1 yr−1 (Brumme and Borken 2009). The beech
stand belonged to the seasonal emission type where
due to low oxygen availability in the soil, caused by
high microbial and root respiration and low gas diffu-
sivity in the surface organic layer, denitrification was
promoted during the summer months (Brumme et al. 1999; Wolf and Brumme 2002). Low gas diffusivity
was the result of laminar undecomposed beech leaves
in the L layer of the surface organic layer combined with
high precipitation rate (Ball et al. 1997; Brumme and
Borken 2009). Leaching of NO3
−to the transitional
zone between the H layer and the surface mineral soil
presumably provided the substrate for denitrification. Brumme (1995) reported that high N2O emissions oc-
curred at temperatures of >10 °C and water tensions
<200 hPa. Hence, years with high summer precipitation,
as was the case for 2007 but not for 2008, exhibit high
N2O emissions (compare annual fluxes of Fig. 4). Mineralisation of leaf litter N The summed net N mineralisation of the surface 10 cm
of the soil amounted to 58 mg N m−2 d−1 (Fig. 2a),
similar as was reported for this site in previous studies
(Brumme et al. 2009). The surface organic layer of the
investigated stand was the primary horizon for N
mineralisation and contributed to 77 % to total net N
mineralisation of the surface 20 cm of the soil
(Brumme et al. 2009). The present study showed an
increased in the net ammonification and mineralisation
rates within the soil profile from the L layer (0–2 cm)
to the upper F layer (2–4 cm; Fig. 2), which was the
most important layer for N turnover. The change in the
N turnover could be attributed to the decrease in the C/N
ratio from 28 to 22 (Table 1). Litter-bag studies with 15N 75 Plant Soil (2013) 362:67–77 Scots pine forest during the initial 1.5 years of their
study. eleventh litterfall year only contributed approx. 5 %
to total annual N2O emissions using an average emis-
sion of 0.46 % (harmonic mean) for a single litterfall
year. References Springer, Berlin, pp 353–367 Lorenz K, Preston CM, Krumrei S, Feger K-H (2004) Decom-
position of needle/leaf litter from Scots pine, black cherry,
common oak and European beech at a conurbation forest
site. Eur J Forest Res 123:177–188 Brumme R, Khanna PK (2009) Functioning and management of
European beech ecosystems. Springer, Berlin Heidelberg,
490 pp Meesenburg H, Eichhorn J, Meiwes KJ (2009) Chapter 15:
Atmospheric deposition and canopy interactions. In:
Brumme R, Khanna PK (eds) Functioning and manage-
ment of European beech ecosystems. Springer, Berlin, pp
265–302 Brumme R, Borken W, Finke S (1999) Hierarchical control on
nitrous oxide emission in forest ecosystems. Global Bio-
geochem Cycles 13(4):1, 137–131,148 Meiwes KJ, Meesenburg H, Eichhorn J, Jacobsen C, Khanna
PK (2009) Chapter 4: Changes in C and N contents of soils
under beech forests over a period of 35 years. In: Brumme
R, Khanna PK (eds) Functioning and management of Eu-
ropean beech ecosystems. Springer, Berlin, pp 49–63 Brumme R, Priess J, Wang CP, Raubuch M, Steinmetz G, Meyer
H (2009) Chapter 13: Nitrogen and carbon transformations. In: Brumme R, Khanna PK (eds) Functioning and manage-
ment of European beech ecosystems. Springer, Berlin, pp
231–251 Melillo JM, Aber JD, Muratore JF (1982) Nitrogen and lignin
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and N in relation to microbiological properties of soils
under beech forest. Biol Fertil Soils 39:123–130 Papen H, Butterbach-Bahl K (1999) A 3-year continuous record
of nitrogen trace gas fluxes from untreated and limed soil
of a N-saturated spruce and beech forest ecosystem in
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(D15):18487–18503 Corre MD, Beese F, Brumme R (2003) Soil nitrogen cycle in
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Crutzen PJ (1979) The role of NO and NO2 in the chemistry of
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The influence of soil gas transport properties on methane
oxidation in a selection of northern European soils. J Geo-
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change 2007: the physical science basis. Contribution of
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KJ (2009) Chapter 11: biomass and element content of
foliage and aboveground litterfall on the three long-term
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Brumme R, Khanna PK (eds) Functioning and manage-
ment of European beech ecosystems. Springer, Berlin, pp
183–205 Berg B, McClaugherty C (2003) Plant litter: decomposition,
humus formation, carbon sequestration. Springer, Berlin,
286 pp Bird JA, Torn MS (2006) Fine roots vs. needles: a comparison
of 13C and 15N dynamics in a ponderosa pine forest soil. Biogeochemistry 79:361–382
13
15 Bird JA, Kleber M, Torn MS (2008) 13C and 15N stabilization
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This article is distributed under the terms of the
Creative Commons Attribution License which permits any use, Plant Soil (2013) 362:67–77 76 distribution, and reproduction in any medium, provided the
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English
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Dimethyl 2,2′-(<i>p</i>-phenylenedioxy)diacetate
|
Acta crystallographica. Section E
| 2,009
|
cc-by
| 2,163
|
organic compounds Acta Crystallographica Section E
Structure Reports
Online
ISSN 1600-5368 Acta Crystallographica Section E
Structure Reports
Online
ISSN 1600-5368 = 0.11 mm1
T = 293 (2) K 0.30 0.20 0.10 mm 0.30 0.20 0.10 mm Data collection
Enraf–Nonius CAD-4
diffractometer
Absorption correction: scan
(North et al., 1968)
Tmin = 0.954, Tmax = 0.977
1123 measured reflections
Refinement
R[F 2 > 2(F 2)] = 0.058
wR(F 2) = 0.173
S = 1.00
1123 reflections Data collection
Enraf–Nonius CAD-4
diffractometer
Absorption correction: scan
(North et al., 1968)
Tmin = 0.954, Tmax = 0.977
1123 measured reflections Related literature For details of the synthesis procedure and the applications of
benzothiazoles, see: Chakraborti et al. (2004); Seijas et al. (2007); Wang et al. (2009). For details of the synthesis proce-
dure and the applications of aryloxyacetic acids, see: Nagy et
al. (1997); Wei et al. (2005). For the use of phase-transfer
catalysis in organic synthesis, see: Perreux et al. (2001). For
bond-length data, see: Allen et al. (1987). The authors thank the Center of Testing and Analysis,
Nanjing University, for support. Supplementary data and figures for this paper are available from the
IUCr electronic archives (Reference: DN2426). Table 1 Received 11 January 2009; accepted 23 January 2009 Cg1 is the centroid of the C1–C3/C1A–C3A ring. Cg1 is the centroid of the C1–C3/C1A–C3A ring. Cg1 is the centroid of the C1–C3/C1A–C3A ring. D—H A
D—H
H A
D A
D—H A
C6—H6C Cg1i
0.97
2.98
3.674 (2)
130
Symmetry code: (i) x þ 3
2; y 1
2; z þ 1
2. Key indicators: single-crystal X-ray study; T = 293 K; mean (C–C) = 0.004 A˚;
R factor = 0.058; wR factor = 0.173; data-to-parameter ratio = 13.7. The
title
compound,
C12H14O6,
was
prepared
by
the
Williamson reaction of 1,4-dihydroxybenzene and methyl
chloroacetate with phase-transfer catalysis. The compound lies
on an inversion center. The structure is stabilized by weak C—
H interactions. Data collection: CAD-4 Software (Enraf–Nonius, 1989); cell
refinement: CAD-4 Software; data reduction: XCAD4 (Harms &
Wocadlo, 1995); program(s) used to solve structure: SHELXS97
(Sheldrick, 2008); program(s) used to refine structure: SHELXL97
(Sheldrick, 2008); molecular graphics: SHELXTL (Sheldrick, 2008);
software used to prepare material for publication: SHELXTL. Acta Cryst. (2009). E65, o403 Supplementary data and figures for this paper are available from the
IUCr electronic archives (Reference: DN2426). Ling-hua Zhuanga and Guo-wei Wangb* aDepartment of Applied Chemistry, College of Science, Nanjing University of
Technology, Nanjing 210009, People’s Republic of China, and bDepartment of Light
Chemical Engineering, College of Science, Nanjing University of Technology,
Nanjing 210009, People’s Republic of China
Correspondence e-mail: kingwell2004@sina.com.cn Table 1
Hydrogen-bond geometry (A˚ , ). References Allen, F. H., Kennard, O., Watson, D. G., Brammer, L., Orpen, A. G. & Taylor,
R. (1987). J. Chem. Soc. Perkin Trans. 2, pp. S1–19. Chakraborti, A. K., Selvam, C., Kaur, G. & Bhagat, S. (2004). Synlett, pp. 851–
855. Enraf–Nonius (1989). CAD-4 Software. Enraf–Nonius, Delft, The Nether-
lands. Harms, K. & Wocadlo, S. (1995). XCAD4. University of Marburg, Germany. N
C Fili
S V S
d
E & S
d
V (1997) S
h C
27 Harms, K. & Wocadlo, S. (1995). XCAD4. University of Marburg, Germany. Nagy, C., Filip, S. V., Surducan, E. & Surducan, V. (1997). Synth. Commun. 27,
3729–3736. Nagy, C., Filip, S. V., Surducan, E. & Surducan, V. (1997). Synth. Commun. 27,
3729–3736. North, A. C. T., Phillips, D. C. & Mathews, F. S. (1968). Acta Cryst. A24, 351–
359. Experimental Experimental
Crystal data
C12H14O6
Mr = 254.23
Monoclinic, P21=n
a = 7.4190 (15) A˚
b = 7.0990 (14) A˚
c = 11.785 (2) A˚
= 95.49 (3)
V = 617.8 (2) A˚ 3
Z = 2
Mo K radiation p
Crystal data
C12H14O6
Mr = 254.23
Monoclinic, P21=n
a = 7.4190 (15) A˚
b = 7.0990 (14) A˚ Perreux, L. & Loupy, A. (2001). Tetrahedron, 57, 7957–7966. Seijas, J. A., Vazquez, T. M. P., Carballido, R. M. R., Crecente, C. J. & Romar,
L. L. (2007). Synlett, pp. 313–317. Sheldrick, G. M. (2008). Acta Cryst. A64, 112–122. (
)
y
Wang, G., Wu, L., Zhuang, L. & Wang, J. (2009). Acta Cryst. E65, o158. Wang, G., Wu, L., Zhuang, L. & Wang, J. (2009). Ac Wei, T. B., Liu, H., Li, M. L. & Zhang, Y. M. (2005). Synth. Commun. 35, 1759–
1764. o403 Zhuang and Wang
o403 Zhuang and Wang doi:10.1107/S1600536809002980 Experimental 5.5 g (0.05 mole) hydroquinone was dissolved in 50 ml acetone, 6.9 g (0.05 mole) potassium carbonate, potassium iodide
0.8 g and tetrabutyl ammonium bromide 1.0 g were added. Then 8.8 ml L (0.10 mole) of methyl chloroacetate was dropped
into the mixture. The mixture was boiled for 5 h with intensive stirring, cooled to room temperature, and filtered. The
organic solution was evaporated under vacuum to dryness and the dry residue was recrystallized from methanol to obtain
title compound. Crystals of (I) suitable for X-ray diffraction were obtained by slow evaporation of ethyl acetate. 1H NMR
(CDCl3, δ, p.p.m.) 6.85 (m, 4H), 4.58 (s, 4H), 3.79 (s,6H). Comment The derivatives of aryloxyacetic acids and their derivatives constitute a class of compounds for both biological activity and
plant growth regulators (Nagy et al., 1997; Wei et al.,2005). The phase-transfer catalysis, with the advantages of simple
experimental operations, mild reaction conditions, and inexpensive and environmentally benign reagents, has established its
significance in organic synthesis as one of the most useful methods for the acceleration of heterogeneous reactions (Perreux
& Loupy, 2001). Benzothiazole are remarkable heterocyclic ring systems. They have been found to exhibit a wide spectrum of biological
activities. Many kinds of 2-substituted benzothiazoles are utilized as vulcanization accelators in the manufacture of rubber,as
fluorescent brightening agents in textile dyeing,and in the leather industry (Chakraborti et al.,2004; Seijas et al.,2007; Wang
et al.,2009). There are numerous synthetic methods to produce 2-arylbenzothiazoles. The most important ones include the
reaction of o-aminothiophenols with benzoic acids or their derivatives (Chakraborti et al.,2004; Seijas et al.,2007; Wang
et al.,2009). We are focusing on the synthesis of new products of bisbenzothiazole. We here report the crystal structure of
the title compound (I). The compound (I) lies on an inversion center(Fig.1). All bond lengths are within normal ranges (Allen et al., 1987). There are no typical hydrogen bonds, while weak intermolecular C—H···π interactions involving benzene ring (C1/C3/C2/
C1a/C3a/C2a) (Table 1) may help in stabilizing the structure. L. Zhuang and G. Wang L. Zhuang and G. Wang L. Zhuang and G. Wang supplementary materials supplementary materials supplementary materials Acta Cryst. (2009). E65, o403 [ doi:10.1107/S1600536809002980 ] Refinement All H atoms were positioned geometrically and treated as riding on their parent C atoms with C—H = 0.93 Å (aromat-
ic), 0.97Å (methylene) and 0.96Å (methyl) with Uiso(H) = xUeq(C), where x= 1.5 for methyl H and 1.2 for aromatic and
methylene H atoms. sup-1 supplementary materials Figures
Fig. 1. A view of the molecular structure of (I) showing the atom-numbering scheme. Ellips-
oids are drawn at the 30% probability level. H atoms are represented as small spheres of arbit-
rary radii. [symmetry code: (A) 1/2-x, 1/2+y, 1/2-z]. g
Fig. 1. A view of the molecular structure of (I) showing the atom-numbering scheme. Ellips-
oids are drawn at the 30% probability level. H atoms are represented as small spheres of arbit-
rary radii. [symmetry code: (A) 1/2-x, 1/2+y, 1/2-z]. Special details Geometry. All e.s.d.'s (except the e.s.d. in the dihedral angle between two l.s. planes) are estimated using the full covariance mat-
rix. The cell e.s.d.'s are taken into account individually in the estimation of e.s.d.'s in distances, angles and torsion angles; correlations
between e.s.d.'s in cell parameters are only used when they are defined by crystal symmetry. An approximate (isotropic) treatment of
cell e.s.d.'s is used for estimating e.s.d.'s involving l.s. planes. Refinement. Refinement of F2 against ALL reflections. The weighted R-factor wR and goodness of fit S are based on F2, convention-
al R-factors R are based on F, with F set to zero for negative F2. The threshold expression of F2 > σ(F2) is used only for calculating R-
factors(gt) etc. and is not relevant to the choice of reflections for refinement. R-factors based on F2 are statistically about twice as large
as those based on F, and R- factors based on ALL data will be even larger. supplementary materials 82 parameters
Δρmin = −0.24 e Å−3
Primary atom site location: structure-invariant direct
methods
Extinction correction: none Δρmin = −0.24 e Å−3 Δρmin = −0.24 e Å−3 Primary atom site location: structure-invariant direct
methods
Extinction correction: none Primary atom site location: structure-invariant direct
methods
Extinction correction: none Extinction correction: none Dimethyl 2,2'-(p-phenylenedioxy)diacetate Dimethyl 2,2'-(p-phenylenedioxy)diacetate Crystal data
C12H14O6
F000 = 268
Mr = 254.23
Dx = 1.367 Mg m−3
Monoclinic, P21/n
Mo Kα radiation
λ = 0.71073 Å
Hall symbol: -P 2yn
Cell parameters from 27 reflections
a = 7.4190 (15) Å
θ = 1–25º
b = 7.0990 (14) Å
µ = 0.11 mm−1
c = 11.785 (2) Å
T = 293 (2) K
β = 95.49 (3)º
Block, yellow
V = 617.8 (2) Å3
0.30 × 0.20 × 0.10 mm
Z = 2 Data collection
Enraf–Nonius CAD-4
diffractometer
Rint = 0.0000
Radiation source: fine-focus sealed tube
θmax = 25.3º
Monochromator: graphite
θmin = 3.1º
T = 293(2) K
h = −8→8
ω/2θ scans
k = 0→8
Absorption correction: ψ scan
(North et al., 1968)
l = 0→14
Tmin = 0.954, Tmax = 0.977
3 standard reflecti
1123 measured reflections
every 200 reflecti
1123 independent reflections
intensity decay: 9 Enraf–Nonius CAD-4
diffractometer
Rint = 0.0000
Radiation source: fine-focus sealed tube
θmax = 25.3º
Monochromator: graphite
θmin = 3.1º
T = 293(2) K
h = −8→8
ω/2θ scans
k = 0→8
Absorption correction: ψ scan
(North et al., 1968)
l = 0→14 3 standard reflections
every 200 reflections
intensity decay: 9% Secondary atom site location: difference Fourier map
Hydrogen site location: inferred from neighbouring
sites H-atom parameters constrained w = 1/[σ2(Fo
2) + (0.1P)2 + 0.23P]
where P = (Fo
2 + 2Fc
2)/3
(Δ/σ)max = 0.001
Δρmax = 0.26 e Å−3 w = 1/[σ2(Fo
2) + (0.1P)2 + 0.23P]
where P = (Fo
2 + 2Fc
2)/3
(Δ/σ)max = 0.001
Δρmax = 0.26 e Å−3 sup-2 supplementary materials Special details Fractional atomic coordinates and isotropic or equivalent isotropic displacement parameters (Å2) Fractional atomic coordinates and isotropic or equivalent isotropic displacement parameters (Å2)
x
y
z
Uiso*/Ueq
O1
1.1983 (3)
0.2968 (2)
−0.07350 (16)
0.0520 (6)
O2
1.3969 (3)
0.5931 (3)
−0.13385 (19)
0.0636 (7)
O3
1.6159 (2)
0.3997 (3)
−0.17937 (17)
0.0531 (6)
C1
0.8429 (3)
0.0447 (3)
0.0519 (2)
0.0431 (7)
H1A
0.7382
0.0734
0.0859
0.052*
C2
0.9507 (3)
0.1863 (4)
0.0139 (2)
0.0444 (7)
H2A
0.9186
0.3114
0.0235
0.053*
C3
1.1039 (3)
0.1452 (4)
−0.0376 (2)
0.0425 (7)
C4
1.3668 (3)
0.2569 (4)
−0.1199 (2)
0.0460 (7)
H4A
1.3449
0.1844
−0.1896
0.055*
H4B
1.4456
0.1845
−0.0658
0.055*
C5
1.4535 (3)
0.4417 (4)
−0.1439 (2)
0.0441 (7)
C6
1.7243 (4)
0.5536 (4)
−0.2101 (3)
0.0617 (8)
H6A
1.8350
0.5067
−0.2354
0.093*
H6B
1.7513
0.6340
−0.1452
0.093*
H6C
1.6595
0.6240
−0.2705
0.093*
Atomic displacement parameters (Å2)
U11
U22
U33
U12
U13
U23
O1
0.0553 (11)
0.0450 (11)
0.0577 (12)
0.0023 (9)
0.0163 (9)
0.0020 (9)
O2
0.0667 (14)
0.0491 (12)
0.0760 (16)
0.0059 (10)
0.0130 (11)
−0.0036 (11)
O3
0.0517 (11)
0.0536 (12)
0.0555 (12)
−0.0040 (9)
0.0125 (9)
−0.0034 (9)
C1
0.0441 (14)
0.0464 (14)
0.0381 (14)
0.0046 (11)
−0.0002 (10)
−0.0050 (11)
C2
0.0433 (14)
0.0448 (14)
0.0444 (16)
0.0021 (11)
0.0006 (11)
−0.0049 (12)
C3
0.0451 (14)
0.0459 (14)
0.0356 (14)
0.0001 (11)
−0.0011 (11)
0.0007 (11)
C4
0.0395 (13)
0.0500 (15)
0.0473 (15)
−0.0007 (11)
−0.0018 (11)
0.0007 (12)
C5
0.0519 (15)
0.0476 (15)
0.0314 (13)
0.0028 (12)
−0.0031 (11)
−0.0023 (11)
C6
0.0703 (19)
0.0603 (18)
0.0553 (18)
−0.0192 (15)
0.0100 (14)
0.0034 (15) Atomic displacement parameters (Å2) sup-3 supplementary materials supplementary materials Geometric parameters (Å, °)
O1—C3
1.372 (3)
C2—C3
1.370 (4)
O1—C4
1.440 (3)
C2—H2A
0.9300
O2—C5
1.164 (3)
C4—C5
1.499 (4)
O3—C5
1.347 (3)
C4—H4A
0.9700
O3—C6
1.424 (3)
C4—H4B
0.9700
C1—C2
1.385 (4)
C6—H6A
0.9600
C1—C3i
1.419 (3)
C6—H6B
0.9600
C1—H1A
0.9300
C6—H6C
0.9600
C3—O1—C4
116.7 (2)
C5—C4—H4A
110.2
C5—O3—C6
116.9 (2)
O1—C4—H4B
110.2
C2—C1—C3i
118.4 (2)
C5—C4—H4B
110.2
C2—C1—H1A
120.8
H4A—C4—H4B
108.5
C3i—C1—H1A
120.8
O2—C5—O3
125.3 (3)
C3—C2—C1
121.2 (2)
O2—C5—C4
128.6 (3)
C3—C2—H2A
119.4
O3—C5—C4
106.1 (2)
C1—C2—H2A
119.4
O3—C6—H6A
109.5
C2—C3—O1
116.0 (2)
O3—C6—H6B
109.5
C2—C3—C1i
120.4 (2)
H6A—C6—H6B
109.5
O1—C3—C1i
123.5 (2)
O3—C6—H6C
109.5
O1—C4—C5
107.6 (2)
H6A—C6—H6C
109.5
O1—C4—H4A
110.2
H6B—C6—H6C
109.5
C3i—C1—C2—C3
0.9 (4)
C3—O1—C4—C5
−175.2 (2)
C1—C2—C3—O1
178.9 (2)
C6—O3—C5—O2
−1.9 (4)
C1—C2—C3—C1i
−0.9 (4)
C6—O3—C5—C4
178.7 (2)
C4—O1—C3—C2
175.4 (2)
O1—C4—C5—O2
−3.6 (4)
C4—O1—C3—C1i
−4.8 (4)
O1—C4—C5—O3
175.74 (19)
Symmetry codes: (i) −x+2, −y, −z. Hydrogen-bond geometry (Å, °)
D—H···A
D—H
H···A
D···A
D—H···A
C6—H6C···Cg1ii
0.97
2.98
3.674 (2)
130
Symmetry codes: (ii) −x+3/2, y−1/2, −z+1/2. sup-4 supplementary materials Fig. 1 Fig. 1 sup-5
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Espalhamento Bhabha: Um Estudo Detalhado
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Revista Brasileira de Ensino de Física
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Recebido em 18 de Dezembro, 2017. Revisado em 26 de Fevereiro, 2018. Aceito em 14 de Março, 201 Neste artigo, vamos estudar alguns conceitos fundamentais em física de partículas através do estudo detalhado
de um processo específico da Eletrodinâmica Quântica (QED): o espalhamento Bhabha em ordem dominante
(Leading Order - LO). Este ocorre na interação entre um elétron e sua antipartícula, o pósitron, sendo um dos
processos básicos da QED. Nossa escolha em trabalhar este processo deve-se a riqueza de detalhes proporcionada
pelas duas possibilidades (canais) de interação, que servem para ilustrar o cálculo da interferência entre as
possibilidades. Além disso, esse processo é utilizado para determinar a luminosidade de um determinado colisor,
o que garante maior precisão nas medidas de outras grandezas relevantes para a análise das interações entre
partículas. Finalmente, comparamos a predição da QED com os resultados do experimento DESY-PETRA-TASSO. Palavras-chave: física de partículas, processos elementares, eletrodinâmica quântica. In this article, we will look at some fundamental concepts in Particle Physics through the detailed study of a
specific process of Quantum Electrodynamics (QED): the Bhabha scattering. It occurs in the interaction between
an electron and its antiparticle, the positron, one of the basic QED processes. Our choice for work this process is
due to the wealth of details provided by the two possibilities (channels) of interaction which serve to illustrate the
calculation of interference between possibilities. Furthermore, this process is used to determine the luminosity of a
particular collider, which ensures greater accuracy in measurements of other relevant quantities for the analysis
of interactions between particles. Finally, comparing the QED prediction with the experimental results of the
DESY-PETRA-TASSO experiment. Keywords: particle physics, elementary processes, quantum electrodynamics. *Endereço de correspondência: fabio.kopp@ufrgs.br. Revista Brasileira de Ensino de Física, vol. 40, nº 3, e3318 (2018)
www.scielo.br/rbef
DOI: http://dx.doi.org/10.1590/1806-9126-RBEF-2017-0395 Revista Brasileira de Ensino de Física, vol. 40, nº 3, e3318 (2018)
www.scielo.br/rbef
DOI: http://dx.doi.org/10.1590/1806-9126-RBEF-2017-0395 Artigos Gerais
cb Artigos Gerais
cb
Licença Creative Commons cb Copyright by Sociedade Brasileira de Física. Printed in Brazil. Espalhamento Bhabha: Um Estudo Detalhado
Bhabha Scattering: A Detailed Study Fábio Köpp Nóbrega*1, Luiz Fernando Mackedanz2 Fábio Köpp Nóbrega*1, Luiz Fernando Mackedanz2 1Universidade Federal do Rio Grande do Sul, Instituto de Física, Porto Alegre, RS, Brasil
2Universidade Federal do Rio Grande, Instituto de Matemática, Estatística e Física, Programa de Pós-Graduação em
Educação em Ciências, Rio Grande, RS, Brasil Recebido em 18 de Dezembro, 2017. Revisado em 26 de Fevereiro, 2018. Aceito em 14 de Março, 2018. 1. Introdução que tenham interesse em aprofundar conhecimentos na
física de partículas, além de buscar dar uma base para a
Iniciação Científica ao longo da graduação. A divulgação científica de física de partículas, apesar das
notícias apresentadas pela mídia nacional e internacio-
nal da descoberta do Bóson de Higgs pelo CERN, ainda
não possui muitos livros em português. O que dificulta
um pouco o interesse de alunos de graduação por tal
tema. No entanto, há dois livros de divulgação científica,
em português, de pesquisadores nesta área: ”O Discreto
Charme das Partículas Elementares”da Professora Ma-
ria Cristina Batoni Abdalla, destinado a pessoas leigas
em física. E ”O Cerne da Matéria”do Professor Rogério
Rosenfeld, o qual relata toda a trajetória dos físicos e
experimentos que culminaram na descoberta do Bóson
de Higgs noticiada no dia 4 de Julho de 2012 pelo CERN. O livro deste professor é recomendado tanto para físicos
de outras áreas quanto propriamente para pesquisadores
desta área. Assim, a principal motivação deste artigo
é fornecer um material em português bem como os có-
digos e scripts necessários para reproduzir os valores e
gráficos aqui apresentados. Por isso, direcionamos este
texto para estudantes de graduação, nos primeiros anos, O estudo de processos básicos do Modelo Padrão (Stan-
dard Model) ocorre, normalmente, nos últimos anos do
bacharelado em física ou em disciplinas específicas de
pós-graduação. Neste sentido, buscamos proporcionar
ao aluno uma visão geral do processo Bhabha, bem
como uma breve revisão sobre a teoria da Eletrodinâmica
Quântica (QED: Quantum electrodynamics). O processo
Bhabha, assim como outros processos da QED, possuem
um ”sinal”limpo quando comparado a processos que en-
volvam a colisão de núcleons (prótons e nêutrons). Em
processos deste tipo, envolvendo energias maiores do que
a massa destas partículas, a interação se dá a nível dos
constituintes (quarks e glúons), produzindo uma miríade
de novas partículas. A descrição da dinâmica destas in-
terações é feita pela Cromodinâmica Quântica (QCD:
Quantum Chromodynamics), associada a um novo nú-
mero quântico: a carga de cor que cada quark pode portar. Esta pode ser comparada, de forma ingênua, com a carga
elétrica, pois também possui dois tipos de carga: cor e
anticor. Por outro lado, segundo a QCD, todos os estados Espalhamento Bhabha: Um Estudo Detalhado e3318-2 ligados detectáveis devem ter um estado final branco - o
chamado singleto de cor. 2”As equações de movimento são invariantes sob uma transforma-
ção de Gauge local”. 1. Introdução propagador do elétron e do fóton devido ao escopo deste
trabalho, para maiores detalhes vide [11–14]. Já na seção
3, fazemos uma revisão sobre algumas grandezas básicas
utilizadas modernamente na Física de Partículas, bem
como a atual forma de cálculo, através dos diagramas
de Feynman. Na seção 4, apresentamos os cálculos do
processo de forma detalhada, principalmente o termo
de interferência, normalmente não incluído nos livros
texto da área. Finalmente, elencamos algumas conclu-
sões relevantes e aplicações do processo dentro das atuais
colaborações nos aceleradores de partículas, como o ILC. Um exemplo deste tipo de interação é realizado no
Grande Colisor de Hádrons (LHC: Large Hadron Colli-
der). As partículas produzidas nesse tipo de colisor pos-
suem diferentes propriedades, tais como spin, massa, e
carga elétrica. No momento da análise da colisão, diferen-
ciar uma partícula X de todas as outras requer detectores
específicos e simulações entre a estrutura do detector e a
física subjacente. Ainda, devemos lembrar que processos
envolvendo partículas e antipartículas também surgem
nesse tipo de colisão, porém, desta vez, regidos pela teoria
Eletrofraca: unificação da teoria eletromagnética (QED)
com a teoria para as interações fracas, responsáveis pelo
decaimento nuclear beta e também pelo decaimento do
píon e do múon, entre outras. Desta forma, dizemos que
processos analisados pela teoria eletrofraca resultam num
sinal experimental com menos ruído. O Colisor Linear
Internacional1 (ILC: International Linear Collider) coli-
dirá elétrons e pósitrons e utilizará o processo Bhabha
para determinar a sua luminosidade [1]. Além disso, pro-
curará determinar as propriedades do Bóson de Higgs,
Dimensões extras e a partícula supersimétrica mais leve. 1https://www.linearcollider.org/ILC 2. Introdução à Eletrodinâmica Quântica A eletrodinâmica quântica (QED, do inglês Quantum
Electrodynamics) é a teoria que unifica os fenômenos ele-
tromagnéticos, como ondas de rádio e radiações, com a
física quântica, levando a aplicações práticas na eletrô-
nica, computação e descreve as interações entre quarks
e léptons. Ainda, devemos salientar que a QED é quase
toda a base da química que conhecemos. Além disso, é
uma teoria Abeliana, ou seja, os campos de gauge comu-
tam entre si ([Aµ, Aν] = 0) pertencendo ao grupo U(1),
sendo estes os campos eletromagnéticos. Por Abeliano,
dizemos que os mediadores de campo (os fótons), não
possuem carga e, portanto, não podem interagir entre
si. Nos diagramas de Feynman temos vértices, ponto
de ”contato”, entre partículas/anti-particulas com o pro-
pagador do bóson que media a interação. Este vértice
surge ao aplicarmos o princípio de Gauge2 nos campos
fermiônico. Para termos uma ideia de como o obtemos,
partimos do Lagrangeano para partícula livre de spin
1/2 (Dirac) dado por A utilidade mais próxima de nós do estudo desse tipo de
processo pode ser visto em [2] o qual trata da antimatéria
na medicina moderna. Por fim, devemos lembrar que há
estudos igualmente importantes nesta área como estados
ligados, decaimentos, oscilações de neutrinos e medidas
de momentos dipolares magnéticos e elétricos. Neste sentido, propomos trabalhar a transposição ex-
terna do conteúdo, aquela onde o pesquisador traz os
conhecimentos da área para um nível acessível ao estu-
dante interessado nesta área da Física, inserindo novas
visões para temas já apresentados nos primeiros anos da
graduação, ou novos conceitos apresentados pela primeira
vez [3]. Nosso foco, neste artigo, é discutir fundamentos
da Física de Partículas Elementares, através dos pro-
cessos da Eletrodinâmica Quântica (QED) [4–9], haja
vista que os processos básicos de interação entre elétrons,
ou entre o elétron e sua antipartícula - o pósitron - são
importantes em diversos ramos de aplicação da Física,
como por exemplo a Física das Radiações [10], onde a
aniquilação e produção de pares são utilizadas para o
diagnóstico e tratamento de doenças. Este é o princípio
da tomografia por emissão de pósitrons (PET). Em par-
ticular, vamos nos dedicar ao estudo de um processo que
inclua estes dois aspectos: o processo Bhabha, que pode
ser interpretado como uma aniquilação entre elétron e
pósitron seguida da produção do par. LDirac = ¯ψ(iγµ∂µ −m)ψ. DOI: http://dx.doi.org/10.1590/1806-9126-RBEF-2017-0395 Revista Brasileira de Ensino de Física, vol. 40, nº 3, e3318, 2018 2. Introdução à Eletrodinâmica Quântica (1) (1) A transformação de gauge local (dependência de coorde-
nadas tipos espaço em α(x)) ocorre da seguinte forma: ψ
′(x) →eiα(x)ψ(x) e ¯ψ
′(x) →¯ψ(x)e−iα(x)
(2) (2) Vale lembrar que existem outros tipo de transforma-
ções de gauge, como a global. Em que α, desta vez, não
depende de coordenadas tipo espaço. Retornando a de-
rivação, substituindo (2) em (1) e tomando a derivada
parcial, obtemos: ∂µψ
′ →eiα(x)∂µψ(x) + ieiα(x)ψ(x)∂µα(x)
(3) (3) O segundo termo de (3) quebra a invariância de LDirac. Uma forma de contornar esse problema, é modificar a
derivada parcial para derivada covariante de forma a
satisfazer a invariância de gauge local Por esse motivo, este texto básico se destina a es-
tudantes de graduação interessados na fenomenologia
dos processos da Física de Partículas, como uma leitura
introdutória que apresenta as grandezas fundamentais
envolvidas nestes. Para tanto, na seção 2, apresentaremos
o princípio de Gauge aplicado a QED e sua aplicação
ao processo Bhabha. No entanto, não vamos derivar o D
′
µψ
′ →eiα(x)Dµψ,
(4) (4) 2”As equações de movimento são invariantes sob uma transforma-
ção de Gauge local”. Revista Brasileira de Ensino de Física, vol. 40, nº 3, e3318, 2018 e3318-3 e3318-3 Nóbrega e Mackedanz em que definimos em que definimos que ilustra com bastante clareza as 4 componentes, di-
ferenciadas pelo sinal negativo ante das coordenadas
espaciais. Por conta deste sinal, dizemos que este espaço-
tempo possui uma métrica diagonal, ou seja, a matriz
que representa tal espaço-tempo é representada por uma
matriz apenas com elementos não nulos na diagonal prin-
cipal. Esta é chamada de métrica de Minkowski com
diag(1, −1, −1, −1). D
′
µ ≡∂µ −ieA
′
µ,
(5) (5) onde Aµ é um campo vetorial que transforma-se como: onde Aµ é um campo vetorial que transforma-se como: A
′
µ →Aµ + 1
e∂µα(x). (6) (6) (6) Refazendo o cálculo anterior, exceto por termos agora
Dµ, obtemos Refazendo o cálculo anterior, exceto por termos agora
Dµ, obtemos Na análise dinâmica de um espalhamento, a grandeza
generalizada será o 4-vetor momentum (cf. [19–22]), de-
notado por D
′
µψ
′ = Dµ(eiα(x)ψ) = (∂µ −ieA
′
µ)(eiα(x)ψ). (7)
Substituindo (6) em (7), vem (7) pµ = (p0, p1, p2, p3) = (E, px, py, pz),
(11) (11) Substituindo (6) em (7), vem D
′
µψ
′ = [∂µ −ie(Aµ + 1
e∂µα(x) ) ](eiα(x)ψ). 2. Introdução à Eletrodinâmica Quântica (8) a qual respeitar as transformações de Lorentz entre re-
ferenciais inerciais. Comumente os referenciais mais uti-
lizados são o de laboratório (LAB) onde as partículas
envolvidas têm seus momenta medidos em relação a algo
externo à colisão e o referencial de centro de massa (CM),
usado para facilitar as considerações das leis de conser-
vação (momentum e energia). Deste último, falaremos
um pouco mais pela sua praticidade para analisar os
espalhamentos. Lembramos que, para estes processos, a
conservação do 3-vetor momentum é garantida. (8) Desta forma, encontramos D
′
µψ
′ = eiα(x)(∂µ −ieAµ)ψ = eiα(x)Dµψ. (9) (9) Logo, a equação (9) satisfaz à condição (4) tornando-se,
assim, invariante de gauge local. Para podermos entender o processo de espalhamento
Bhabha, bem como estender os conceitos para demais pro-
cessos, precisamos inicialmente ter alguns conhecimentos
e definições básicos sobre referenciais e grandezas pró-
prias da Física de partículas. A próxima seção é dedicada
a apresentar estes fundamentos, de forma breve. Eles
podem ser encontrados, para quem desejar aprofundar
seus estudos em [11–15]. No referencial de centro de massa, vamos considerar
o processo esquematizado na Fig. 1 como uma colisão
elástica, ou seja, Etotal = E1 + E2 também é conservada. Neste referencial, o momentum total inicial é nulo, ou seja,
(Ptotal = P1 + P2) = 0. Isto significa que P1 = −P2). Além disso, como estamos trabalhando com feixes de
mesma energia, com partículas de massa similar (pó-
sitrons e elétrons), consideramos E1 = E2 = Ecm e
P1 = P2 = P. DOI: http://dx.doi.org/10.1590/1806-9126-RBEF-2017-0395 Revista Brasileira de Ensino de Física, vol. 40, nº 3, e3318, 2018 Espalhamento Bhabha: Um Estudo Detalhado e3318-4 medida em unidades de área. Pelas dimensões envolvidas
na Física de Partículas, definimos uma unidade especial
chamada barn, em que 1 barn = 10−28 metros2. o que mostra que a massa é uma grandeza invariante. O
último passo usa as definições para energia e momentum
relativísticos. A partir destas relações entre os momenta
iniciais, podemos construir relações úteis no referencial
CM, também invariantes. Para determinar corretamente a seção de choque, deve-
mos lembrar que a representação ocorre num espaço de
transferência de momentum, chamado de espaço de fase
do processo. Considerando um processo 1 + 2 →3 + 4,
existe uma taxa de transição por unidade de volume
deste espaço de fase Wfi. Em outras palavras, esta é a
densidade de probabilidade do processo ocorrer. A seção
de choque é proporcional a esta densidade, considerando
o fluxo de partículas incidentes e o número de estados
detectados ao final do processo. A forma como os 4-momenta são transferidos entre os
estados inicial e final permitem definir grandezas inva-
riantes, denominadas variáveis de Mandelstam. Elas
apresentam relações que envolvem a energia, o momen-
tum e o ângulo de espalhamento das partículas iniciais e
finais do processo. Tomando uma das partículas (e seu
momentum) como base, podemos ter três combinações,
vistas como canais de transferência de momentum: ani-
quilação (canal s) e espalhamento (canais t e u), definidos
como: Considerando cada um destes termos em separado,
iniciamos com o número de estados finais. Para defi-
nir o número total destes, vamos considerar uma porção
finita do espaço de fase, uma caixa cúbica de lado L. Em
cada dimensão linear, o número de estados possíveis é
L
2π∆p, onde o fator 2π surge das condições de contorno
periódicas do problema. Como este espaço considerado é
isotrópico, o número total de estado disponíveis dentro
desta caixa é
V
(2π)3 ∆3p. O número de partículas em cada
unidade de volume é definido como 2E, de forma que o
número de estados permitidos por partícula é s = (P1 + P2)2 = (P3 + P4)2
t = (P1 −P3)2 = (P2 −P4)2
(15)
u = (P1 −P4)2 = (P2 −P3)2 (15) No limite relativístico, a massa invariante das par-
tículas envolvidas no espalhamento Bhabha pode ser
considerada como nula (P 2
i = m2
i ≈0) e, aplicando a
relação energia-momento 13, obtemos V
(2π)3
d3p
2E . (19) V
(2π)3
d3p
2E . Espalhamento Bhabha: Um Estudo Detalhado (19) s
=
P 2
1 + P 2
2 + 2P1P2 ≈2P1P2 = 2(E2 −⃗P1 · ⃗P2)
s
=
2(E2 −|⃗P|2cos θ) = 4E2
(16) (19) (16) O próximo passo é o cálculo do fluxo inicial de partì-
culas, onde podemos interpretar uma delas como projétil
e outra como alvo. O fluxo relativo à partícula incidente,
por unidade de volume é dado pelo produto entre sua
velocidade e a densidade volumétrica; logo, |v| 2E
V . Para
o alvo, apenas nos interessa sua densidade 2E
V . onde o ângulo entre os vetores momentum das partículas
corresponde a 180 graus (pela conservação do momentum
linear). As demais variáveis de Mandelstam podem também
ser definidas em termos do ângulo de espalhamento θ,
dadas por: Para finalizar, precisamos determinar a densidade
de probabilidade de ocorrência da colisão. Ela está
associada à amplitude de espalhamento M, em es-
pecial seu quadrado, tendo em vista que a densidade é
um número real. Além disso, ela carrega um termo de
conservação do 4-momentum, a função delta de Dirac,
δ(4)(p). Assim, pode ser expressa como s
= 4E2
t
= −2|⃗P|2(1 −cos θ) = −4E2sen2(θ
2)
(17)
u
= −2|⃗P|2(1 + cos θ) = −4E2cos2(θ
2) (17) Com isto, recuperamos, no limite relativístico (m ≈0),
uma relação básica entre as variáveis de Mandelstam
(garantida pela conservação do 4-momentum) Wfi = (2π)4δ(4)(pC + pD −pA −pB)
V 4
|M|2,
(20) (20) onde temos a normalização por unidade de volume. Con-
siderando o processo A+B →C +D, podemos relacionar
cada partícula a seu 4-momentum e temos s + t + u = 4m2. (18) (18) Na próxima seção, vamos definir uma quantidade funda-
mental na Física de Partículas, uma vez que trabalhamos
com espalhamentos e estes devem ter uma relação geo-
métrica. ∆σ
=
1
|vA|2EA2EB
1
(2π)3
d3pC
2EC
1
(2π)3
d3pD
2ED
(2π)4
×
δ(4)(pC + pD −pA −pB)|M|2,
(21) (21) onde definimos a seção de choque pela letra grega σ. Como o volume do espaço é arbitrário, ele é cancelado
nesta expressão. Podemos identificar aqui três elementos,
genericamente denotados por Revista Brasileira de Ensino de Física, vol. 40, nº 3, e3318, 2018 DOI: http://dx.doi.org/10.1590/1806-9126-RBEF-2017-0395 3. Parâmetros em Física de Partículas Em termos dos 4-momenta, P µ
1 = (E1, P) e P µ
2 =
(E2, −P). Para calcularmos um invariante associado ao 4-
vetor momentum, utilizamos a regra de soma de Einstein Para estudarmos os processo básicos da Física de Partí-
culas, em que no nosso caso é o espalhamentos, devemos
conhecer a cinemática relativística, que descreve as gran-
dezas dinâmicas e suas relações em altas energias. Nessa
seção apresentaremos os principais parâmetros físicos
necessários para compreendermos os processos simples,
como o espalhamento Bhabha. Durante todo o trabalho,
usaremos as unidades naturais: c=1 e ℏ=1, da forma
como usualmente é trabalhado na Física de Partículas. Isso permite que tratemos todas as grandezas cinemáti-
cas em termos de unidades de energia, que na área é o
elétron-Volt (eV) e seus múltiplos. P 2 = P µPµ,
(12) (12) onde a mudança na posição do índice simboliza a troca
da matriz que representa o 4-vetor por sua transposta. O
produto escalar entre dois 4-vetores momentum (também
invariante de Lorentz) nos leva a relação de energia-
momentum, P1 · P2
=
P µ
1 · Pµ2
=
(E, P) · (E, −P)T
(13)
=
E2 −|⃗P|2 = m2,
(14)
Figura 1: Representação do espalhamento 2 →2 (13)
(14) (14) Uma vez que os processos investigados envolvem partí-
culas em altas velocidades, comparáveis à da luz (v ≈c),
devemos utilizar a Relatividade Restrita( [16–18]). Nesse
contexto, precisamos definir inicialmente grandezas que
sejam invariantes de referencial, ou seja, grandezas que
tem um valor único, não importando o referencial no
qual as computemos. Uma rápida inspeção em textos
básicos sobre Relatividade Restrita nos mostra que estas
grandezas podem ser relacionados como um 4-vetor, com
1 componente temporal adicionada às três espaciais. O
exemplo clássico é o intervalo definido no espaço-tempo Figura 1: Representação do espalhamento 2 →2 (∆s)2 = (∆t)2 −(∆x)2 −(∆y)2 −(∆z)2,
(10) (10) Revista Brasileira de Ensino de Física, vol. 40, nº 3, e3318, 2018 Espalhamento Bhabha: Um Estudo Detalhado Espalhamento Bhabha: Um Estudo Detalhado e3318-5 e3318-5
Figura 2: Regras de Feynman para QED [23] onde F = |vA|2EA2EB e o elemento do espaço de fase
invariante de Lorentz dLips = (2π)4δ(4)(pC + pD −pA −
pB)
d3pC
(2π)32EC
d3pD
(2π)32ED . Estes dois termos podem ser cal-
culados e demonstram ser manifestamente invariantes. A informação física sobre o processo reside apenas na
amplitude de espalhamento. No referencial de centro de massa, onde os vetores mo-
mentum são simétricos, os fatores invariantes são simpli-
ficados em termos de ângulo de espalhamento e variáveis
de Mandelstam dLips
=
1
(4π2)
|⃗pf|
4√sdΩ
(23)
F
=
4|⃗pi|√s,
(24) (23) Figura 2: Regras de Feynman para QED [23] (24) onde |⃗pi| = |⃗p1,2| e |⃗pf| = |⃗p3,4|.Assim, a seção de choque
diferencial (dependente do ângulo de espalhamento θ)
para o processo é dada por [24]: dσ = |⃗pf|
|⃗pi|
< |M|2 >
64π2s
dΩ
(25) (25) Como esta colisão é elástica (e a conservação de momen-
tum linear nos garante que |⃗pf| = |⃗pi|), temos E1 = E2. Logo, s = (E1 + E2)2 e: dσ
dΩ= < |M|2 >
64π2(2E)2 . (26) (26) Figura 2: Regras de Feynman para QED [23] Para obtermos a predição dada pela teoria, resta-nos
determinar o termo |M|2, associado à amplitude do es-
palhamento, calculado pela teoria e que nos informa a
intensidade da interação. contribuição negativa devido ao Princípio da Exclusão
de Pauli. Richard Phillips Feynman3 mostrou como calcular es-
tas amplitudes a partir de representações gráficas, com
regras definidas na Teoria Quântica de Campos para
estas interações entre partículas, tratando estas repre-
sentações não no espaço de posições, mas no espaço de
momentum, ou seja, ilustrando graficamente o fluxo do
momentum. Partindo dos diagramas de Feynman de um
dado processo e usandos essas regras, apresentadas na
Figura (2), conseguimos obter a amplitude invariante
de Lorentz. Na próxima seção, utilizaremos estas regras
para determinar a amplitude M. Vamos utilizar as regras apresentadas na figura 2 a fim
de obter a amplitude de Lorentz referente ao diagrama 1. Para analisar o gráfico devemos perceber que as linhas
contínuas representam os férmions (elétrons ou pósitrons)
e a seta indicativa do momentum diferencia ambos. Ou
seja, considerando o tempo a partir da esquerda, P1 e P3
representam elétrons e P2 e P4 representam pósitrons. A
leitura deste diagrama, usando as regras ilustradas na
Fig. 2, nos fornece M1 = −e2
s [¯u(3)(γµ)v(4)][¯v(2)(γµ)u(1)]
(27) (27) 3http://www-history.mcs.st-and.ac.uk/Biographies/Feynman.
html 4. Seção de choque A seção de choque é um parâmetro que informa a proba-
bilidade de uma dada reação ocorrer, sendo este medido
experimentalmente. Além disso, ela pode ser interpre-
tada como uma área efetiva de interação e, portanto, dσ = |M|2
F
dLips,
(22) (22) DOI: http://dx.doi.org/10.1590/1806-9126-RBEF-2017-0395 Revista Brasileira de Ensino de Física, vol. 40, nº 3, e3318, 2018 Nóbrega e Mackedanz Nóbrega e Mackedanz Revista Brasileira de Ensino de Física, vol. 40, nº 3, e3318, 2018 5. O Processo Bhabha e sua conjugada e sua conjugada Conforme mencionado na introdução, o processo estu-
dado por Bhabha [25] é o espalhamento elétron-pósitron
(e−+ e+ →e−+ e+). Para este processo temos a contri-
buição de dois diagramas, conforme podemos ver na Fig. (3). O diagrama 1, corresponde ao processo de aniquila-
ção, e o diagrama 2 ao de espalhamento. M∗
1 = −e2
s [¯v(4)(γµ)u(3)][¯u(1)(γµ)v(2)]
(28) (28) A troca de momentum desse diagrama ocorre no canal s,
ou seja, s = (P1 + P2)2. A amplitude total de Lorentz para este processo con-
sidera as contribuições dos dois diagramas, bem como
de um termo de interferência entre eles. Este termo tem A média quadrática da amplitude invariante de Lorentz
é definida por: < |M|2 >= 1
4|M||M†|,
(29) (29) DOI: http://dx.doi.org/10.1590/1806-9126-RBEF-2017-0395 Revista Brasileira de Ensino de Física, vol. 40, nº 3, e3318, 2018 318-6
Espalhamento Bhabha: Um Estudo Detalh
Figura 3: Canais com as contribuições de aniquilação (canal s) e espalhamento (canal t) para o processo Bhabha e3318-6 Espalhamento Bhabha: Um Estudo Detalhado : Canais com as contribuições de aniquilação (canal s) e espalhamento (canal t) para o processo Bhabha Figura 3: Canais com as contribuições de aniquilação (canal s) e espalhamento (canal t) para o onde o fator
1
4 surge devido à média sobre todas as
possíveis configurações de spins das partículas incidentes4 Podemos verificar que os dois diagramas têm expressões
similares finais, apenas mediante a troca s ↔t. Esta
observação é importante para que possamos verificar
que os dois termos presentes na interferência terão este
mesmo comportamento. Com isso, e utilizando as relações de completeza pre-
sente no apêndice A1.1 e A1.2, tanto para o pósitron
quanto para o elétron5, obtemos Para concluir o cálculo deste processo, devemos obter s
termo de interferência. Na primeira parte dele, juntamos
as expressões já definidas acima e temos < |M1|2 >=
8e4
(P1 + P2)4 [(p1·p3)(p2·p4)+(p1·p4)(p2·p3)],
(30)
i
ã
l ti í ti
t
tili
d
R (30) M1M∗
2
=
e4
ts [¯u(3)(γµ)v(4)]
|
{z
}
a
[¯v(2)(γµ)u(1)]
|
{z
}
b
×
[¯u(1)(γν)u(3)]
|
{z
}
c
[¯v(4)(γν)v(2)]
|
{z
}
d na aproximação relativística que estamos utilizando. Re-
escrevendo esta expresão em termos das variáveis de
Mandelstam (Eqs. 15), encontramos < |M1|2 >= 2e4
t2 + u2
s2
(31) (31) Como a,b,c e d são números, vamos reordená-los de
maneira conveniente. Revista Brasileira de Ensino de Física, vol. 40, nº 3, e3318, 2018 DOI: http://dx.doi.org/10.1590/1806-9126-RBEF-2017-0395 ísica, vol. 40, nº 3, e3318, 2018
DOI: http://dx.doi.org/10.1590/1806-9126-RBEF-2017-0395 5. O Processo Bhabha Logo: No caso do diagrama 2, onde a troca de momentum desse
diagrama ocorre no canal t, ou seja, t = (P1−P3)2, temos M1M∗
2
=
e4
ts [a · d · b · c] = e4
ts [¯u(3)(γµ)v(4)]
|
{z
}
a
×
[¯v(4)(γν)v(2)]
|
{z
}
d
[¯v(2)(γµ)u(1)]
|
{z
}
b
[¯u(1)(γν)u
|
{z
c M2 = −e2
k2 [¯u(3)(γν)u(1)][¯v(2)(γν)v(4)]
(32) (32) e sua conjugada e sua conjugada M∗
2 = −e2
t [¯u(1)(γν)u(3)][¯v(4)(γν)v(2)]
(33) Somando sobre todos os spins e sobre a média dos spins
das partículas incidentes, temos: (33)
Somando sobre todos os spins e sobre a média dos spins
das partículas incidentes, temos: (33) Então, de forma similar ao cálculo que levou a Eq. 31,
obtemos < |M1M∗
2| >=
X
s
X
s
X
s
X
s
1
4|M1M∗
2| Então, de forma similar ao cálculo que levou a Eq. 31,
obtemos < |M2|2 >=
8e4
(P1 −P3)4 [(p1·p4)(p2·p3)+(p1·p2)(p3·p4)]
(34) Como estamos trabalhando com números, conforme mos-
tramos acima para rearranjá-los, esta expressão pode
ser substituída usando a definição de traço de matriz
(apêndice A.2.3) e a relação de completeza (apêndice
A.1.1 e A.1.2) (
)
ou, em termos das variáveis de Mandelstam (
)
ou, em termos das variáveis de Mandelstam < |M2|2 >= 2e4
u2 + s2
t2
. (35) (35) < |M1M∗
2| >
=
1
4
e4
ts Tr[u(3)¯u(3)
|
{z
}
P3+m
γµ v(4)¯v(4)
|
{z
}
P4−m
γν
×
v(2)¯v(2)
|
{z
}
P2−m
γµ u(1)¯u(1)
|
{z
}
P1+m
γν] 4A média é dada por
1
(2S1+1)(2S2+1) onde Si é o spin da partícula
incidente i. Neste caso em particular, o spin do elétron é 1/2. O
spin do pósitron é idêntico ao do elétron. Logo, S1 = S2 = 1/2,
resultando no fator 1/4. /
5Os espinores u e v satisfazem a equação de Dirac no espaço
de momento. Tendo as seguintes características: são ortogonais
( ¯u1u2 = 0 e ¯v1v2 = 0) e normalizados( ¯u1u1 = 2mc e ¯v1v1 =
−2mc). onde usamos a propriedade cíclica do traço para deslocar
u(3) para o início do termo. No limite relativístico, que DOI: http://dx.doi.org/10.1590/1806-9126-RBEF-2017-0395 Revista Brasileira de Ensino de Física, vol. 5. O Processo Bhabha < |M1M∗
2| >= 1
4
e4
ts (−2)Tr[
P3 γν
P1
P4γν
|
{z
}
D
P2] Fazendo uso da propriedade das matrizes gama(apêndice
A.3.7) em D6 na equação acima: < |M1M∗
2| >= 1
4
e4
ts (−8(P1 · P4)Tr[
P3
P2] Por fim, aplicando o teorema do traço (apêndice A.4.4),
obtemos < |M1M∗
2| >= 1
4
e4
ts (−32)(P1 · P4 · P3 · P2) Para obtermos a figura 4, os dados experimentais de-
vem ser dividos por s (energia de centro de massa ao
quadrado), pois é desta forma que os dados experimentais
estão no artigo experimental. ou, em termos das variáveis de Mandelstam ou, em termos das variáveis de Mandelstam −< |M1M∗
2| >= 2e4 u2
ts
(37) (37) Além disso, integrando a equação(35) no ângulo sólido
|cos(θ)| < 0.84, obtemos a seção de choque total em
relação a energia de centro de massa, como é mostrado
na figura 5. Como a troca do diagrama 1 pelo 2 levou a resultados
similares em suas amplitudes de espalhamento, exceto
pela troca s ↔t, podemos considerar a mesma troca
para a segunda parte do termo de interferência, o que
leva a um valor igual ao obtido no primeiro. Assim, a
soma deles resulta em: Este resultado, confrontando teoria e experimento, é a
principal avaliação de nosso cálculo. Antes de afirmarmos
a boa descrição dos dados experimentais, é importante
ressaltar que esta etapa nos permite grandes avanços
na teoria e na fenomenologia da Física de Partículas. Esta comparação deve ser vista, então, como o principal
resultado de qualquer cálculo de processos na Física de
Altas Energias. −(< |M1M∗
2| > + < |M ∗
1 M2| >) = 4e4 u2
ts
(38) (38) Com isso, a amplitude total de Lorentz é: < |M|2 >= 2e4
t2 + u2
s2
+ u2 + s2
t2
+ 2u2
ts
(39) (39) 5. O Processo Bhabha 40, nº 3, e3318, 2018 Nóbrega e Mackedanz e3318-7 e3318-7 Nóbrega e Mackedanz Usando as relações trigonométricas e a substituição
x = cos θ, podemos reescrever como utilizamos, m ≈0 e temos: < |M1M∗
2| >= 1
4
e4
ts Tr[(
P3γµ
P4γν
P2γµ
P1γν)] < |M|2 >= 2e4
(1 + x)2 + 4
(1 −x)2
+ (1 + x2)
2
−(1 + x)2
(1 −x)
Aplicando novamente a propriedade do traço (apêndice
A.2.3) na equação anterior, temos: Aplicando a expressão acima na Eq. 26, obtemos < |M1M∗
2| >
=
1
4
e4
ts Tr[(
P3γµ
P4γν
P2
|
{z
}
A
γµ
P1γν
| {z }
B
)]
=
1
4
e4
ts Tr[γµ
P1γν
| {z }
B
P3γµ
P4γν
P2
|
{z
}
A
]
< |M1M∗
2| >
=
1
4
e4
ts Tr[γµ
P1γν
P3γµ
|
{z
}
C
P4γν
P2] (36) dσ
dΩ=
2e4
64π2(2E)2
(1 + x)2 + 4
(1 −x)2
+ (1 + x2)
2
−(1 + x)2
(1 −x)
usando a definição da constante de estrutura fina(α =
e2
4π ≈
1
137) e de energia de centro de massa (√s =
2Efeixe): usando a definição da constante de estrutura fina(α =
e2
4π ≈
1
137) e de energia de centro de massa (√s =
2Efeixe): < |M1M∗
2| >
=
1
4
e4
ts Tr[γµ
P1γν
P3γµ
|
{z
}
C
P4γν
P2] (36) dσ
dΩ= α2
2s
(1 + x)2 + 4
(1 −x)2
+ (1 + x2)
2
−(1 + x)2
(1 −x)
(40) (40) Aplicando a propriedade da notação slash(apêndice A.3.8’)
em C da Eq 36: A figura 5 mostra a seção de choque diferencial calcu-
lada através da Eq. 40. Nesta figura foi comparada a curva
teórica com os dados obtidos pela Colaboração Tasso7. Ainda, se a energia de centro de massa fosse da ordem
da massa do bóson Z (mZ = 91.1876 GeV) [24], teríamos
um diagrama idêntico ao do canal s exceto pela troca de
γ por Z. O bóson Z(neutro) e W ±(carregado) são bósons
massivos descritos pela teoria Eletrofraca. Sendo esta
responsável pelo decaimentos radioativos. Desta forma,
teríamos 3 diagramas mais as suas respectivas interferên-
cias. 7Neste mesmo experimento foi descoberto o glúon [26] em 1979,
o mediador da força forte, descrito pela cromodinâmica quân-
tica(Quantum Cromodynamics - QCD). DOI: http://dx.doi.org/10.1590/1806-9126-RBEF-2017-0395 Revista Brasileira de Ensino de Física, vol. 40, nº 3, e3318, 2018 8Ou crossing symmetry. 6 Lembrando que agora P1P2 são escalares e, portanto, saem do
traço. 5.1. Simetria de Cruzamento Substituindo as variáveis de Mandelstam (Eq. 15) por
sua relação com os ângulos de espalhamento, a Eq. (39)
torna-se A simetria de cruzamento8 pode ser usada para se obter
a amplitude de espalhamento através de outro processo,
ou seja, trocando a partícula P pela sua anti-partícula
¯P. Além disso, também permite a obtenção de um decai-
mento do processo A →¯B + C + D a partir de A + B →
C + D. Cabe salientar que o número leptônico sempre < |M|2 >
=
2e4
"
cos4( θ
2) + 1
sen4( θ
2)
+ (1 + cos2(θ))
2
−
2 cos4( θ
2)
sen2( θ
2)
# 6 Lembrando que agora P1P2 são escalares e, portanto, saem do
traço. 6 Lembrando que agora P1P2 são escalares e, portanto, saem do
traço. DOI: http://dx.doi.org/10.1590/1806-9126-RBEF-2017-0395 Revista Brasileira de Ensino de Física, vol. 40, nº 3, e3318, 2018 e3318-8 Espalhamento Bhabha: Um Estudo Detalhado Espalhamento Bhabha: Um Estudo Detalhado
Figura 4: Seção de choque diferencial em termos do cos θ. Figura 5: Seção de choque total em termos da energia de centro de massa (√s). rvado. Um exemplo prático da simetria de
6. Considerações Experimentais Figura 4: Seção de choque diferencial em termos do cos θ Figura 4: Seção de choque diferencial em termos do cos θ. Figura 4: Seção de choque diferencial em termos do cos θ. Figura 5: Seção de choque total em termos da energia de centro de massa (√s). Figura 5: Seção de choque total em termos da energia de centro de massa (√s). Revista Brasileira de Ensino de Física, vol. 40, nº 3, e3318, 2018 DOI: http://dx.doi.org/10.1590/1806-9126-RBEF-2017-0395 7. Considerações Finais [4] S. Tomonaga, Prog. Theo. Phys. 1, 27 (1948). [5] J. Schwinger, Phys. Rev. 73, 416 (1948). Neste trabalho, buscamos apresentar algumas das técni-
cas utilizadas na Física de Partículas de forma didática,
visando fornecer aos estudantes dos últimos anos dos
cursos superiores uma visão da física e da matemática
envolvidas nos tópicos mais avançados. Com a entrada
em funcionamento do LHC, em 2010, e com o anúncio da
descoberta do Bóson de Higgs, em 4 de Julho 2012, mui-
tos acadêmicos trazem suas curiosidade ao ingressarem
na graduação. Aqui, mostramos através do cálculo de
um processo específico, como os físicos tratam as colisões
num experimento, e a partir desse tratamento, fazem as
predições sobre resultados para cada processo. [6] J. Schwinger, Phys. Rev. 74, 1439 (1948) [7] R. P. Feynman, Phys. Rev. 76, 749 (1949). [8] R. P. Feynman, Phys. Rev. 76, 769 (1949). [9] R. P. Feynman, Phys. Rev. 80, 440 (1950) [10] W. B. de Sousa, Física das Radiações: uma proposta para
o Ensino Médio. Dissertação de Mestrado, Universidade
de São Paulo, 2009. [11] J. M. F. Bassalo, Eletrodinâmica Quântica (Livraria da
Física, São Paulo, 2006). [12] B. R. Martin e G. Shaw, Particle Physics (Wiley, Chi-
chester, 2008), 4 ed. [13] M. Thompson, Modern Particle Physics (Cambridge
University Press, Cambridge, 2013), 1 ed. A escolha do processo Bhabha deu-se, em primeiro lu-
gar, por trabalhar com muitos dos aspectos fundamentais
do cálculo de processos, porém numa interação limpa,
que é a eletromagnética, descrita pela Eletrodinâmica
Quântica. Além de seu caráter didático para o cálculo de
amplitudes, o processo Bhabha é frequentemente usado
como um monitoramento da luminosidade [1] para ex-
perimentos envolvendo espalhamentos elétron-pósitron. Medidas precisas da luminosidade são necessárias para
diminuir os erros experimentais na medição das seções
de choque. [14] A. Bettini, Introduction to Elementary Particle Physics
(Cambridge University Press, Cambridge, 2012), 2 ed. [15] D. Griffths, Introduction to Elementary Particles (Wiley,
Weinheim, 2008), 2 ed. [16] H. V. Fagundes, Teoria da Relatividade no Nível Mate-
mático do Ensino Médio (Editora Livraria da Física, São
Paulo, 2009). [17] R. D’Auria e M. Trigiante, From Special Relativity to
Feynman Diagrams: A Course in Theoretical Particle
Physics for Beginners (Springer, Switzerland, 2016), 2
ed. [18] J. H. Smith, Introduction to Special Relativity (Dover
Publications, Dover, 2015), 1 ed. 7. Considerações Finais Finalmente, entendemos que apresentar tópicos mais
avançados da Física, cujo caráter se aproxima mais da
pesquisa do que do ensino, em um nível suficientemente
claro para ser lido e estudado por acadêmicos nos últimos
anos, é uma estratégia para despertar o talento e a curio-
sidade precoces nestes, fomentando as oportunidades de
formação nesta área. Os scripts (Mathematica, Gnuplot
e Python) e o código em FORTRAN estão disponíveis
online9. [19] Y. Nagashima, Elementary Particle Physics: Quantum
Field Theory and Particles (Wiley, Weinheim, 2010), v. 1, p. 964. [20] M. E. Peskin e D. V. Schroeder, An Introduction to
Quantum Field Theory (Perseus, Reading, 1995), 1 ed. [21] M. D. Schwartz, Quantum Field Theory and the Standard
Model (Cambridge University Press, Cambridge, 2014),
1 ed. [22] T. Lancaster e S. J. Blundell, Quantum Field Theory for
the Gifted Amateur (Oxford University Press, Oxford,
2014). Agradecimentos [23] F. Halzen e A. D. Martin, Quarks and Leptons: An
Introductory Course in Modern Particle Physics (Wiley,
New York, 1984), 1 ed. F. K. N. e L. F. M. agradecem ao revisor deste artigo pelas
apropriadas recomendações. Por fim, F.K.N. agradece ao
CNPq pelo suporte financeiro. [24] C. Patrignani et al. (Particle Data Group), Chin. Phys. C 40, 100001 (2016). 9https://github.com/fabiokopp Referências tigo [27]. Obtemos χ2=23.89 com número de graus de
liberdade(ndf=ν) igual a 19. Para o χ2/ν=1.25. Um bom
ajuste é aquele em que o (χ2/ν) aproximasse de 1. A pro-
babilidade de obtermos o mesmo resultado ou uma resul-
tado maior numa amostra qualquer é de P(χ2, ν) = 20%. Onde o ideal é quando P(χ2, ν) aproximasse de 50 % [28]. [1] I. Bozovic-Jelisavcic, S. Lukic, G. Milutinovic Dumbelo-
vic, M. Pandurovic e I. Smiljanic, Journal of Instrumen-
tation 8, P08012 (2013). [2] A.C.B. Machado, V. Pleitez e M.C. Tijero, Rev. Bras. Ens. Fís. 28, 407 (2006). [3] G. Brockington e M. Pietrocola, Inv. Ens. Cien. 10, 387
(2005). 6. Considerações Experimentais deve ser conservado. Um exemplo prático da simetria de
crossing é a obtenção da amplitude de e−µ−→e−µ−a
partir da amplitude do Bhabha no canal S. Neste pro-
cesso temos e−(P1)+e+(P2) →e+(P3)+e−(P4). Por não
termos aniquilação de partículas e por serem de sabores
diferentes, teremos somente a contribuição no canal t. Para tanto, substituindo e+(P2) →µ−(−P3) na eq. 31,
obteremos a amplitude da eq. 35, a qual corresponde a
amplitude do processo e−µ−→e−µ−. Para checarmos a qualidade da teoria contra experimento,
utilizamos o teste do qui-quadrado (χ2) e chi-quadrado
reduzido (χ2/ν). As definições destes podem ser vistas no
apêndice A.5. Para realizar esse teste, usamos a energia
de centro de massa (√s= 34.8 GeV), com luminosidade
integrada (
R
Ldt = 174.5 pb−1) correspondendo a 166348
eventos, sendo este o maior número de eventos do ar- DOI: http://dx.doi.org/10.1590/1806-9126-RBEF-2017-0395 Revista Brasileira de Ensino de Física, vol. 40, nº 3, e3318, 2018 Nóbrega e Mackedanz e3318-9 e3318-9 Referências Revista Brasileira de Ensino de Física, vol. 40, nº 3, e3318, 2018 DOI: http://dx.doi.org/10.1590/1806-9126-RBEF-2017-0395 Material Suplementar 25] H. J. Bhabha, Proc. Roy. Soc. A154, 195 (1935) [26] J. Ellis, Int. J. Mod. Phys. A29, 1430072 (2014). [27] W. Braunschweig et al. (TASSO Coll.), Z. Phys. C37,
171 (1988). O seguinte material suplementar está disponível online:
Apêndice A Apêndice A [28] P. R. Bevington e D. K. Robinson, Data Reduction and
Error Analysis for the Physical Sciences (McGraw-Hill,
New York, 2002), 3 ed. Revista Brasileira de Ensino de Física, vol. 40, nº 3, e3318, 2018
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https://openalex.org/W4362483518
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https://figshare.com/articles/journal_contribution/Supplementary_Table_7_from_Proteomic_Profiling_Identifies_Dysregulated_Pathways_in_Small_Cell_Lung_Cancer_and_Novel_Therapeutic_Targets_Including_PARP1/22528410/1/files/39991419.pdf
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English
| null |
Supplementary Table 5 from Proteomic Profiling Identifies Dysregulated Pathways in Small Cell Lung Cancer and Novel Therapeutic Targets Including PARP1
| null | 2,023
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| 1,626
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Supplemental Table 7. Antibodies used in reverse-phase protein microarrays
Antibody (standard name)
Source
Cat. #
PI3K Pathway
Host
Akt
Cell signaling
9272
Phospho-Akt (Ser473)
Cell signaling
9271
R
Phospho-Akt (Thr308)
Cell signaling
9275
R
GSK-3α/β (P-Ser21/9)
Cell signaling
9331
R
GSK-3α/β
Santa Cruz
SC-7291
R
mTOR
Cell signaling
2983
M
Phospho-p70 S6 Kinase(Thr389)
Cell signaling
9205
R
p70 S6 Kinase
Epitomics
EP1494-1
R
Phospho-S6 Ribosomal Protein (Ser235/236)
Cell signaling
2211
R
Phospho-S6 Ribosomal Protein (Ser240/242)
Cell signaling
2215
R
S6 Ribosomal Protein
Cell signaling
2217
R
FoxO3a
Cell signaling
9467
R
Phospho-FoxO3a (Ser318/321)
Cell signaling
9465
R
PTEN
Cell signaling
9552
R
PI3-kinase p110α
Epitomics
EP1683
R
PI3 Kinase p85
Cell signaling
4292
R
Phospho-IRS 1 (Ser307)
Upstate
07-247
R
IRS1
Millipore
06-248
R
Phopho-PDK1(Ser241)
Cell signaling
3061
R
PDK1
Cell signaling
3062
R
Phospho-SGK (Ser78)
Cell signaling
3271
R
SGK
Cell signaling
3272
R
Phospho-4E-BP1 (P-Thr70)
Cell signaling
9455
R
Phospho-4E-BP1 (Thr37/46)
Cell signaling
9459
R
Phospho-4E-BP1 (Ser65)
Cell signaling
9456
R
4E-BP1
Cell signaling
9452
R
eIF4E
Cell signaling
9742
R
YAP
Cell signaling
4912
R
YB1(Val)
SDI
GA1725
R
MAPK Pathway
Phospho-MEK1/2 (Ser217/221)
Cell signaling
9121
R
MEK1
Epitomics
EP1235-1
R
Phospho-p44/42 MAPK (Erk1/2) (Thr202/Tyr204)
Cell signaling
9101
R
Phospho-p44/42 MAPK(Erk1/2)(Thr202/Tyr204) (197G2)
Cell signaling
4377
R
ERK2
Santa Cruz
sc-154
R
Phospho-p38 MAPKinase (Thr180/Tyr182)
Cell signaling
9211
R
p38 MAP Kinase
Cell signaling
9212
R
JNK2
Cell signaling
4672
R
c-Jun
Cell signaling
9165
R
Phospho-cJun (Ser73)
Cell signaling
9164
R
Phospho-p90RSK (Thr359/Ser363)
Cell signaling
9344
R
p90RSK
Cell signaling
9347
R
Raf-1
Millipore
05-739
R
HSP27
Cell signaling
2402
M Supplemental Table 7. Antibodies used in reverse-phase protein microarrays
Antibody (standard name)
Source
Cat. #
PI3K Pathway
Host
Akt
Cell signaling
9272
Phospho-Akt (Ser473)
Cell signaling
9271
R
Phospho-Akt (Thr308)
Cell signaling
9275
R
GSK-3α/β (P-Ser21/9)
Cell signaling
9331
R
GSK-3α/β
Santa Cruz
SC-7291
R
mTOR
Cell signaling
2983
M
Phospho-p70 S6 Kinase(Thr389)
Cell signaling
9205
R
p70 S6 Kinase
Epitomics
EP1494-1
R
Phospho-S6 Ribosomal Protein (Ser235/236)
Cell signaling
2211
R
Phospho-S6 Ribosomal Protein (Ser240/242)
Cell signaling
2215
R
S6 Ribosomal Protein
Cell signaling
2217
R
FoxO3a
Cell signaling
9467
R
Phospho-FoxO3a (Ser318/321)
Cell signaling
9465
R
PTEN
Cell signaling
9552
R
PI3-kinase p110α
Epitomics
EP1683
R
PI3 Kinase p85
Cell signaling
4292
R
Phospho-IRS 1 (Ser307)
Upstate
07-247
R
IRS1
Millipore
06-248
R
Phopho-PDK1(Ser241)
Cell signaling
3061
R
PDK1
Cell signaling
3062
R
Phospho-SGK (Ser78)
Cell signaling
3271
R
SGK
Cell signaling
3272
R
Phospho-4E-BP1 (P-Thr70)
Cell signaling
9455
R
Phospho-4E-BP1 (Thr37/46)
Cell signaling
9459
R
Phospho-4E-BP1 (Ser65)
Cell signaling
9456
R
4E-BP1
Cell signaling
9452
R
eIF4E
Cell signaling
9742
R
YAP
Cell signaling
4912
R
YB1(Val)
SDI
GA1725
R
MAPK Pathway
Phospho-MEK1/2 (Ser217/221)
Cell signaling
9121
R
MEK1
Epitomics
EP1235-1
R
Phospho-p44/42 MAPK (Erk1/2) (Thr202/Tyr204)
Cell signaling
9101
R
Phospho-p44/42 MAPK(Erk1/2)(Thr202/Tyr204) (197G2)
Cell signaling
4377
R
ERK2
Santa Cruz
sc-154
R
Phospho-p38 MAPKinase (Thr180/Tyr182)
Cell signaling
9211
R
p38 MAP Kinase
Cell signaling
9212
R
JNK2
Cell signaling
4672
R
c-Jun
Cell signaling
9165
R
Phospho-cJun (Ser73)
Cell signaling
9164
R
Phospho-p90RSK (Thr359/Ser363)
Cell signaling
9344
R
p90RSK
Cell signaling
9347
R
Raf-1
Millipore
05-739
R
HSP27
Cell signaling
2402
M Supplemental Table 7. Antibodies used in reverse-phase protein microarrays PI3K Pathway MAPK Pathway
Phospho-MEK1/2 (Ser217/221)
Cell signaling
9121
R
MEK1
Epitomics
EP1235-1
R
Phospho-p44/42 MAPK (Erk1/2) (Thr202/Tyr204)
Cell signaling
9101
R
Phospho-p44/42 MAPK(Erk1/2)(Thr202/Tyr204) (197G2)
Cell signaling
4377
R
ERK2
Santa Cruz
sc-154
R
Phospho-p38 MAPKinase (Thr180/Tyr182)
Cell signaling
9211
R
p38 MAP Kinase
Cell signaling
9212
R
JNK2
Cell signaling
4672
R
c-Jun
Cell signaling
9165
R
Phospho-cJun (Ser73)
Cell signaling
9164
R
Phospho-p90RSK (Thr359/Ser363)
Cell signaling
9344
R
p90RSK
Cell signaling
9347
R
Raf-1
Millipore
05-739
R
HSP27
Cell signaling
2402
M LKB Pathway
LKB1
Abcam
ab15095
M
Phospho-LKB1 (Ser428)
Cell signaling
3051
R
Phospho-AMPKα(Thr172)
Cell signaling
2535
R
AMPKα
Cell signaling
2532
R
Phospho-Tuberin/TSC2(Thr1462)
Cell signaling
3611
R
TSC2/Tuberin
Epitomics
EP1613-1
R
Phospho-Acetyl-CoA Carboxylase (Ser79)
Cell signaling
3661
R
Acetyl-CoA Carboxylase 1 (ACC 1)
Epitomics
EP1768-1
R Tyrosine kinase mediated Pathways
Phospho-EGFR (Tyr1173)
Upstate
05-483
M
Phospho-EGF Receptor (Tyr992)
Cell signaling
2235
R
EGFR(1005)
Santa Cruz
sc-03
R
IGF-I Receptor β
Cell signaling
3027
R
Phospho-IGF-I Receptor β (Tyr1135/1136)/Insulin
Receptor β (Tyr1150/1151)
Cell signaling
3024
R
IGFRBP2
Cell signaling
3922
R
HER2_pY1248
Upstate
06-229
R
HER2/Erb2
Cell signaling
2242
R
Phospho-Src (Tyr527)
Cell signaling
2105
R
Phospho-Src Family (Tyr416)
cell signaling
2101
R
Src
Cell signaling
2109
R
FGFR1
Cell signaling
3472
R
PDGFR a
Cell signaling
3164
R
c-Kit
Epitomics
EP1522-1
R
Jak/Stat Pathway
Phospho-Stat3(Ser727)
Cell signaling
9134
R
Phospho-Stat3 (Tyr705)
Cell signaling
9131
R
Stat3
Upstate
06-596
R
Phospho-Stat5 (Tyr694)
Cell signaling
9151
R
Stat5-α
Epitomics
EP1289-1
R
Phospho-Stat6 (Tyr641)
Cell signaling
9161
R
Cell Cycle Regulator
p21
Santa Cruz
sc-397
R
p27
Santa Cruz
sc-528
R
p53
Cell signaling
9282
R
Phospho-Rb (Ser807/811)
Cell signaling
9308
R
Rb
Cell signaling
9309
M
cyclin B1
Epitomics
EP1495-1
R
cyclin D1
Santa Cruz
SC-718
R
cyclin E
Santa Cruz
sc-247
M
E2F1
Santa Cruz
sc-251
M
PCNA
Abcam
ab29
M
EZH2
Cell signaling
4905
R
Apoptosis Pthway
Cleaved PARP
Cell signaling
9541
R
PARP Ab-2
Thermo scientific
RB-1516
R
PARP Ab-3
Thermo scientific
RB-1680
R Tyrosine kinase mediated Pathways
Phospho-EGFR (Tyr1173)
Phospho-EGF Receptor (Tyr992)
EGFR(1005)
IGF-I Receptor β
Phospho-IGF-I Receptor β (Tyr1135/1136)/Insulin
Receptor β (Tyr1150/1151)
IGFRBP2
HER2_pY1248
HER2/Erb2
Phospho-Src (Tyr527)
Phospho-Src Family (Tyr416)
Src
FGFR1
PDGFR a
c-Kit Tyrosine kinase mediated Pathways Jak/Stat Pathway
Phospho-Stat3(Ser727)
Phospho-Stat3 (Tyr705)
Stat3
Phospho-Stat5 (Tyr694)
Stat5-α
Phospho-Stat6 (Tyr641) Bcl-2
Dako
M0887
M
Bim
Epitomics
EP1036
R
Active Caspase-3
Epitomics
EP1476
R
Cleaved Caspase -7
Cell signaling
9491
R
Bax
Cell signaling
2772
R
XIAP
Cell signaling
2042
R
Thymidylate synthase
Abcam
ab3145
M
DNA Repair
ATM
Abcam
ab32420
R
ATR
Cell signaling
2790
R
ATRIP
Cell signaling
2737
R
Chk1
Cell signaling
2345
R
Chk2
Cell signaling
3440
M
DNA PKcs
Abcam
ab32566
R
Ku80
Cell signaling
2180
R
Mre11
Cell signaling
4847
R
MSH2
Cell signaling
2850
M
Phospho-ATR
Cell signaling
2853
R
Phospho-Chk1 (Ser345)
Cell signaling
2348
R
Phospho-Chk2 (Thr68)
Cell signaling
2197
R
RAD51
Calbiochem
NA 71
M
XRCC 1
Cell signaling
2735
R
Other (1 )
Phospho-PKCα (Ser657)
Upstate
06-822
R
PKCα
Upstate
05-154
M
E-Cadherin
Cell signaling
4065
R
Phospho-β-Catenin(Ser33/37/Thr41)
Cell signaling
9561
R
β-Catenin
Cell signaling
9562
R
Caveolin
Cell signaling
3238
R
CD31
Dako
M0823
M
Phospho-ER α (pS118)
Epitomics
EP1091-1
R
Phospho-Estrogen Receptor α (Ser167)
Cell signaling
2514S
R
ER
Neomarker
RM-9101S
R
Rab25
Covance
Custom Ab450
R
PAI-1
BD Biosciences
612024
M
Progesterone Receptor
Epitomics
EP1483-1
R
VEGF Receptor 2
Cell signaling
2479
R
Other (2)
14-3-3 β
Santa Cruz
sc-628
R
14-3-3 ζ
Santa Cruz
sc-1019
R
AIB-1
BD Biosciences
611105
M
Androgen Receptor
Epitomics
EP1852
R
BRCA1
Upstate
07-434
R
BRCA2
Cell signaling
9012
R
BRF2
Abcam
ab17011
G
CA IX
Novus Biologicals
NB100-417
R
CREB
Cell signaling
9197
R
Phospho-CREB S133
Cell signaling
9198
R
N_Cadherin
Cell signaling
4061
R
FAK
Epitomics
1107-1
R Bcl-2
Dako
M0887
M
Bim
Epitomics
EP1036
R
Active Caspase-3
Epitomics
EP1476
R
Cleaved Caspase -7
Cell signaling
9491
R
Bax
Cell signaling
2772
R
XIAP
Cell signaling
2042
R
Thymidylate synthase
Abcam
ab3145
M
DNA Repair
ATM
Abcam
ab32420
R
ATR
Cell signaling
2790
R
ATRIP
Cell signaling
2737
R
Chk1
Cell signaling
2345
R
Chk2
Cell signaling
3440
M
DNA PKcs
Abcam
ab32566
R
Ku80
Cell signaling
2180
R
Mre11
Cell signaling
4847
R
MSH2
Cell signaling
2850
M
Phospho-ATR
Cell signaling
2853
R
Phospho-Chk1 (Ser345)
Cell signaling
2348
R
Phospho-Chk2 (Thr68)
Cell signaling
2197
R
RAD51
Calbiochem
NA 71
M
XRCC 1
Cell signaling
2735
R Bcl-2
Bim
Active Caspase-3
Cleaved Caspase -7
Bax
XIAP
Thymidylate synthase
DNA Repair
ATM
ATR
ATRIP
Chk1
Chk2
DNA PKcs
Ku80
Mre11
MSH2
Phospho-ATR
Phospho-Chk1 (Ser345)
Phospho-Chk2 (Thr68)
RAD51
XRCC 1 Other (1 )
Phospho-PKCα (Ser657)
Upstate
06-822
R
PKCα
Upstate
05-154
M
E-Cadherin
Cell signaling
4065
R
Phospho-β-Catenin(Ser33/37/Thr41)
Cell signaling
9561
R
β-Catenin
Cell signaling
9562
R
Caveolin
Cell signaling
3238
R
CD31
Dako
M0823
M
Phospho-ER α (pS118)
Epitomics
EP1091-1
R
Phospho-Estrogen Receptor α (Ser167)
Cell signaling
2514S
R
ER
Neomarker
RM-9101S
R
Rab25
Covance
Custom Ab450
R
PAI-1
BD Biosciences
612024
M
Progesterone Receptor
Epitomics
EP1483-1
R
VEGF Receptor 2
Cell signaling
2479
R
Other (2)
14-3-3 β
Santa Cruz
sc-628
R
14-3-3 ζ
Santa Cruz
sc-1019
R
AIB-1
BD Biosciences
611105
M
Androgen Receptor
Epitomics
EP1852
R
BRCA1
Upstate
07-434
R
BRCA2
Cell signaling
9012
R
BRF2
Abcam
ab17011
G
CA IX
Novus Biologicals
NB100-417
R
CREB
Cell signaling
9197
R
Phospho-CREB S133
Cell signaling
9198
R
N_Cadherin
Cell signaling
4061
R
FAK
Epitomics
1107-1
R Fibronectin
Epitomics
1574
R
Phospho-cMyc (Thr58/Ser62)
Cell signaling
9401
R
cMyc
Cell Signaling
9402
R
COL6A1
Santa Cruz
sc-20649
R
Cox2
Cell signaling
4842
R
EN1
Strategic Diagnostics
Inc.(SDI)
GA2104
R
GATA3
BD Biosciences
558686
M
MGMT
Milipore
MAB16200
R
MACC-1
Sigma
HPA020081
R
NCKIPS1
Strategic Diagnostics
Inc.(SDI)
GA2217
R
NF-κB p65
Cell Signaling
3034
R
Notch 3
Santa Cruz
sc-5593
R
PTCH
Strategic Diagnostics
Inc.(SDI)
GA2113
R
Phospho Smad3 (pS423/425)
Epitomics
1880-1
R
Smad3
Epitomics
EP1735-1
R
Stathmin (Val)
Epitomics
EP1972
R
Tau
Upstate
05-348
M
TAZ
Abcam
ab3961
R
Telomerase
Strategic Diagnostics
Inc.(SDI)
1706
R
VASP
Cell signaling
3112
R
* R: Rabbit
M: Mouse
G: Goat Epitomics
1574
R
Cell signaling
9401
R
Cell Signaling
9402
R
Santa Cruz
sc-20649
R
Cell signaling
4842
R
Strategic Diagnostics
Inc.(SDI)
GA2104
R
BD Biosciences
558686
M
Milipore
MAB16200
R
Sigma
HPA020081
R
Strategic Diagnostics
Inc.(SDI)
GA2217
R
Cell Signaling
3034
R
Santa Cruz
sc-5593
R
Strategic Diagnostics
Inc.(SDI)
GA2113
R
Epitomics
1880-1
R
Epitomics
EP1735-1
R
Epitomics
EP1972
R
Upstate
05-348
M
Abcam
ab3961
R
Strategic Diagnostics
Inc.(SDI)
1706
R
Cell signaling
3112
R
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https://openalex.org/W4287395000
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https://zenodo.org/record/4132617/files/3213ijbb02.pdf
|
English
| null |
Application of three graph Laplacian based semisupervised learning methods to protein function prediction problem
|
Zenodo (CERN European Organization for Nuclear Research)
| 2,021
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cc-by
| 6,436
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Keywords: semi-supervised learning, graph Laplacian, yeast, protein, function Application of three graph Laplacian based semi-
supervised learning methods to protein function
prediction problem Loc Tran
University of Minnesota
tran0398@umn.edu International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 Abstract: Protein function prediction is the important problem in modern biology. In this paper, the un-normalized,
symmetric normalized, and random walk graph Laplacian based semi-supervised learning methods will be
applied to the integrated network combined from multiple networks to predict the functions of all yeast
proteins in these multiple networks. These multiple networks are network created from Pfam domain
structure, co-participation in a protein complex, protein-protein interaction network, genetic interaction
network, and network created from cell cycle gene expression measurements. Multiple networks are
combined with fixed weights instead of using convex optimization to determine the combination weights
due to high time complexity of convex optimization method. This simple combination method will not affect
the accuracy performance measures of the three semi-supervised learning methods. Experiment results
show that the un-normalized and symmetric normalized graph Laplacian based methods perform slightly
better than random walk graph Laplacian based method for integrated network. Moreover, the accuracy
performance measures of these three semi-supervised learning methods for integrated network are much
better than the best accuracy performance measures of these three methods for the individual network. 1. Introduction Protein function prediction is the important problem in modern biology. Identifying the function
of proteins by biological experiments is very expensive and hard. Hence a lot of computational
methods have been proposed to infer the functions of the proteins by using various types of
information such as gene expression data and protein-protein interaction networks [1]. First, in order to predict protein function, the sequence similarity algorithms [2, 3] can be
employed to find the homologies between the already annotated proteins and theun-annotated
protein. Then the annotated proteins with similar sequences can be used to assign the function to
the un-annotated protein. That’s the classical way to predict protein function [4]. Second, to predict protein function, a graph (i.e. kernel) which is the natural model of relationship
between proteinscan also be employed. In this model, the nodes represent proteins. The edges
represent for the possible interactions between nodes. Then, machine learning methods such as
Support Vector Machine [5], Artificial Neural Networks [4], un-normalized graph Laplacian
based semi-supervised learning method [6,14], or neighbor counting method [7] can be applied to
this graph to infer the functions of un-annotated protein. The neighbor counting method labels the
protein with the function that occurs frequently in the protein’s adjacent nodes in the protein-
protein interaction network. Hence neighbor counting method does not utilize the full topology of
the network. However, the Artificial Neural Networks, Support Vector Machine, andun-
normalized graph Laplacian based semi-supervised learning method utilize the full topology of 11 DOI: 10.5121/ijbb.2013.3202 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 the network.Moreover, the Artificial Neural Networks and Support Vector Machine are
supervised learning methods. the network.Moreover, the Artificial Neural Networks and Support Vector Machine are
supervised learning methods. work.Moreover, the Artificial Neural Networks and Support Vector Machine are
sed learning methods. While the neighbor counting method, the Artificial Neural Networks, and the un-normalized
graph Laplacian based semi-supervised learningmethod are all based on the assumption that the
labels of two adjacent proteins in graph are likely to be the same, SVM do not rely on this
assumption. Graphs used in neighbor counting method, Artificial Neural Networks, and the un-
normalized graph Laplacian based semi-supervised learningmethod are very sparse.However, the
graph (i.e. kernel) used in SVM is fully-connected. Third, the Artificial Neural Networks method is applied to the single protein-protein interaction
network only. 1. Introduction However, the SVM method and un-normalized graph Laplacian based semi-
supervised learning method try to use weighted combination of multiple networks(i.e. kernels)
such as gene co-expression networkand protein-protein interaction network to improve the
accuracy performance measures. While [5] (SVM method) determines the optimal weighted
combination of networks by solving the semi-definite problem, [6,14] (un-normalized graph
Laplacian based semi-supervised learning method) uses a dual problem and gradient descent to
determine the weighted combination of networks. In the last decade, the normalized graph Laplacian [8] and random walk graph Laplacian [9]
based semi-supervised learning methods have successfully been applied to some specific
classification tasks such as digit recognition and text classification. However, to the best of my
knowledge, the normalized graph Laplacian and random walk graph Laplacian based semi-
supervised learning methods have not yet been applied to protein function prediction problem and
hence their overall accuracy performance measure comparisons have not been done. In this paper,
we will apply three un-normalized, symmetric normalized, and random walk graph Laplacian
based semi-supervised learning methods to the integrated network combined with fixed
weights.These five networksused for the combination are available from [6]. The main point of
these three methods is to let every node of the graph iteratively propagates its label information to
its adjacent nodes and the process is repeated until convergence [8]. Moreover, since [6] has
pointed out that the integrated network combined with optimized weights has similar performance
to the integrated network combined with equal weights, i.e. without optimization, we will use the
integrated network combined with equal weights due to high time-complexity of these
optimization methods. This type of combination will be discussed clearly in the next sections. We will organize the paper as follows: Section 2 will introduce random walk and symmetric
normalized graph Laplacian based semi-supervised learning algorithms in detail.Section 3will
show how to derive the closed form solutions of normalized and un-normalized graph Laplacian
based semi-supervised learning from regularization framework. In section 4, we will apply these
three algorithms to the integrated network of five networks available from [6]. These five
networks are network created from Pfam domain structure, co-participation in a protein complex,
protein-protein interaction network, genetic interaction network, and network created from cell
cycle gene expression measurements. Section 5 will conclude this paper and discuss the future
directions of researches of this protein function prediction problem utilizing hypergraph
Laplacian. International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 We do not claim that the accuracy performance measures of these two methods will be better
than the accuracy performance measure of the un-normalized graph Laplacian based semi-
supervised learning method (i.e. the published method) in this protein function prediction
problem. We just do the comparisons. To the best of my knowledge, no theoretical framework have been given to prove that which
graph Laplacian method achieves the best accuracy performance measure in the classification
task. In the other words, the accuracy performance measures of these three graph Laplacian based
semi-supervised learning methods depend on the datasets we used. However, in [8], the author
have pointed out that the accuracy performance measure of the symmetric normalized graph
Laplacian based semi-supervised learning method are better than accuracy performance measures
of the random walk and un-normalized graph Laplacian based semi-supervised learning methods
in digit recognition and text categorization problems. Moreover, its accuracy performance
measure is also better than the accuracy performance measure of Support Vector Machine method
(i.e. the known best classifier in literature) in two proposed digit recognition and text
categorization problems. This fact is worth investigated in protein function prediction problem. Again, we do not claim that our two proposed random walk and symmetric normalized graph
Laplacian based semi-supervised learning methods will perform better than the published method
(i.e. the un-normalized graph Laplacian method)in this protein function prediction problem. At
least, the accuracy performance measures of two new proposed methods are similar to or are not
worse than the accuracy performance measure of the published method (i.e. the un-normalized
graph Laplacian method). 1. Introduction Claim: Random walk and symmetric normalized graph Laplacians have been widely used not in
classification but also in clustering [8,13]. In this paper, we will focus on the application of these
two graph Laplacians to the protein function prediction problem. The accuracy performance
measures of these two methods will be compared to the accuracy performance measure of the un-
normalized graph Laplacian based semi- 12 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 2. Algorithms Given
networks in the dataset, the weights for individual networks used to combine to
integrated network are
. Given a set of proteins{
, … ,
,
, … ,
} where
=
+
is the total number of proteins
in the integrated network, define c bethe total number of functional classes and the matrix
∈
∗be the estimated label matrix for the set of proteins {
, … ,
,
, … ,
}, where the
point
is labeled as sign(
) for each functional class j (1 ≤
≤). Please note that {
, … ,
}
is the set of all labeled points and {
, … ,
} is the set of all un-labeled points. Let
∈
∗the initial label matrix for n proteins in the network be defined as follow =
1
1 ≤
≤
−1
1 ≤
≤
0
+ 1 ≤
≤ =
1
1 ≤
≤
−1
1 ≤
≤
0
+ 1 ≤
≤ 0
+ 1 ≤
≤ Our objective is to predict the labels of the un-labeled points
, … ,
. We can achieve this
objective by letting every node (i.e. proteins) in the network iteratively propagates its label
information to its adjacent nodes and this process is repeated until convergence. These three
algorithms are based on three assumptions: Our objective is to predict the labels of the un-labeled points
, … ,
. We can achieve this
objective by letting every node (i.e. proteins) in the network iteratively propagates its label
information to its adjacent nodes and this process is repeated until convergence. These three
algorithms are based on three assumptions: -
local consistency: nearby proteins are likely to have the same function -
global consistency: proteins on the same structure (cluster or sub-manifolds) are
likely to have the same function -
these protein networks contain no self-loops Let
( ) represents the
individual network in the dataset. 13 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 Random walk graph Laplacian based semi-supervised learning algorithm In this section, we slightly change the original random walk graph Laplacian based semi-
supervised learning algorithm can be obtained from [9]. The outline of the new version of this
algorithm is as follows 1. Form the affinity matrix
( ) (for each k such that 1 ≤
≤
): ( ) =
exp −||
−
||
2 ∗
≠
0
= 2. Construct
=
∑
( )
( )
where
( )
= diag(
( ), … ,
( )) and
( ) = ∑
( ) 2. Construct
=
∑
( )
( )
where
( )
= diag(
( ), … ,
( )) and
( ) = ∑
( ) 3. Iterate until convergence
(
) =
( ) + (1 −
) , where α is an arbitrary parameter belongs to
[0,1] 3. Iterate until convergence
(
) =
( ) + (1 −
) , where α is an arbitrary parameter belongs to
[0,1] [ , ]
4. Let
∗be the limit of the sequence {
( )}. For each protein functional class j, label
each protein
( + 1 ≤
≤
+
) as sign(
∗) 4. Let
∗be the limit of the sequence {
( )}. For each protein functional class j, label
each protein
( + 1 ≤
≤
+
) as sign(
∗) Next, we look for the closed-form solution of the random walk graph Laplacian based semi-
supervised learning. In the other words, we need to show that Thus, by induction, Since
is the stochastic matrix, its eigenvalues are in [-1,1]. Moreover, since 0<α<1,
thus Since
is the stochastic matrix, its eigenvalues are in [-1,1]. Moreover, since 0<α<1 thus thus 14 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 Therefore, Now, from the above formula, we can compute
∗directly. The original random walk graph Laplacian based semi-supervised learning algorithm developed
by Zhu can be derived from the modified algorithm by setting
= 0, where 1 ≤
≤
and
= 1,where
+ 1 ≤
≤
+
. Random walk graph Laplacian based semi-supervised learning algorithm In the other words, we can express
(
) in matrix form as
follows (
) =
( ) + ( −
) , where
I is the identity matrix and
=
0
…
0
⋮
⋮
0
…
0
0
0
1
0
⋮
⋮
0
…
1
(
) (
) =
( ) + ( −
) , where
I is the identity matrix and
=
0
…
0
⋮
⋮
0
…
0
0
0
1
0
⋮
⋮
0
…
1
(
) International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 Thus, by induction, Since for every integer k such that 1 ≤
≤
,
( )
( )
( )
is similar to
( )
( ) which
is a stochastic matrix, eigenvalues of
( )
( )
( )
belong to [-1,1]. Moreover, for every k,
( )
( )
( )
is symmetric, then ∑
( )
( )
( )
is also symmetric. Therefore, by
using Weyl’s inequality in [10] and the references therein, the largest eigenvalue of
∑
( )
( )
( )
is at most the sum of every largest eigenvalues of
( )
( )
( )
and
the smallest eigenvalue of ∑
( )
( )
( )
is at least the sum of every smallest
eigenvalues of
( )
( )
( )
. Thus, the eigenvalues of
=
∑
( )
( )
( )
belong to [-1,1]. Moreover, since 0<α<1, thus lim
→∞
= 0
lim
→∞
(
) = ( −
) lim
→∞
= 0 lim
→∞
(
) = ( −
) Therefore, ∗= lim
→∞
( ) = (1 −
)( −
) Now, from the above formula, we can compute
∗directly. Normalized graph Laplacian based semi-supervised learning algorithm Normalized graph Laplacian based semi-supervised learning algorithm Next, we will give the brief overview of the original normalized graph Laplacian based semi-
supervised learning algorithm can be obtained from [8]. The outline of this algorithm is as
follows 1. Form the affinity matrix
( ) (for each 1 ≤
≤
):
( ) =
exp −||
−
||
2 ∗
≠
0
= atrix
( ) (for each 1 ≤
≤
):
( ) =
exp −||
−
||
2 ∗
≠
0
= 2. Construct
=
∑
( )
( )
( )
where
( ) = diag(
( ), … ,
( )) and
( ) = ∑
( ) 2. Construct
=
∑
( )
( )
( )
where
( ) = diag(
( ), … ,
( )) and
( ) = ∑
( ) 2. Construct
=
∑
( )
( )
( )
where
( ) = diag(
( ), … ,
( )) and
( ) = ∑
( ) 3. Iterate until convergence
(
) =
( ) + (1 −
) , where α is an arbitrary parameter belongs to
[0,1] 3. Iterate until convergence
(
) =
( ) + (1 −
) , where α is an arbitrary parameter belongs to
[0,1] [ , ]
4. Let
∗be the limit of the sequence {
( )}. For each protein functional class j, label
each protein
( + 1 ≤
≤
+
) as sign(
∗) 4. Let
∗be the limit of the sequence {
( )}. For each protein functional class j, label
each protein
( + 1 ≤
≤
+
) as sign(
∗) Next, we look for the closed-form solution of the normalizedgraph Laplacian based semi-
supervised learning. In the other words, we need to show that ∗= lim
→∞
( ) = (1 −
)
− Suppose
( ) =
, then Suppose
( ) =
, then 15 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 3. Regularization Frameworks In this section, we will develop the regularization framework for the normalized graph Laplacian
based semi-supervised learning iterative version. First, let’s consider the error function 16 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 In this error function ( ),
and
belong to
. Please note that c is the total number of protein
functional classes,
( ) = ∑
( ), and
is the positive regularization parameter. Hence In this error function ( ),
and
belong to
. Please note that c is the total number of protein
functional classes,
( ) = ∑
( ), and
is the positive regularization parameter. Hence =
⋮
=
⋮ =
⋮
=
⋮ Here
( ) stands for the sum of the square loss between the estimated label matrix and the initial
label matrix and the smoothness constraint. Hence we can rewrite
( ) as follows Hence we can rewrite
( ) as follows ( ) =
−
+
((
−
) (
−
)) Our objective is to minimize this error function. In the other words, we solve Our objective is to minimize this error function. In the other words, we solve = 0 This will lead to This will lead to Let
=
. Hence the solution
∗of the above equations is Let
=
. Hence the solution
∗of the above equations is ∗= (1 −
)( −
) Also, please note that
=
∑
( )
( ) is not the symmetric matrix, thus we cannot
develop the regularization framework for the random walk graph Laplacian based semi-
supervised learning iterative version. Also, please note that
=
∑
( )
( ) is not the symmetric matrix, thus we cannot
develop the regularization framework for the random walk graph Laplacian based semi-
supervised learning iterative version. Next, we will develop the regularization framework for the un-normalized graph Laplacian based
semi-supervised learning algorithms. First, let’s consider the error function ( ) =
1
2
( )
−
,
+
‖
−
‖ In this error function
( ),
and
belong to
. Please note that c is the total number of
protein functional classes and
is the positive regularization parameter. Hence In this error function
( ),
and
belong to
. 3. Regularization Frameworks Please note that c is the total number of
protein functional classes and
is the positive regularization parameter. Hence =
⋮
=
⋮ Here
( ) stands for the sum of the square loss between the estimated label matrix and the initial
label matrix and the smoothness constraint. Here
( ) stands for the sum of the square loss between the estimated label matrix and the initial
label matrix and the smoothness constraint. 17 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 Hence we can rewrite
( ) as follows nce we can rewrite
( ) as follows
( ) = 1
( )
+
((
−
) (
−
)) Please note that un-normalized Laplacian matrix of the
networkis
( ) =
( ) −
( ). Our
objective is to minimize this error function. In the other words, we solve Please note that un-normalized Laplacian matrix of the
networkis
( ) =
( ) −
( ). Our
objective is to minimize this error function. In the other words, we solve = 0 = 0 = 0
This will lead to
1
( )
+ (
−
) = 0
∑
( ) +
= This will lead to This will lead to This will lead to
1
( )
+ (
−
) = 0
∑
( ) +
= 1
( )
+ (
−
) = 0
∑
( ) +
= ∑
( ) +
= Hence the solution
∗of the above equations is ∗=
(1
( ) +
) Similarly, we can also obtain the other form of solution
∗of the normalized graph Laplacian
based semi-supervised learning algorithm as follows (note normalized Laplacian matrix of
networkis ( )
=
−
( )
( )
( )
) Similarly, we can also obtain the other form of solution
∗of the normalized graph Laplacian
based semi-supervised learning algorithm as follows (note normalized Laplacian matrix of
networkis ( )
=
−
( )
( )
( )
) ∗=
(1
( ) +
) 4. Experiments and results
The Dataset The three symmetric normalized, random walk, and un-normalized graph Laplacian based semi-
supervised learning are applied to the dataset obtained from [6]. This dataset is composed of 3588
yeast proteins from Saccharomyces cerevisiae, annotated with 13 highest-level functional classes
from MIPS Comprehensive Yeast Genome Data (Table 1). This dataset contains five networks of
pairwise relationships, which are very sparse.These five networks are network created from Pfam
domain structure (
( )), co-participation in a protein complex (
( )), protein-protein interaction
network (
( )), genetic interaction network (
( )), and network created from cell cycle gene
expression measurements (
( )). The first network,
( ), was obtained from the Pfam domain structure of the given genes. At the
time of the curation of the dataset, Pfam contained 4950 domains. For each protein, a binary
vector of this length was created. Each element of this vector represents the presence or absence
of one Pfam domain. The value of
( ) is then the normalization of the dot product between the
domain vectors of proteins i and j. The fifth network,
( ), was obtained from gene expression data collected by [12]. In this
network, an edge with weight 1 is created between two proteins if their gene expression profiles
are sufficiently similar. 18 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 The remaining three networks were created with data from the MIPS Comprehensive Yeast
Genome Database (CYGD). ( ) is composed of binary edges indicating whether the given
proteins are known to co-participate in a protein complex. The binary edges of
( ) indicate
known protein-protein physical interactions. Finally, the binary edges in
( ) indicate known
protein-protein genetic interactions. The protein functional classes these proteins were assigned to are the 13 functional classes
defined by CYGD at the time of the curation of this dataset. A brief description of these
functional classes is given in the following Table 1. 4. Experiments and results
The Dataset Table 1: 13 CYGD functional classes
Classes
1
Metabolism
2
Energy
3
Cell cycle and DNA processing
4
Transcription
5
Protein synthesis
6
Protein fate
7
Cellular transportation and transportation mechanism
8 Cell rescue, defense and virulence
9
Interaction with cell environment
10
Cell fate
11 Control of cell organization
12
Transport facilitation
13
Others
Results Table 1: 13 CYGD functional classes
Classes
1
Metabolism
2
Energy
3
Cell cycle and DNA processing
4
Transcription
5
Protein synthesis
6
Protein fate
7
Cellular transportation and transportation mechanism
8 Cell rescue, defense and virulence
9
Interaction with cell environment
10
Cell fate
11 Control of cell organization
12
Transport facilitation
13
Others
Results From the above table 3, we recognized that the symmetric normalized and un-normalized graph
Laplacian based semi-supervised learning methods slightly perform better than the random walk
graph Laplacian based semi-supervised learning method. Results In this section, we experiment with the above three methods in terms of classification accuracy
performance measure. All experiments were implemented in Matlab 6.5 on virtual machine. For the comparisons discussed here, the three-fold cross validation is used to compute the
accuracy performance measures for each class and each method. The accuracy performance
measure Q is given as follows True Positive (TP), True Negative (TN), False Positive (FP), and False Negative (FN) are defined
in the following table 2 19 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013
Table 2: Definitions of TP, TN, FP, and FN
Predicted Label
Positive
Negative
Known Label
Positive
True Positive (TP)
False Negative (FN)
Negative
False Positive (FP)
True Negative (TN)
In these experiments, parameter
is set to 0.85 and
= 1. For this dataset, the third table shows
the accuracy performance measures of the three methods applying to integrated network for 13
functional classes Table 2: Definitions of TP, TN, FP, and FN In these experiments, parameter
is set to 0.85 and
= 1. For this dataset, the third table shows
the accuracy performance measures of the three methods applying to integrated network for 13
functional classes Table 3: Comparisons of symmetric normalized, random walk, and un-normalized graph
Laplacian based methods using integrated network
Functional Classes
Accuracy Performance Measures (%)
Integrated Network
Normalized
Random Walk
Un-normalized
1
76.87
76.98
77.20
2
85.90
85.87
85.81
3
78.48
78.48
77.56
4
78.57
78.54
77.62
5
86.01
85.95
86.12
6
80.43
80.49
80.32
7
82.02
81.97
81.83
8
84.17
84.14
84.17
9
86.85
86.85
86.87
10
80.88
80.85
80.52
11
85.03
85.03
85.92
12
87.49
87.46
87.54
13
88.32
88.32
88.32
From the above table 3, we recognized that the symmetric normalized and un-normalized graph
Laplacian based semi-supervised learning methods slightly perform better than the random walk
graph Laplacian based semi-supervised learning method. Results the published) and normalized
graph Laplacian based semi-supervised learning methods slightly perform better than the random
walk graph Laplacian based semi-supervised learning method using network
( ) and
( ). For
( ),
( ), and
( ), the random walk and the normalized graph Laplacian based semi-
supervised learning methods slightly perform better than the un-normalized (i.e. the published)
graph Laplacian based semi-supervised learning method. ( ),
( ), and
( ) are all three
networks created with data from the MIPS Comprehensive Yeast Genome Database (CYGD). From the above tables, we easily see that the un-normalized (i.e. the published) and normalized
graph Laplacian based semi-supervised learning methods slightly perform better than the random
walk graph Laplacian based semi-supervised learning method using network
( ) and
( ). For
( ),
( ), and
( ), the random walk and the normalized graph Laplacian based semi-
supervised learning methods slightly perform better than the un-normalized (i.e. the published)
graph Laplacian based semi-supervised learning method. ( ),
( ), and
( ) are all three
networks created with data from the MIPS Comprehensive Yeast Genome Database (CYGD). From the above tables, we easily see that the un-normalized (i.e. the published) and normalized
graph Laplacian based semi-supervised learning methods slightly perform better than the random
walk graph Laplacian based semi-supervised learning method using network
( ) and
( ). For
( ),
( ), and
( ), the random walk and the normalized graph Laplacian based semi-
supervised learning methods slightly perform better than the un-normalized (i.e. the published)
graph Laplacian based semi-supervised learning method. ( ),
( ), and
( ) are all three
networks created with data from the MIPS Comprehensive Yeast Genome Database (CYGD). Moreover, the accuracy performance measures of all three methods for
( ),
( ),
( ), and
( ) are un-acceptable since they are worse than random guess. Again, this fact occurs due to the
sparseness of these four networks. Moreover, the accuracy performance measures of all three methods for
( ),
( ),
( ), and
( ) are un-acceptable since they are worse than random guess. Again, this fact occurs due to the
sparseness of these four networks. For integrated network and every individual network except
( ), we recognize that the
symmetric normalized graph Laplacian based semi-supervised learning method performs slightly
better than the other two graph Laplacian based methods. Results Table 3: Comparisons of symmetric normalized, random walk, and un-normalized graph
Laplacian based methods using integrated network 20 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 Next, we will show the accuracy performance measures of the three methods for each individual
network
( ) in the following tables: Next, we will show the accuracy performance measures of the three methods for each individual
network
( ) in the following tables: Next, we will show the accuracy performance measures of the three methods for each individual
network
( ) in the following tables:
Table 4: Comparisons of symmetric normalized, random walk, and un-normalized graph
Laplacian based methods using network
( )
Functional Classes
Accuracy Performance Measures (%)
Network
( )
Normalized
Random Walk
Un-normalized
1
64.24
63.96
64.30
2
71.01
71.07
71.13
3
63.88
63.66
63.91
4
65.55
65.41
65.47
5
71.35
71.46
71.24
6
66.95
66.69
67.11
7
67.89
67.70
67.84
8
69.29
69.29
69.31
9
71.49
71.40
71.52
10
65.30
65.47
65.50
11
70.09
70.04
70.12
12
72.71
72.66
72.63
13
72.85
72.77
72.85
Table 5: Comparisons of symmetric normalized random walk and un-normalized graph 21
network
( ) in the following tables:
Table 4: Comparisons of symmetric normalized, random walk, and un-normalized graph
Laplacian based methods using network
( )
Functional Classes
Accuracy Performance Measures (%)
Network
( )
Normalized
Random Walk
Un-normalized
1
64.24
63.96
64.30
2
71.01
71.07
71.13
3
63.88
63.66
63.91
4
65.55
65.41
65.47
5
71.35
71.46
71.24
6
66.95
66.69
67.11
7
67.89
67.70
67.84
8
69.29
69.29
69.31
9
71.49
71.40
71.52
10
65.30
65.47
65.50
11
70.09
70.04
70.12
12
72.71
72.66
72.63
13
72.85
72.77
72.85
Table 5: Comparisons of symmetric normalized, random walk, and un-normalized graph
Laplacian based methods using network
( )
Functional Classes
Accuracy Performance Measures (%)
Network
( )
Normalized
Random Walk
Un-normalized
1
24.64
24.64
24.64
2
27.84
27.84
27.79
3
23.16
23.16
23.08 ble 4: Comparisons of symmetric normalized, random walk, and un-normalized graph
Laplacian based methods using network
( ) ble 5: Comparisons of symmetric normalized, random walk, and un-normalized graph
Laplacian based methods using network
( ) 21 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013
4
22.60
22.60
22.52
5
26.37
26.37
26.23
6
24.39
24.39
24.19
7
26.11
26.11
26.37
8
27.65
27.65
27.62
9
28.43
28.43
28.34
10
25.81
25.81
25.22
11
27.01
27.01
25.98
12
28.43
28.43
28.40
13
28.54
28.54
28.54
Table 6: Comparisons of symmetric normalized, random walk, and un-normalized graph
Laplacian based methods using network
( )
Functional Classes
Accuracy Performance Measures (%)
Network
( )
Normalized
Random Walk
Un-normalized
1
29.63
29.57
29.40
2
34.11
34.11
33.95
3
27.93
27.90
27.70
4
28.51
28.48
28.57
5
34.03
34.03
33.92
6
30.57
30.55
30.04
7
32.08
32.08
32.02
8
33.05
33.03
32.92
9
33.78
33.78
33.75
10
30.18
30.18
29.99
11
32.64
32.64
32.53 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013
4
22.60
22.60
22.52
5
26.37
26.37
26.23
6
24.39
24.39
24.19
7
26.11
26.11
26.37
8
27.65
27.65
27.62
9
28.43
28.43
28.34
10
25.81
25.81
25.22
11
27.01
27.01
25.98
12
28.43
28.43
28.40
13
28.54
28.54
28.54 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 Table 6: Comparisons of symmetric normalized, random walk, and un-normalized graph
Laplacian based methods using network
( )
Functional Classes
Accuracy Performance Measures (%)
Network
( )
Normalized
Random Walk
Un-normalized
1
29.63
29.57
29.40
2
34.11
34.11
33.95
3
27.93
27.90
27.70
4
28.51
28.48
28.57
5
34.03
34.03
33.92
6
30.57
30.55
30.04
7
32.08
32.08
32.02
8
33.05
33.03
32.92
9
33.78
33.78
33.75
10
30.18
30.18
29.99
11
32.64
32.64
32.53 22 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013
12
34.53
34.53
34.45
13
34.48
34.48
34.31
Table 7: Comparisons of symmetric normalized, random walk, and un-normalized graph
Laplacian based methods using network
( )
Functional Classes
Accuracy Performance Measures (%)
Network
( )
Normalized
Random Walk
Un-normalized
1
18.31
18.28
18.26
2
20.93
20.90
20.88
3
18.09
18.06
18.09
4
18.39
18.39
18.39
5
21.07
21.07
21.04
6
18.98
18.98
18.90
7
18.73
18.73
18.67
8
19.90
19.90
19.62
9
20.04
20.04
19.93
10
17.31
17.28
17.17
11
19.18
19.18
19.09
12
20.54
20.54
20.57
13
20.54
20.54
20.48
Table 8: Comparisons of symmetric normalized, random walk, and un-normalized graph
Laplacian based methods using network
( )
Functional Classes
Accuracy Performance Measures (%)
Network
( )
Normalized
Random Walk
Un-normalized Table 8: Comparisons of symmetric normalized, random walk, and un-normalized graph
Laplacian based methods using network
( )
Functional Classes
Accuracy Performance Measures (%)
Network
( )
Normalized
Random Walk
Un-normalized
1
26.45
26.45
26.51
2
29.21
29.21
29.21 23 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013
3
25.89
25.78
25.92
4
26.76
26.62
26.76
5
29.18
29.18
29.18
6
27.42
27.23
27.42
7
28.21
28.18
28.01
8
28.51
28.54
28.54
9
29.71
29.68
29.65
10
26.81
26.95
27.01
11
28.79
28.82
28.85
12
30.16
30.13
30.16
13
30.18
30.16
30.18 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 From the above tables, we easily see that the un-normalized (i.e. Results Finally, the accuracy performance measures of these three methods for the integrated network are
much better than the best accuracy performance measure of these three methods for individual
network. Due to the sparseness of the networks, the accuracy performance measures for
individual networks W2, W3, W4, and W5 are unacceptable. They are worse than random guess. The best accuracy performance measure of these three methods for individual network will be
shown in the following supplemental table. 24 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 Supplement Table:Comparisons of un-normalized graph Laplacian based methods using
network
( ) and integrated network
Functional Classes
Accuracy Performance Measures (%)
Integrated network
(un-normalized)
Best individual network
( )
(un-normalized)
1
77.20
64.30
2
85.81
71.13
3
77.56
63.91
4
77.62
65.47
5
86.12
71.24
6
80.32
67.11
7
81.83
67.84
8
84.17
69.31
9
86.87
71.52
10
80.52
65.50
11
84.92
70.12
12
87.54
72.63
13
88.32
72.85 5. Conclusion The detailed iterative algorithms and regularization frameworks for the three normalized, random
walk, and un-normalized graph Laplacian based semi-supervised learning methods applying to
the integrated network from multiple networks have been developed. These three methodsare
successfully applied to the protein function prediction problem (i.e. classification problem). Moreover, the comparison of the accuracy performance measures for these three methods has
been done. These three methods can also be applied to cancer classification problems using gene expression
data. Moreover, these three methods can not only be used in classification problem but also in ranking
problem. In specific, given a set of genes (i.e. the queries) making up a protein complex/pathways
or given a set of genes (i.e. the queries) involved in a specific disease (for e.g. leukemia), these
three methods can also be used to find more potential members of the complex/pathway or more
genes involved in the same disease by ranking genes in gene co-expression network (derived 25 International Journal on Bioinformatics & Biosciences (IJBB) Vol.3, No.2, June 2013 from gene expression data) or the protein-protein interaction network or the integrated network of
them. The genes with the highest rank then will be selected and then checked by biologist experts
to see if the extended genes in fact belong to the same complex/pathway or are involved in the
same disease. These problems are also called complex/pathway membership determination and
biomarker discovery in cancer classification. In cancer classification problem, only the sub-
matrix of the gene expression data of the extended gene list will be used in cancer classification
instead of the whole gene expression data. Finally, to the best of my knowledge, the normalized, random walk, and un-normalized
hypergraph Laplacian based semi-supervised learning methods have not been applied to the
protein function prediction problem. These methods applied to protein function prediction are
worth investigated since [11] have shown that these hypergraph Laplacian based semi-
supervisedlearning methods outperform the graph Laplacian based semi-supervised learning
methods in text-categorization and letter recognition. References 1. Shin H.H., Lisewski A.M.and Lichtarge O.Graph sharpening plus graph integration: a synergy that
improves protein functional classificationBioinformatics23(23) 3217-3224, 2007 1. Shin H.H., Lisewski A.M.and Lichtarge O.Graph sharpening plus graph integration: a synergy that
improves protein functional classificationBioinformatics23(23) 3217-3224, 2007 2. Pearson W.R. and Lipman D.J. Improved tools for biological sequence comparison Proceeding
the National Academy of Sciences of the United States of America, 85(8), 2444–2448, 1998 3. Lockhart D.J., Dong H., Byrne M.C., Follettie M.T., Gallo M.V., Chee M.S., Mittmann M., Wang
C., Kobayashi M., Horton H., and Brown E.L. Expression monitoring by hybridization to high-
density oligonucleotide arrays Nature Biotechnology, 14(13), 1675–1680, 1996 y
g
y
gy
(
)
4. Shi L., Cho Y., and Zhang A. Prediction of Protein Function from Connectivity of Protein
Interaction Networks International Journal of Computational Bioscience, Vol.1, No. 1, 2010 5. Lanckriet G.R.G., Deng M., Cristianini N., Jordan M.I., and Noble W.S. Kernel-based data fusion
and its application to protein function prediction in yeastPacific Symposium on Biocomputing
(PSB), 2004 (
)
6. Tsuda K., Shin H.H, and Schoelkopf B. Fast protein classification with multiple networks
Bioinformatics (ECCB’05), 21(Suppl. 2):ii59-ii65, 2005 7. Schwikowski B., Uetz P., and Fields S. A network of protein–protein interactions in yeast Nature
Biotechnology, 18(12), 1257–1261, 2000 gy
8. Zhou D., Bousquet O., Lal T.N., Weston J. and Schölkopf B. Learning with Local and Global
Consistency Advances in Neural Information Processing Systems (NIPS) 16, 321-328. (Eds.) S. Thrun, L. Saul and B. Schölkopf, MIT Press, Cambridge, MA, 2004 p
g
9. Xiaojin Zhu and Zoubin Ghahramani. Learning from labeled and unlabeled data with label
propagation Technical Report CMU-CALD-02-107, Carnegie Mellon University, 2002 10. Knutson A. and Tao T. Honeycombs and sums of Hermitian matrices Notices Amer. Math. Soc. 48, no. 2, 175–186, 2001 11. Zhou D., Huang J. and Schölkopf B. Learning with Hypergraphs: Clustering, Classification, and
Embedding Advances in Neural Information Processing System (NIPS) 19, 1601-1608. (Eds.) B. Schölkopf, J.C. Platt and T. Hofmann, MIT Press, Cambridge, MA, 2007. 12. Spellman P., Sherlock G., and et al. Comprehensive identification of cell cycle-regulated genes of
the yeast saccharomyces cerevisiae by microarray hybridization Mol. Biol. Cell, 9:3273– 3297,
1998 13. Luxburg U. A Tutorial on Spectral Clustering Statistics and Computing 17(4): 395-416, 2007 14. Shin H., Tsuda K., and Schoelkopf B.Protein functional class prediction with a combined
graphExpert Systems with Applications, 36:3284-3292, 2009 26
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English
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Detection of Perforin in suspension of leukemia lymphocyte culture
|
Maǧallaẗ Markaz buḥūṯ al-taqniyyaẗ al-aḥyāʾiyyaẗ
| 2,014
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cc-by
| 3,227
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2014 2014 Journal of Biotechnology Research Center (Special edition) Vol. 8 No. 1 Abstract This work aimed to study the concentrations and hemolytic assay of perforin in serum and culture
suspension of lymphocyte for acute lymphocyte leukemia ALL; chronic lymphocyte leukemia CLL,
and control. To achieve this goal, blood samples were collected from 20 leukemic cases 10 ALL and
10 CLL, and isolation of lymphocyte done then proliferation of leukemia lymphocyte in culture for
the detection of perforin concentration by ELISA kit and hemolytic activity of perforin in suspension
lymphocyte culture and serum were impacted. The results, showed significant increase in the level of
concentrations of perforin in both CLL and ALL as compared with the control, however, showed
significant lower in level of hemolytic activity of perforin in these groups as compared to the control. The conclusion is that expression of perforin is strongly associated with leukemia patient in Iraqi
population. Key words: Perforin, leukemia lymphocyte
انًسرخهص
ذهذف انذساسح قُاس ذشكُز وفعانُح تشوذٍُ انثُشفىسٍَ انثاقة فٍ يصم انذو ويزسعح انخالَا انرائُح انهًفاوَح نهًصاتٍُ تاتُضاض انذو
انحاد وانًزيٍ وانسُطشج ، ونرحقُق هزا انهذف
جًعد20
عُُه يٍ انذو10
عُُه يٍ اتُضاض انذو انحاد و10
عُُه يٍ اتُضاض انذو
انًزيٍ وعزل انخالَا انًفاوَه وذى ذحذَذ ذشكُز ا نثاقة وانفعانُح انرحهُهُح نه فٍ انًزسعح وانًصم ار أظهشخ اسذفاع ذشكُز انثاقة
نًشضً اتُضاض انذو انهًفٍ انحاد وانًزيٍ تانًقاسَه يع انسُطشج تًُُا اَخفضد انفعانُه نهثاقة نهًجًىعرٍُ تانًقاسَح يع انسُطشج . االسرُراجاخ ، ذعثُش انثاقة نه عالقح قىَح يع يشض اتُضاض انذو نهًج
ذىٍع انعشاق . انكهًاخ انًفراحُح :
ٌانثُشفىسٍَ ، اتُضاض انذو انهًفاو
Introduction Key words: Perforin, leukemia lymphocyte Key words: Perforin, leukemia lymphocyte
انًسرخهص
ذهذف انذساسح قُاس ذشكُز وفعانُح تشوذٍُ انثُشفىسٍَ انثاقة فٍ يصم انذو ويزسعح انخالَا انرائُح انهًفاوَح نهًصاتٍُ تاتُضاض انذو
انحاد وانًزيٍ وانسُطشج ، ونرحقُق هزا انهذف
جًعد20
عُُه يٍ انذو10
عُُه يٍ اتُضاض انذو انحاد و10
عُُه يٍ اتُضاض انذو
انًزيٍ وعزل انخالَا انًفاوَه وذى ذحذَذ ذشكُز ا نثاقة وانفعانُح انرحهُهُح نه فٍ انًزسعح وانًصم ار أظهشخ اسذفاع ذشكُز انثاقة
نًشضً اتُضاض انذو انهًفٍ انحاد وانًزيٍ تانًقاسَه يع انسُطشج تًُُا اَخفضد انفعانُه نهثاقة نهًجًىعرٍُ تانًقاسَح يع انسُطشج . االسرُراجاخ ، ذعثُش انثاقة نه عالقح قىَح يع يشض اتُضاض انذو نهًج
ذىٍع انعشاق . انكهًاخ انًفراحُح :
ٌانثُشفىسٍَ ، اتُضاض انذو انهًفاو
Introduction Detection of Perforin in suspension of leukemia lymphocyte culture
ٍَانكشف عٍ انثُشفىس(انثاقة )
فٍ عانق انًزسعح اتُضاض انذو انهًفاوَح Najwa Sh. Ahmed Amal G.S. Fayyad * Wan Mohter Yusoff *
Subhi Jawad Hamza** Abdul Hussen Al-Faisal*** Adeeb A. AL-Shami****
Biotechnology Research Center/ Al-Nahrain University
*University Kebangsaan Malaysia
** Science college/ Baghdad University
***Institute of Genetic Engineering and Biotechnology for Postgraduate/ Baghdad University
**** National Center of Hematology/ Al Mustanisyria University
َجىي شهاب احًذ
آيال فُاض*
واٌ يخراس َىسف*
صثحٍ جىاد حًزج**
عثذ انحسٍُ يىَد انفُصم***
ٍأدَة عثاس انشاي****
مركز بحىث التقنيات
االحيائية /جامعة النهرين
الجامعه الماليزية*
كلية العلىم /جامعة بغداد**
معهد الهندسة الىراثية والتقنيات االحيائية
للدراسات العليا / جامعة بغداد
***
ال
مركز الىطني ال
مراض الدم/ الجامعة المستنصرية***
* Sample Collection Five ml of blood was collected by vein puncture from 20 cases ALL and CLL who were admitted to
the National Center of Haematology/ Al Mustanisyria University from May 2010 till March 2011. The
disease was diagnosed by the consultant medical staff at the centre. In addition, 5 healthy looking
subjects (controls) were also included. Isolation of Lymphocytes Preparation of solutions and media were done according to the methods described by [9; 10]. The
lymphocytes were isolated from the peripheral heparinized whole blood as follows: three ml of blood
was centrifuged at 1000rpm for 15min. The plasma was collected for perforin estimation, Buffy coat
was collected in a 10 ml centrifuge tubes and diluted with 5ml RPMI 1640 (cell suspension), five ml
of the diluted cell suspension was layered on 3ml of ficoll-isopaque separation fluid, the tubes were
centrifuged at 2000rpm for 30min in a cooled centrifuge at 4ºC. After centrifugation, the mononuclear
cells were visible as cloudy band between the RPMI1640 and lymphoprep layers. The band was
collected in a 10ml test tube and the cells were suspended in 5 ml RPMI 1640. The tube was
centrifuged at 2000rpm for 5min (first wash), the supernatant was discarded and the cells were
resuspended in 5 ml RPMI 1640 (repeated twice). The suspension was centrifuged at 1000rpm for
10min, the supernatant was discarded. The precipitated cells were resuspended in 1ml RPMI solution
and used in the planned experiments [11]. Counting the cells was performed before experiment [12],
the numbers of lymphocytes were counted by improved neuber chamber and the cells concentration
was adjusted to 1X106 cell/ml. The isolated cells were grown in a flask containing 10ml RPMI 1640
medium supplemented with 10% BSA (Bovine serum albumin) and incubated at 37ºC for 48h in CO2
incubator [11]. Using a microtiter plate (96 wells) cell culture technique 4X105 cells/ml and the complete RPMI 1640
was used as a negative control and complete RPMI1640 with PBS as positive control. The exposure
time was 48hr. Each plate was designed to contain three replications of each concentration and 12
wells for negative control and 12 wells for positive control [11]. Perforin Detection Assay The perforin concentration was detected using perforin enzyme linked immuno sorbent assay (ELISA)
for in vitro quantitative determination of perforin in supernatant, buffered solutions, serum and plasma
samples. The perforin kit is a solid phase sandwich ELISA, a monoclonal antibody specific for
perforin has been coated onto the wells of the microtiter plate. Standard Perforin (Cell science
company/ USA), two nanogram powder of perforin was dissolved in 1ml of standard diluents to give
2000pg/ml and stored at 4ºC until used then diluents were prepared from 2000 to 62.5 pg/ml and the
absorbance read on a spectrophotometer at 450nm. Introduction Perforin is a cytolytic, channel-forming protein expressed in cytolytic T cells and natural killer cells. It
plays a crucial role in the killing cell-mediated machining of virally infected host cells, tumor cells, and
allotransplant and endocytic parasitic manifestation [1]. The protein is encoded by the PRF1 gene which
is mapped to 10q22 in human [2]. Its locus is not linked to any genes of the terminal complement system. Two-thirds of perforin sequence is homologous to the lytic, channel-forming complement proteins C6,
C7, C8, and C9. The protein attack complex of complement produces pores of up to 20 nm in diameter on
target membranes [3]. When the CTLs binds to its target, the contents of the granules are discharged by
exocytose and perforin molecules insert themselves into the plasma of target cells forming a pore that
enables granzymes to enter the cell [4]. Perforin is a 555 amino acid protein that has a 21 amino terminal
signal sequence, an approximately 300 amino acid region that shares homology to the C9 complement
protein, a 36 amino acid epidermal growth factor-like domain (EGF), and a 132 amino acid domain
homologous to the C2 domain of protein kinase C [5, 2]. Patients with mutations in the perforin gene
(PRF1) have been found to express low level or even absence of perforin in NK cells and diminished
lymphocyte cytotoxicity [6]. Missense mutations in PRF1 have also been described in an adult with
chronic active Epstein barr virus EBV infection [7], in children and adults with bone marrow
malignancies [8], and in healthy individuals. The phenotypic expression of PRF1 mutations is variable,
and the spectrum of perforin-related disease may include fatal immune dysregulation in early childhood, 20 Journal of Biotechnology Research Center (Special edition) 2014 Vol. 8 No. 1 nonfatal, inflammatory reactions at any age, and impaired tumor surveillance in children and adults [8]. The present study aimed to investigate the apoptosis profile of ALL and CLL through the following
parameters: Perforin in terms of level and activity in serum and supernatant of cultured T-cytotoxic
lymphocyte. nonfatal, inflammatory reactions at any age, and impaired tumor surveillance in children and adults [8]. The present study aimed to investigate the apoptosis profile of ALL and CLL through the following
parameters: Perforin in terms of level and activity in serum and supernatant of cultured T-cytotoxic
lymphocyte. Perforin Detection Protocol Standard perforin 200µl was added into wells A1 and A2. Standard diluents 100µl was added to
standard wells B1, B2, C1, C2, D1, D2, E1, E2, F1, F2. Serial transfers of 100µl solutions were made
in accordance to alphabet and numbers orders, 100µl of standard diluents was added to the blank well
G1, G2 and 100µl of sample was added to sample well. The Covered plate was incubated for 1h at
room temperature 25ºC. The plate was washed as follow: The liquid was aspirated from each well,
0.3ml of washing solution was dispensed into well then the content of well was aspirated (washing was
repeated twice). Diluted biotinylated anti-perforin 50µl was added to all wells, the wells were covered
and incubated for 1h at room temperature then washed as in up step. Horseradish peroxidase (HRP)
solution 100µl was added into all wells including the blank wells, incubated at room temperature for
20min then wells were emptied and washed as in up step. TMB (tetra methyl benzidine) substrate
solution 100µl was added into all wells; the plate was wrapped with aluminum foil and incubated in 21 Journal of Biotechnology Research Center (Special edition) 2014 Vol. 8 No. 1 the dark for 10-15min at room temperature. H2SO4 100µl was added into each well as a stop reagent,
the absorbance of each well were read on a ELISA micro plate reader (Olympus/ Japan) at 450nm. H
l ti A
f
P
t i
A ti it the dark for 10-15min at room temperature. H2SO4 100µl was added into each well as a stop reagent,
the absorbance of each well were read on a ELISA micro plate reader (Olympus/ Japan) at 450nm. Hemolytic Assay for Protein Activity Perforin activity was determined depending on the hemoglobin released from lysed erythrocytes after
treatment with perforin according to the method described by [13,14], 2% erythrocyte prepared by
mouse blood sample was centrifuged at 1500rpm for 10 min, the serum was removed and the cells
were resuspended in 1ml PBS saline then 2% erythrocyte was prepared by adding Tris-buffer saline. 100µl samples including purified perforin, blood serum from patients; healthy and cell culture
suspension were added to 100µl of 2% erythrocyte. Perforin Detection Protocol The mixture was incubated for 30 min at 37ºC,
then diluted to 2ml Tris HCl/NaCl, the mixture was centrifuged at 1500rpm for 10min and the
supernatant was subjected to hemoglobin assay using spectrophotometer at 420nm, the following
formula:
Experimental - Spontaneous hemolytic Hemolytic activity = ×
p
p
y
Maximal hemolytic – Spontaneous Hemolytic Statistical analysis The statistical analysis is a very important final step in the research to analyze and evaluate the
obtained results. Medical statistics of this study was conducted via computer based statistical program
which was: 1- SPSS for Windows computer package Programmer 11.5. 2- Microsoft Excel 2003. Th
i i
l
l
i
hi h 2- Microsoft Excel 2003. c oso t
ce
003. The statistical analysis tests which used in this were as follows: Duncan test is non-parametric test which used to determine whether there is a significant difference
between the expected frequencies with respect to two variables. It is a well used test for the medical
statistics. P value <0.05 is considered a significant correlation. Duncan test is non-parametric test which used to determine whether there is a significant difference
between the expected frequencies with respect to two variables. It is a well used test for the medical
statistics. P value <0.05 is considered a significant correlation. Detection of Perforin and Hemolytic Activity in Suspension of Cultured Leukemia Cells It was found that concentration of perforin was highly significant in the ALL and CLL groups
(820.0±193.06 and 1510.4± 263.07) respectively than its controls (243.5±25.59). Perforin
concentrations produced from CTLs in both group ALL and CLL have differed significantly from their
controls P≤ 0.001. However, there was significant difference between the CLL and ALL groups, after
24h growth of CTLs P≤0.01, but after 48h perforin concentration highly significantly in ALL and CLL
groups (1300.6±274.40 and (2057.2±357.67) respectively than the controls 299.3± 21.94 and have
differed significantly from their controls P≤0.001. Hemolytic activity after 24 h for growth of CTLs
lowered significantly in the ALL and CLL groups (0.806±0.129 and 0.484±0.006) respectively than its
controls (1.065±0.152). Hemolytic activity produced from CTLs in CLL groups has differed
significantly from their controls P≤0.001, but there was no significant difference between ALL and
control. However, a significant difference between the CLL and ALL group after 24h for growth of
CTLs P≤ 0.01 was found, but after 48h period hemolytic activity lowered significantly in the ALL and
CLL groups (0.971±0.14 and 0.704±0.055) respectively than the control group (1.58±0.065). Hemolytic activity of perforin released from CTLs in both group ALL and CLL have differed
significantly from their controls P≤0.01 and there was a significant difference between the CLL and
ALL group P≤ 0.001 as shown in Table (1). rcentage frequency of perforin concentration and hemolytic assay in leukemia patients (CLL and ALL) and
l Table (1): Percentage frequency of perforin concentration and hemolytic assay in leukemia patients (CLL and ALL) and
controls. Table (1): Percentage frequency of perforin concentration and hemolytic assay in leukemia patients (CLL and ALL) and
controls. Groups
No. Mean ±S.E. Perforin Pg/ 24h. Hemolytic activity
Perforin Pg/ 48h. Hemolytic
activity
CLL
10
1510.4±263.07A
0.484± 0.006 B
2057.2±357.60 A
0.704±0.055C
ALL
10
820.0±193.06 B
0.806 ±0.129 A
1300.6±274.40 B
0.971±0.14 B
Control
5
243.50±25.58 C
1.065± 0.152 A
299.3 ± 21.94C
1.58± 0.06 A
*Different letters: Significant difference (P ≤ 0.001) between means of columns (Duncan test). The mean ± standard error was calculated [15] for perforin contents in the natural killer cells and
cytotoxic T-cells of controls and found to be 3.561±1.157, but the contents were reduced in individual Reference 1. Trapani, JA, and Smyth, MJ. (2002). Functional significance of the perforin/granzyme cell death
pathway. NatRev Immunol. 2:735-747. 1. Trapani, JA, and Smyth, MJ. (2002). Functional significance of the perforin/granzyme cell death
pathway. NatRev Immunol. 2:735-747. 2. Lichtenheld, MG., Olsen, KJ. and Lu, P.(1988). Structure and function of human perforin. Nature. 335:448-51. 3. Anderson, DH. (2003). Granulysin crystal structure and a structure-derived lytic mechanism. J. Mol. Biol. 325, 355–365. 3. Anderson, DH. (2003). Granulysin crystal structure and a structure-derived lytic mechanism. J. Mol. Biol. 325, 355–365. 4. Joza, N., Susin, SA., Daugas, E., Stanford, WL., Cho, SK. and Li, CY. (2001). Essential role of
the mitochondrial apoptosis-inducing factor in programmed cell death. Nature. 410:549–54. 4. Joza, N., Susin, SA., Daugas, E., Stanford, WL., Cho, SK. and Li, CY. (2001). Essential role of
the mitochondrial apoptosis-inducing factor in programmed cell death. Nature. 410:549–54. 5. Uellner, R. (1997). Perforin is activated by a proteolytic cleavage during biosynthesis which
reveals a phospholipid binding C2domain. EMBOJ. 16:7287-7296. 5. Uellner, R. (1997). Perforin is activated by a proteolytic cleavage during biosynthesis which
reveals a phospholipid binding C2domain. EMBOJ. 16:7287-7296. 6. Katano, H. and Cohen, JI. (2005). Perforin and lymphohistiocytic proliferative disorders. Br J
Haematol. 128:739-750. 6. Katano, H. and Cohen, JI. (2005). Perforin and lymphohistiocytic proliferative disorders. Br J
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lymphohistiocytosis. Turk J. Hematol. 24:32–5. 8. Henter, JI., Horne, A., Arico, M., Egeler, RM., Filipovich, AH., Imashuku, S. (2007). HLH. 2004,
Diagnostic and therapeutic guidelines for hemophagocytic lymphohistiocytosis. Pediatr Blood
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syndrome patients. Brazelian Journal of Genetics. 1: 310-319. 10. Bottran, RF. and Vetvicka, V. (2001). Advanced methods in cellular immunology. Boca Raton,
New York, Washington, D.C. 11. Boyum, A. (1968). Separation of lymphocyte from blood and bone marrow. Scand .J. clin. lab. invent. 21. suppt.97. 12. Porakishvili, V., Kardava, L., Jewell, A., Yang, K., Glennie, M., Akbar, A. and Lydyard, P. (2004). Cytotoxic CD4 Tcells in patients with Bcell chronic lymphocytic leukemia kill via
aperforin mediated pathway. Haematological. 89: 435-443. 13. Winkler, U., Pickett, TM and Hudig, D. (1996). Fractionation of perforin and granzymes by
immobilized metal affinity chromatography (IMAC). J.Immunol.Methods.191:11. 14. Hudig, D., Allison, NJ., Pickett, TM., Winkler, U., Kam, C-M. Detection of Perforin and Hemolytic Activity in Suspension of Cultured Leukemia Cells The mean ± standard error was calculated [15] for perforin contents in the natural killer cells and
cytotoxic T-cells of controls and found to be 3.561±1.157, but the contents were reduced in individual The mean ± standard error was calculated [15] for perforin contents in the natural killer cells and
cytotoxic T-cells of controls and found to be 3.561±1.157, but the contents were reduced in individual 22 Journal of Biotechnology Research Center (Special edition) 2014 Vol. 8 No. 1 with heterozygous and homozygous perforin deficiency family hemophagocytic lymphohistocytosis
and were found to be 2260 and 2120 rMol of anti perforin antibodies per NK cells. [16] refer to higher
level expression of perforin from NK cells 94±2.5% of B-CLL patient compared with 75.5± 14.7%
control and higher expression of perforin from CD8+cells 56.5±17 compared with healthy 27.9±15.6. On the other hand, [17; 18] referred to lower expression of perforin from hemophagocytic
lymphohistiocytosis patients and detected partial or complete perforin deficiency because missense
and nonsense mutations in exon 2 (del 207C) and exon 3 (del 1090-91CT) in coding region of perforin
gene. [19] refer to loss of perforin protein or production of nonfunctional protein lead to lacks perforin
expression in patient with familial hemophagocytic lymphohistocytosis FHLH and found mutation
A91V in perforin gene. [20] referred to reduce and absent expression of cytotoxic T-lymphocyte and
NK cells activity in FHLH patient from Iran because of two mutations were found at codon 273
(GCC>GCT) and 299 (CAC>CAT). In conclusion, the results appeared significantly elevated levels of
concentration of perforin in both CLL and ALL as compared with control. However, the detected
hemolytic activity of perforin in these groups at lower levels as compared to control. Reference and Powers, JC. (1991). The
function of lymphocyte proteases: inhibition and restoration of granule-mediated lysis with
isocoumarin serine protease inhibitors. J Immunol.147:1360-1368. 15. Maher, K., Klimas, N., Hurwitz, B., Schiff, R. and Fletcher, M. (2002). Quantitative fluorescence
measures for determination of intracellular perforin content. Clin. Diagn. Lab. Immunol. 9:1248-
1252. 23 Journal of Biotechnology Research Center (Special edition) Vol. 8 No. 1 2014 16. Porakishvili, N., Roschupkina, T., Kalber, T., Jewell, AP., Patterson, KY. and Lydyard, P.M. (2001). Expansion of CD4+ Tcells with acytotoxic phenotype in patients with B-chronic
lymphocytic leukemia (B-CLL). Clin. Exp. Immunol.126: 29–36. 17. Kogawa, K., Lee, S., Villanueva, J., Marmer, D., Sumegi, J. and Filipovich, A. (2002). Perforin
expression in cytotoxic lymphocytes from patients with hemophagocytic lymphohistiocytosis and
their family members. Blood. 99:61-66. 18. Yanai, F., Ishii, E., Kojima, K., Hasegawa, A., Azuma, T., Hirose, S. (2003). Essential roles of
perforin in antigen specific cytotoxicity mediated by human CD4+T-lymphocytes: analysis using
the combination of hereditary perforin deficient effector cells and Fas-Deficient target cells. The
Journal of Immunology.170:2205-2213. 19. Trambas, C., Gallo, F., Pende, D., Marcenaro, S., Moretta, L., De Fusco, C. (2005). A single
aminoacid change, A91V, leads to conformational changes that can impair processing to the
active form of perforin. Blood.106:932–937. 20. Galehdari, H., Mohammadi, E., Andashti, B., Nader, A. and Molavi, M. (2007). Perforin gene
analysis in an Iranian family with familial hemophagocytic lymphohistiocytosis. Iran. J. Immunol. 4:122-126. 24 24
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Energy Prediction versus Energy Performance of Green Buildings in Malaysia. Comparison of Predicted and Operational Measurement of GBI Certified Green Office in Kuala Lumpur
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DOI: 10.1051/matecconf/20166600071 DOI: 10.1051/matecconf/20166600071 00071 (2016)
,
MATEC Web of Conferences 66
IBCC 2016 Energy Prediction versus Energy Performance of Green Buildings in
Malaysia. Comparison of Predicted and Operational Measurement of GBI
Certified Green Office in Kuala Lumpur Suzaini M. Zaid1 and Amir Kiani1
,a 1Department of Building Surveying, Faculty of Built Environment, University of Malaya, Malaysia Abstract. Forward from the sustainability agenda of Brundtland in 1987 and the increasing demand for energy
efficient buildings, the building industry has taken steps in meeting the challenge of reducing its environmental
impact. Initiatives such as ‘green’ or ‘sustainable’ design have been at the forefront of architecture, while green
assessment tools have been used to predict the energy performance of building during its operational phase. However,
there is still a significant hap between predicted or simulated energy measurements compared to actual operational
energy consumption, or is more commonly referred as the ‘performance gap’. This paper tries to bridge this gap by
comparing measured operational energy consumption of a Green Building Index (GBI) certified office building in
Kuala Lumpur, with its predicted energy rating qualification. © 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 however it does very little to measure actual performance
of the so-called green buildings. Therefore, there is a
need to fill in the gap of predicted and operational
performance of buildings – known as the ‘performance
gap’ [6] that can truly be a testament of real energy and
CO2 reduction. Global warming is one of the biggest issues of this
century, and according to National Aeronautics and
Space Administration (NASA), in the past few years the
number of carbon dioxide (CO2) parts in the atmosphere
exceeded an amount that it had never pass in the last
650,000 years [1]. Buildings play a big role in producing
CO2 gases; in fact 30% of greenhouse gas emission come
from building sector, and between 80-90% of CO2
emissions from the building sector come from the
operational phase of already built buildings [2]. Consequently, mitigation of CO2 emissions has affected
the building industry in a number of countries in the
South East Asian region like Indonesia, Singapore, the
Philippines,
Thailand
and
Vietnam
are
already
implementing energy efficiency legislation on newly built
buildings [3]. However, it cannot be said the same about
the building industry in Malaysia, where such legislation
does not exist for both new built and existing buildings. a Corresponding author: suzaini_zaid@um.edu.my 2.1 Green Rating Tool and Simulation Many countries have developed their own green rating
tool based on one another, mostly adapted from the
pioneering BREEAM and LEED rating tools. Examples
of green building rating tools available in the South East
Asian region are Green Mark from Singapore, Building
for
Ecologically
Responsive
Design
Excellence
(BERDE) from Philippines and the Green Building Index
(GBI) from Malaysia [12-14]. Some of the assessment
criteria in these green building rating tools are similar, for
example energy efficiency (EE), indoor environmental
quality (EQ), and water efficiency (WE) [12-14]. However, the assessment measurements and scoring
system may differ between these green building rating
tools according to local context. Table 1 briefly
highlights the assessment criteria for Green Mark,
BERDE and GBI for Non-Residential New Construction
category, and the maximum scoring points [12-14]. As
the focus of this paper is to review the Malaysian
building performance, a brief comparison between the
energy efficiency criteria of the GBI with its other South
East Asian counterpart Green Mark and BERDE is
described also in Table 2. Table 2. Energy Requirements for BCA Green Mark, BERDE
and GBI. Sources: [12-14]. BCA Green Mark
(Building Energy
Performance)
BERDE
(Energy)
GBI
(Energy
Efficiency)
1. Energy
Efficiency
2. Air-
Conditioning
Total System
Efficiency
3. Lighting
Efficiency
4. Energy
Effectiveness
5. Building
Energy
6. Car Park
Energy
7. Receptacle
Energy
8. Renewable
Energy
9. Feasibility
Study
10. Solar Ready
Roof
11. Replacement
Energy
1. Energy Sub-
Metering
2. Energy
Efficient
Lighting
3. Natural
Ventilation
4. On-Site
Renewable
Energy
Generation
5. Energy
Efficiency
Improvement
6. Energy
Efficiency
Building
Envelope
7. Energy
Efficient
Equipment
8. Building
Automation
Systems
1. Minimum
EE
Performance
2. Lighting
Zoning
3. Electrical
Sub-
Metering
4. Advanced or
Improved EE
Performance
– BEI
5. Enhanced
Commissioni
ng
6. Post
Occupancy
Commissioni
ng
7. EE
Verification
8. Sustainable
Maintenance Table 2. Energy Requirements for BCA Green Mark, BERDE
and GBI. Sources: [12-14]. Table 1. Assessment criteria of BCA Green Mark, BERDE and
GBI. Sources: [12-14]. BCA Green Mark
– 120 points
BERDE
– 120 points
GBI
– 100 points
1.Climatic
Responsive
Design – 30
2.Building
Energy
Performance – 30
3.Resource
Stewardship – 30
4.Smart &
Healthy Building
– 30
5.Advanced
Green Efforts –
20
1.Management –
14
2.Land Use and
Ecology – 20
3.Water – 7
4.Energy – 9
5.Transportation –
18
6.Indoor
Environmental
Quality – 7
7.Materials – 6
8.Emissions – 4
9.Waste – 11
10. 2 Green Revolution There has been large body of work that has been done to
enhance how a building performs in its operational phase,
through simulation and ‘green’ design or architecture [7]. The term ‘green’ architecture/building refers to how
environmental friendly the building is, in terms of the
design, techniques and technology used in the building
[8]. The green building revolution is being observed
internationally [9], through energy standards such as the
European Energy Performance of Building Directive
(EBPD), the French Low Energy Building Decree and the
Norwegian Standard for Residential Passive House [10]
and is even starting to gain awareness locally in Malaysia
with the birth of GBI. Other than building energy efficiency legislation,
other strategies or approaches however has been done
sporadically in the Malaysian building landscape, such as
the introduction of Green Building Index (GBI) to rate
how ‘green’ buildings are designed – not operated. The
GBI has taken heed from pioneering green building rating
tools
such
as
Building
Research
Establishment
Environmental Assessment Method (BREEAM) in The
United Kingdom [4] and Leadership in Energy &
Environmental Design (LEED) in The United States [5]. These green building rating tools are predicted models of
how buildings would perform in operational phase, The believed benefits of green building practices will
possibly provide the triple-bottom-line benefits of
sustainable development, in terms of environmental,
economic and social [9] [11] Some of the environmental
benefits
include:
biodiversity
and
ecosystems
enhancement; air and water quality improvement; waste
reduction;
natural
resources
conservation;
and
minimizing global warming effects. Other possible
economic benefits could include: reduction of operation
and maintenance costs; creation of green products and 00071 (2016)
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MATEC Web of Conferences 66 00071 (2016)
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MATEC Web of Conferences 66
IBCC 2016 DOI: 10.1051/matecconf/20166600071 11.Innovation - 20 services; life-cycle economic performance optimization;
image improvement; and reduction of cost for civil
infrastructure [9]. Meanwhile, perceived social benefit
include:
occupant
productivity
improvement;
and
occupant absenteeism minimization [9]. 2.1 Green Rating Tool and Simulation Heritage
Conservation – 4
1.Energy
Efficiency (EE) –
35
2.Indoor
Environmental
Quality (EQ) –
21
3. Sustainable
Site Planning &
Management
(SM) - 16
4.Material &
Resources (MR)
– 11
5.Water
Efficiency (WE)
– 10
6.Innovation (IN)
- 7 Table 1. Assessment criteria of BCA Green Mark, BERDE and
GBI. Sources: [12-14]. The GBI Minimum EE Performance is for building
envelope and installations like Building Energy Intensity
Tool (BEIT) to hoped to minimize the energy
consumption, hence reducing CO2 emission [14]. Lighting Zoning; as the name suggests it is allocated for
lighting and zonings of lightings and the flexibility of the
system. In this part, GBI’s requirements are to install
motion sensors to turn off the light in the absence of a
user, to install auto-sensors to automatically adjust the
level of artificial lighting according the level of natural
lighting, and to provide switches for every enclosed area
individually to increase the flexibility of the system [14]. Electrical Sub-metering & Tenant Sub-metering is for
installing different sub-meters for all energy use more
than 100 kilovolt amps (kVa) as well as an individual
sub-metering for lighting [14]. Renewable Energy is to promote the use of
renewable energies and points are given according the
amount of electricity provided by the renewable sources,
so the more renewable energy, the more points, and a 2 00071 (2016)
,
MATEC Web of Conferences 66 00071 (2016)
,
MATEC Web of Conferences 66
IBCC 2016 DOI: 10.1051/matecconf/20166600071 intended as a CO2 emissions compliance tool [18] rather
than energy simulation software. building can get as high as 5 points [14]. Points are given
in Advanced or Improved EE Performance if a building
manages to consume less than 150kWh/m2/year (this
number may vary according to the type of building, for
more information please refer to GBI) using BEI software
or any other software recognized by GBI or to save at
least 20% of the normal energy consumption over 3 years
using BEI [14]. Enhanced Commissioning is used to
ensure that every energy using system is working at its
best potential and to ensure the minimal energy used by
these systems [14]. However, these simulation tools are not able to
predict the biggest variable in the calculations, as user
behaviour, presence and activities can differ considerably
to personal and group preference [6,7]. 2.1 Green Rating Tool and Simulation Building
occupants can considerably effect energy consumption by
influencing internal conditions, such as individual
controls on air-conditioning and heat, window openings -
passive ventilation and cooling methods, and shading
mechanisms [6]. Furthermore, building occupants also
have personal control over various electrical equipment
and appliances – or known as ‘unregulated loads’, such as
computers, laptops, printers, and so forth [6]. Points
on
On-going
Post
Occupancy
Commissioning will be given for regular Post Occupancy
Evaluation (POE) and more points will be given if they
are assessed by professional engineers [14]. EE
Monitoring & Improvement is for the use of Energy
Management System (EMS) to monitor all the energy
usage in the building as well as the sub-metering. If a
building is not equipped with EMS then they should
submit BEI, fuel and water consumption of the building
on annual basis to GBI for the 3 years of validity period
[14]. Sustainable
Maintenance
focuses
on
the
maintenance of the energy related systems and points are
given is the maintenance is planned properly and at least
75% of maintenance team participate in carrying out of
maintenance [14]. Conversely during the operational stage of a
building,
energy
and
facility
management
can
significantly effect how energy is consumed in a
building. Good management and control can enhance
operational efficiency of building services while the
opposite reaction can occur through inappropriate
strategies that result in unnecessary energy wastage [19]. Other significant parameters to evaluate operational
energy performance of buildings include energy
efficiency services and fittings, thermal performance of
materials and material efficiency [20]. A study done in
New York City found that one forth of the LEED Energy
Star buildings actually consume more energy than
predicted, and some was even consuming more than the
national baseline (Refer Figure 1) [21]. The discrepancy
is likely due to differences in operational practices and
schedules, equipment, construction changes and other
issues not predicted in the energy modelling process [21]. 2.2
Predicted
and
Simulated
Building
Performance Other than green building rating tools, simulation tools
like EnergyPlus and Simplified Building Energy Model
(SBEM) are also used as strategies to reduce the building
sector’s environmental impact and climate change effect. Simulation and modelling tools are used as a design tool
to simulate and predict how the said building would
perform in its operational phase. An open source software
called EnergyPlus was developed under the prevue of the
United
States
Department
of
Energy
Building
Technologies Office to simulate energy performance of
heating, cooling, ventilation, lighting, plug and process
loads and water consumption of buildings [15]. Some of
the EnergyPlus features include simulated: thermal zone
conditions for heating, ventilation and air-conditioning
(HVAC) systems; heat balance-based solution; combined
heat and mass transfer; luminance and glare, and built-in
HVAC and lighting control strategies [15]. Other than green building rating tools, simulation tools
like EnergyPlus and Simplified Building Energy Model
(SBEM) are also used as strategies to reduce the building
sector’s environmental impact and climate change effect. Figure
1:
Predicted
Energy
Savings
Versus
Actual
Performance. Source: [21]. Figure
1:
Predicted
Energy
Savings
Versus
Actual
Performance. Source: [21]. The Simplified Building Energy Model (SBEM) is
a software developed by the Building Research
Establishment (BRE) to model building’s CO2 emission
and energy consumption rates for new buildings, in
compliance with United Kingdom Building Regulations
[16]. SBEM predicts monthly energy use and CO2
emissions of a building, using variables such as building
geometry, construction, function and usage, HVAC
systems and lighting [16]. The SBEM uses a steady-state
model for its building energy calculation, which is highly
simplified and highly computational – as it largely
ignores any dynamic characteristic [17], and is mainly Similar results were found in United Kingdom, through a
free
online
energy
data-sharing
platform
called
CarbonBuzz (refer Figure 2). CarbonBuzz was launched
in 2008 by the Royal Institute of British Architects
(RIBA) and the Chartered Institution of Building
Services Engineers (CISBE) in United Kingdom,
published its analysis of shared energy consumption data
in three building sectors, i.e. schools, general offices and
university buildings [6] [22]. 3 00071 (2016)
,
MATEC Web of Conferences 66 00071 (2016)
,
MATEC Web of Conferences 66
IBCC 2016 DOI: 10.1051/matecconf/20166600071 modelled [6]. Consequently, this paper helps to bridge the
gap by collecting real operational energy consumption
data of a GBI rated building, and comparing it with a
conventional non-GBI rated building to develop a
baseline study. 3 Methodology The methodology used in this study is comparative case
study. This method is used when two or more similar
case studies are subjected and in depth comparison is
required between them [24]. Case studies for this
research have been chosen firstly from GBI Non-
Residential New Construction (NRNC) list of certified
buildings, the second conventional baseline building is
chosen carefully from the commercial buildings, which
have the similar number of floors and floor area for a fair
and valid comparison. There are total number of 116
NRNC buildings in Malaysia which have been awarded
by GBI certification, 54 of which have been awarded by
GBI Certified certification, 18 have been awarded GBI
Silver certification, 39 have been awarded Gold and only
5 are awarded GBI Platinum certification [25]. Figure 2: CarbonBuzz median electricity consumption per-
sector – predicted vs. actual. Source: [22]. In an energy audit done by CarbonBuzz in 2013, it was
largely found that the actual energy performance of all
the building sectors was higher than its predicted
performance, approximately about 70% to 89% higher
than the predicted energy performance, or a Factor of
Change (from Design to Actual) – Performance Gap
between 1.71 to 1.90 (refer Table 3) [23]. The typical
variable that affects operational energy performance of a
building largely lies in the underestimating the
‘unregulated’ energy use from occupant-related usage,
such as personalized computer/laptop, electronic plug-in
appliances, heating and cooling, operating time, number
of occupant and so forth [23]. Consequently, electricity bills were collected from
the case studies and the data are quantitative and the
monthly average electricity consumption is calculated for
each building. The selected GBI certified building is
categorized under the Non-Residential New Construction
category. The data is then categorized in Building Energy
Index (BEI), in terms of kWh/m2/year. The findings are
then compared to see how better (or worse) GBI certified
buildings perform, in comparison to a baseline
conventional non-GBI certified building. Table 3. CarbonBuzz median electricity consumption per-sector
– predicted vs. actual. Source: [23]. Building
Sector
Median Electricity
Consumption
(kWh/m2/year)
Factor
Change
Design to
Actual –
‘Performance
Gap’
Differen
-ce (%)
Predict-
ed
Actual
Schools
71
121
1.71
70%
General
Office
56
106
1.90
89% Table 3. CarbonBuzz median electricity consumption per-sector
– predicted vs. actual. Source: [23]. 2.2
Predicted
and
Simulated
Building
Performance Figure 2: CarbonBuzz median electricity consumption per-
sector – predicted vs. actual. Source: [22]. 5 Discussion The electricity data collected for both the case study
buildings were for a total duration of 12 months between
2013 and 2014. Table 5 represents the collated electricity
data and energy performance of the baseline building and
the GBI certified building. It was found that the energy
performance of the baseline building was lower than the
GBI certified building, at 69 kWh/m2/year and 111
kWh/m2/year, respectively. As presented in Table 5,
there is a stark difference in total electricity consumed by
both buildings, where the annual electricity consumption
by the baseline was at 236,984 kWh and the GBI building
was at 407,131 kWh. This paper has highlighted the need to bridge the
‘performance gap’ between simulated and operational
measured energy performance of buildings. Through the
case studies selected and the data collected, it was found
that the selected non-residential GBI certified building
was performing better than the simulated or intended
energy performance. However, through the comparative
case study between a conventional non-GBI certified
building and a GBI certified building, it was found that
the conventional building was performing better than the
GBI rated building over time. Identifying the factors that
affect how energy is consumed in buildings will enable
researched to bridge this performance gap to potentially
predict energy performance and design building more
accurately through simulated. Table 5: Electricity Consumption and Energy Performance of
Case Studies
Month
Baseline Building
GBI Building
Floor Area: 41249 m2
Floor Area: 43943 m2
kWh
kWh/m2
kWh
kWh/m2
1
281,333
7
212,551
5
2
251,001
6
212,201
5
3
225,765
5
235,059
5
4
200,778
5
418,868
10
5
213,104
5
427,861
10
6
263,810
6
478,788
11
7
231,928
6
469,016
11
8
225,961
5
479,199
11
9
252,135
6
524,961
12 Table 5: Electricity Consumption and Energy Performance of
Case Studies Researching how user behaviour affects energy
performance of buildings is essential to bridging the
performance gap, and can be done through Post-
Occupancy Evaluation (POE) and sensor monitoring. POE is a common method to measure actual building
performance, and now can be used to address to bridge
the gap between simulated and operational building
performance (Menezes et al., 2011). Green building
rating tools like the GBI is an effective tool to reduce
electricity consumption, but using this tool alone and
certification does not guarantee energy saving. 4 Case Study and Findings The selected GBI certified building was designed to
perform at 150 kWh/m2/year and has a total floor area of
43,943 m2, while the baseline building with 41,249 m2. Both buildings used double-glazed glass for its windows,
and the GBI certified building has a total of 15 lifts, while
the baseline building had 11 lifts. A brief description of
the building characteristics of the selected case studies is
presented in Table 4. Table 4: Building Characteristics of Selected Case Studies
Item
Non-Residential
Baseline Building
GBI Certified
Building
Number
of Floors
36
35
Total
Floor
Area
(m2)
41,249
43,943
Building
Façade
Double-glazed
low E insulated
glass
Tempered Double-
Glazed tinted glass Table 4: Building Characteristics of Selected Case Studies The ‘performance gap’ discrepancy can also be attributed
to the lack of feedback to building designers after
handover to enhance building performance [6] and
therefore the inability to ensure the building performs as
predicted. Other factors that could contribute to such
discrepancies insufficient data and assumptions during
the design stage, where the building function, use and
future tenant are largely unknown or uncertain, which
could lead to oversimplified and unrealistic performance
[6]. Additionally, the modelling and simulation software
used can contain fundamental errors in its calculation if
the tools have not been extensively validates and do not
consider the specific typology of buildings being 4 00071 (2016)
,
MATEC Web of Conferences 66
IBCC 2016 DOI: 10.1051/matecconf/20166600071 Lifts
4 high-speed lifts
for low zone, 4
high-speed lifts
for high zone, 2
carpark lifts and 1
VIP lift. Total of
11 lifts
6 high-speed lifts for
low zone, 6 high-
speed lifts for high
zone and 3 car park
lifts. Total of 15 lifts
Air-
Conditio
ning
System
Variable
Refrigerant
Volume (VRV)
system. Central water chilled
air-conditioning
system supported by
high energy-efficient
‘green’ chiller and
complemented by
individual air handling
unit (AHU) installed
at every floor. Lighting
System
28 Watt T5 tubes;
18 Watt T8 LED
tubes; 9 Watt
Plasma Lighting
System (PLS); 18
and 36 Watt
Fluorescent lights;
8, 15 and 20 Watt
LED
T5 Fluorescent tube
equipped with high
frequency electronic
ballast. 4 Case Study and Findings 10
243,920
6
482,067
11
11
232,277
6
483,446
11
12
221,791
5
461,555
11
kWh/
year
kWh/m2/
year
kWh/year
kWh/m2/
year
Total
2,843,80
3
69
4,885,572
111
Aver-
age
236,984
6
407,131
9 In comparison to the intended energy performance
designated for the selected GBI building case study at
150 kWh/m2/year, it would seem that the GBI case study
building was performing better than the intended or
simulated with a lower energy performance of 111
kWh/m2/year. However, this does not negate from the
significantly higher electricity consumption of the GBI
certified building to the baseline non-GBI certified
building. Further research needs to be done to investigate
the factors of electricity consumption in non-residential
building to understand why conventional non-GBI
certified building consume lower electricity than the
supposedly ‘green’ buildings that are GBI certified. Residential%20Tool%20V1.0.pdf 15. U.S Department of Energy, 2015. EnergyPlus
Energy
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Software. Retrieved
from
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https://www.bre.co.uk/page.jsp?id=706;
http://www.uk-ncm.org.uk/ 4. BREEAM. (2013). What is BREEAM? Building
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energy use assessment of HK-BEAM, BREEAM and
LEED. Building and Environment, 43(11), 1882-
1891. 6. Menezes, A. C., Cripps, A., Bouchlaghem, D., &
Buswell, R. (2012). Predicted vs. actual energy
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occupancy evaluation data to reduce the performance
gap. Applied Energy, 97, 355-364 19. Bordass B, Cohen R, Standeven M, Leaman A. Assessing building performance in use 3: energy
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2001;29(2):114–28. 7. GhaffarianHoseini, A., Dahlan, N. D., Berardi, U.,
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performance of residential building envelope: The
role of sustainable energy performance indicators. Energy and Buildings 2011;43 (9):2108–17. gy
g
( )
21. Turner, C., & Mark, F. (2008). Energy Performance
of LEED for New Construction Buildings. Vancouver, WA: New Buildings Institute, 2008. 8. Love, P. E., Niedzweicki, M., Bullen, P. A., &
Edwards, D. J. (2011). Achieving the green building
council of Australia’s world leadership rating in an
office building in Perth. Journal of Construction
Engineering and Management, 138(5), 652-660. 22. Hamilton I, Steadman P, Bruhns H. CarbonBuzz –
Energy Data Audit. UCL Energy Institute, July;
2011. 23. CarbonBuzz. (2013). Summary of Audits Performed
on CarbonBuzz by the UCL Energy Insitute. CarbonBuzz Performance Gap. Retrieved from
http://www.carbonbuzz.org/index.jsp#performancega
p;
http://www.carbonbuzz.org/downloads/Performance
Gap.pdf 9. Nilashi, M., Zakaria, R., Ibrahim, O., Majid, M. Z. A., Zin, R. M., Chugtai, M. W., ... & Yakubu, D. A. (2015). A knowledge-based expert system for
assessing the performance level of green buildings. 5 Discussion From the
research it is understood that a well-managed and
efficient building operations of a conventional non-GBI
certified building can perform as well as or even better
than a green building. 5 DOI: 10.1051/matecconf/20166600071 00071 (2016)
,
MATEC Web of Conferences 66
IBCC 2016 00071 (2016)
,
MATEC Web of Conferences 66 References 13. BERDE. (2013). BERDE for New Construction
Commercial Buildings. Phillippine Green Building
Council. Retrieved from
http://philgbc.net/berde/berde-nc/1.1.0/BERDE-NC-
COM-v110.pdf 1. NASA. (2013). Climate change: How do we know? The National Aeronautics and Space Administration
(NASA). Retrieved
from
http://climate.nasa.gov/evidence 14. GBI. (2009). GBI Assessment Criteria for Non-
Residential New Construction (NRNC). GreenBuildingIndex Sdn Bhd. Retrieved from
http://new.greenbuildingindex.org/Files/Resources/G
BI%20Tools/GBI%20NRNC%20Non-
Residential%20Tool%20V1.0.pdf 2. UNEP-SBCI. (2010). Common Carbon Metric. United Nations Environmental Programme-
Sustinable Building Climate Initiative. Retrieved
from
http://www.unep.org/sbci/pdfs/UNEPSBCICarbonM
etric.pdf Residential%20Tool%20V1.0.pdf Knowledge-Based Systems, 86, 194-209. 10. Zaid, S. M., Myeda, N. E., Mahyuddin, N., &
Sulaiman, R. (2015b). Malaysia’s Rising GHG
Emissions and Carbon ‘Lock-In’Risk: A Review of
Malaysian Building Sector Legislation and
Policy. Journal of Surveying, Construction and
Property, 6(1). p p
24. Mills, A. J., Durepos, G., & Wiebe, E. (Eds.). (2009). Encyclopedia of case study research (Vol. 2). Sage
Publications. 25. Greenbuildingindex Sdn Bhd. (2014). GBI Certified
Buildings. Retrieved from greenbuildingindex:
http://www.greenbuildingindex.org/organisation-
certified-buildings-NRNC-01.html 11. Ahn, Y. H. (2010). The development of models to
identify relationships between first costs of green
building strategies and technologies and life cycle
costs
for
public
green
facilities
(Doctoral
dissertation, Virginia Polytechnic Institute and State
University). 12. BCA Green Mark. (2015). BCA Green Mark for
New Buildings (Non-Residential). Building and
Construction Authority (BCA). Retrieved from
http://www.bca.gov.sg/GreenMark/others/GM2015_
NewBuildings_NRB_Pilot.pdf 6
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English
| null |
Front-of-package nutrition labels need to be assessed on their nutrition science rigour
|
Public health nutrition
| 2,018
|
cc-by
| 613
|
Letter to the Editor First published online 10 May 2018 Acknowledgements Financial support: This research received no specific grant
from any funding agency in the public, commercial or not-for-
profit sectors. Conflict of interest: None. Authorship: M.L. conceived and prepared this letter and J.W. contributed to its
drafting. Ethics of human subject participation: Not applicable. But these implementation ‘benefits’ and ‘risks’ could
more accurately be described as ‘risks’ and ‘benefits’,
i.e. inverted, if the nutrition science rigour underpinning
the HSR is lacking. Our findings from the only compre-
hensive evaluation of the impact of the voluntary HSR
system in the marketplace shows that this is the case. The
HSR is being exploited to market discretionary (energy-
dense, nutrient-poor) foods, with 57 % of the HSR on these
foods that have entered the marketplace since its launch
displaying ≥2·5 (out of 5) so-called ‘health’ stars(2). Mark Lawrence and Julie Woods Mark Lawrence and Julie Woods Institute for Physical Activity and Nutrition (IPAN)
School of Exercise and Nutrition Sciences
Deakin University
221 Burwood Highway, Burwood, VIC 3125, Australia
Email: mark.lawrence@deakin.edu.au Institute for Physical Activity and Nutrition (IPAN)
School of Exercise and Nutrition Sciences
Deakin University
221 Burwood Highway, Burwood, VIC 3125, Australia
Email: mark.lawrence@deakin.edu.au Given that discretionary foods are not a part of a healthy
diet and Australians need to eat less of them, we believe
that encouraging the display of 3, 3·5 and 4 health stars on
foods such as ice confections and chocolate-covered
muesli bars misrepresents nutrition science and adds to
public health nutrition confusion. Madam We read with interest the recent editorial by Kanter et al.(1)
which provides a timely update on global front-of-pack
(FOP) nutrition labelling activities. We note the editorial
assesses the risks and benefits of FOP, but only in relation
to process issues rather than their nutrition science rigour. For instance, the editorial refers to the controversial Health
Star Rating (HSR) system being implemented in Australia
and New Zealand, saying its benefits include that it is
implemented well and contributes to food reformulation
and its risks are that it is displayed on only 5 % of products. 1.
Kanter R, Vanderlee L & Vandevijvere S (2018) Front-of-
package nutrition labelling policy: global progress and future
directions. Public Health Nutr. Published online: 21 March
2018. doi: 10.1017/S1368980018000010. Front-of-package nutrition labels need to be assessed
on their nutrition science rigour These are important considerations, but they are a
distraction until there can be confidence in the rigour of
the nutrition science that underpins the design of FOP
schemes. From a nutrition science perspective, the FOP
labelling research priority is to better align nutrient
profiling-based schemes with food-based dietary guideline
recommendations informed by evidence synthesised from
studies of relationships between whole foods/dietary
patterns and health outcomes. doi:10.1017/S1368980018001155 doi:10.1017/S1368980018001155 doi:10.1017/S1368980018001155 Letter to the Editor
First published online 10 May 2018
Public Health Nutrition: 21(15), 2773 Public Health Nutrition: 21(15), 2773 2.
Lawrence M, Dickie S & Woods J (2018) Do nutrient-based
front-of-pack labelling schemes support or undermine food-
based dietary guideline recommendations? Lessons from the
Australian Health Star Rating System. Nutrients 10, 32, doi:
10.3390/nu10010032. References The editorial identifies FOP labelling research priorities
in terms of: The editorial identifies FOP labelling research priorities
in terms of: ∙consumer behaviour and industry reformulation; ∙label characteristics; 2. Lawrence M, Dickie S & Woods J (2018) Do nutrient-based
front-of-pack labelling schemes support or undermine food-
based dietary guideline recommendations? Lessons from the
Australian Health Star Rating System. Nutrients 10, 32, doi:
10.3390/nu10010032. ∙equitable access to the information; ∙nutrition labelling use in real-world settings; and
∙implications of voluntary v. mandatory labelling. ∙nutrition labelling use in real-world settings; and ∙implications of voluntary v. mandatory labelling. © The Authors 2018
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English
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Review of: "Critical Research Thinking: A Recipe for Academic Writing Success and Publications"
| null | 2,024
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cc-by
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Qeios, CC-BY 4.0 · Review, April 7, 2024 Qeios ID: FBGVNZ · https://doi.org/10.32388/FBGVNZ Review of: "Critical Research Thinking: A Recipe for
Academic Writing Success and Publications" Nishtha Khatri1
1 King Edward Memorial Hospital Nishtha Khatri1
1 King Edward Memorial Hospital Nishtha Khatri1 Potential competing interests: No potential competing interests to declare. Potential competing interests: No potential competing interests to declare. This seems like a well-chosen topic and a relevant subject for the present era of researchers. However, after reading it, I
realised that there is a certain amount of repetition in terms of what the author wants to convey. Few sentences seem to
convey the very same message but have been reframed to appear in different parts of the article. The major crux of the
article is rested on the qualities of critical thinking, research thinking, and critical research thinking. However, all the
qualities have a degree of overlap amongst them. Some of the references used are old, dating back to 1988. There should
be a clear mention in the methodology of a review stating the duration of the literature search. On the whole, the topic is
relevant and will benefit the readers. Qeios ID: FBGVNZ · https://doi.org/10.32388/FBGVNZ 1/1
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English
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The Manufacture of Hydrogen from Water Gas
|
Scientific American
| 1,913
|
public-domain
| 6,482
|
By Henri Brot THE use of very low temperatures has not only
furnished us with a valuable industrial process for the
production of oxygen and nitrogen from the atmosphere,
but has also given us an economical method of manu
facturing hydrogen. fact that of late hydrogen has found increasing applica
tion for aeronautical purposes, for the production of
synthetic ammonia (see this SUPPLEMENT, July 26th,
1913, page 58), for the hydrogenation of oils to produce
therefrom solid fats (see this SUPPLEMENT February 1st,
1913, page 71), etc. On the other hand, a description
of this process is of peculiar interest owing to the very
considerable technical difficulties which had to be over
come in developing it. As will be seen, the temperatures
employed in the processes for the manufacture of
oxygen and nitrogen from air are not sufficiently low
to effect the separation of hydrogen from water gas,
and to achieve this result new apparatus had to be
devised. The temperature employed is no less than
205 deg. Cent. below the freezing point of water,
and is the lowest temperature reached in any industria:
manufacturing process. fact that of late hydrogen has found increasing applica
tion for aeronautical purposes, for the production of
synthetic ammonia (see this SUPPLEMENT, July 26th,
1913, page 58), for the hydrogenation of oils to produce
therefrom solid fats (see this SUPPLEMENT February 1st,
1913, page 71), etc. On the other hand, a description
of this process is of peculiar interest owing to the very
considerable technical difficulties which had to be over
come in developing it. As will be seen, the temperatures
employed in the processes for the manufacture of
oxygen and nitrogen from air are not sufficiently low
to effect the separation of hydrogen from water gas,
and to achieve this result new apparatus had to be
devised. The temperature employed is no less than
205 deg. Cent. below the freezing point of water,
and is the lowest temperature reached in any industria:
manufacturing process. in which the several ingredients are present depends
on the temperature at which the gas was prepared. In
the Linde, Frank and Caro process the raw material
employed consists of water gas containing about 50
per cent of hydrogen. The first step is to eliminate
the carbon dioxide by passing the gas over caustic potash. Splicing Transmis
sion Rope* thllt wllPre the seyeral strands are rejoilled, each fast
elling Ol' "tuck" should be made in ",uch mllnller as
to prevellt its wearing aWIlY and the l'olle unstranding. There tire mally different splices
!lOW
ill
use,
but
after
a ;;;lreful stmly of each we are cOII\'illced that
all the aboye features are combilled only in what is
called the 1ùlIglish transmisl';ion slJlice, and experience
has proyed it the best olle known. In describing this we take for our example a four
strand rope, I%, inches diameter, as spliced on sheaves
in the multiple system. In describing this we take for our example a four
strand rope, I%, inches diameter, as spliced on sheaves
in the multiple system. The rope is lirst placed around sheaves, and, with a
tackle, stretched and hauled taut; the ends :;hould pass
each othel' from six to seven feet, the passing point
heing mal'ked with twine on each rope. The 1'Ope is
then :;lipped
from
sheaves
and
allowed
to
rest on
shafts, to give sufficient slack for making splice. There tire mally different splices
!lOW
ill
use,
but
after
a ;;;lreful stmly of each we are cOII\'illced that
all the aboye features are combilled only in what is
called the 1ùlIglish transmisl';ion slJlice, and experience
has proyed it the best olle known. After the rope has been in service a few days, the
projecting ends at locks wear away, and if tucl,s have
been made carefully, and original twist of yarns pre
served, the diameter of the rope will not be increased,
1101' can the splice be located when rope is in motion. Dnlay the strands in pairs as far back as the twines,
M M',
crotch the four
pairs of strands thus opened
(Fig. 1), cores having been drawn out together on the
-'pper side. • By courtesy of the American Manufacturing Company. • By courtesy of the American Manufacturing Company. Fig. 4. Fig. 6 l'hen, having removed marking twine M, un lay the
two strands 6 and 8, still in pairs, back a distance of
two feet, to A; the strands 1 and 3, also in pairs, being
carefully laid in their place. Fig. 4. Fig. 4. Fig. 5. Fig. 7. Fig. 5. Next unlay the strands 5 and 7 in pairs, to A', re
placing them as before with 2 and 4. The rope is now
as shown in l·'ig. 3. Splicing Transmis
sion Rope* The pair of strands 6 and 8 are now separated, and
8 unlaid four feet back, to E, a distance of six feet
from center, strand 6 being left at A. (See I;'ig. 2.) The pair of strands 1 and 3 having been separated,
3 is left at A, as companion for 6, strand 1 being care
fully
laid
in place
of strand 8 until they
meet
at
point n. Fig. 4. Fig. 6. '1'he two pairs of strands 2-4 and 5-7 are now :;ep
arated and laid in the same manner, every care being
taken, while thus putting the rope together, that orig
inal twist and lay of strand are maintained. Fig. 5. The protruding cores are now cut off so that the
ends, when pushed back in rope, butt together. Fig. 7. The rope now appears as shown in Fig. 2, and after
the eight strands have been cut to convenient working
lengths
(about two feet), the companion strands are
ready to be fastelled together and "tucked." This operation is described for "trawls 2 and 7, the
method being i(lentical for the other three pairs. llnlay 2 alld 7 for about ]:! to 14 inches, divide each
strand in half by removing it::; cover yarns (see Fig. 4),
whip with twine the ends of interior yarns 2' and' 7' ; Fig. 6. Fig. 7. SCIENTIFIC AMERICAN SUPPLEMENT SCIENTIFIC AMERICAN SUPPLEMENT October Ill, 1918 244 Fig. 2. Fig. 1. Fig. 3. Fig. 2. * Translated for the SCIENTIFIC AMERICAN SUPPLEMENT, from
Le Gente CiŤtl. Splicing Transmis
sion Rope* Fig. 3. Fig. 1. then, leaving coyer 2, relay 2' until Ilea l' 7 allll 7', here
join with simple knot 2' and 7' (Fig. 5). WE ha ve had occasion in a previous issue to set forth
some of the advantages of rope transmission. So far
Ill'; the use of ropes fOl' power transmission has led to
complaints, it may be said that most of the "troubles"
complained of in rope drives are directly caused by lJad
Sillicillg, although it is a simple matter to make n proller
slJlice, ollce the idea has been graslJed. Divide
cover
yarns 7,
and
pass 2' through them,
continuing on through the rope under the two adjacent
l';trands, avoiding the core, thus locking 2'
(Fig. 6). ln no event pass 2' over these 01' any other strands. Half strand 7' must now be taken care of; at the
right of the knot made with 2' and 7', 2' is slightly
raiHed with a marlin spike, and 7' passed or tucked
around it two or three times, these two half strands
forming in this way a whole strand. Half-strand 7'
is tucked until cover two is reached, whose yarns are
divided and 7' passed through them and drawn under
the two adjacent strands, forming again the lock. The
strand ends at both locks are now cut off, leaving about
two inches, so that the yarns may draw slightly with
out unlocking. This completes the joining of one pair
of strands
(Fig. 7). The three remaining pairs of
strands are joined in the same manner. The essential points in a transmission splice are:
First, that its diameter be absolutely the same as that
of the original rope;
second, that it be smooth and
free from lumps; third, that the original lay of strands
alld yarns be disturbed as little as possible; and fourth. thllt wllPre the seyeral strands are rejoilled, each fast
elling Ol' "tuck" should be made in ",uch mllnller as
to prevellt its wearing aWIlY and the l'olle unstranding. The essential points in a transmission splice are:
First, that its diameter be absolutely the same as that
of the original rope;
second, that it be smooth and
free from lumps; third, that the original lay of strands
alld yarns be disturbed as little as possible; and fourth. COLD
OF
THE
GASES. In the same way the cold gases, after separation, pass
through heat exchangers in which they become reheated
while themselves absorbing heat from the entering stream
of gas. These heat exchangers are
constructed, as in all
Linde apparatus, of concentric tubes. The gases cir
culate either through the central bore of the tubes or
through the annular outer channel, and the heat ex
change takes place through the walls of the tubes. For the sake of compactness the tubes are coiled up into
spirals or worms. Proper care is of course taken to pro
vide as perfect a heat insulation as possible, so as to
prevent heat losses (or to be more exact, losses of cold)
by heat conduction and radiation. .Air
C'ol1l/Jl·es."lQr
Fig. I.-Diagrammatic general view of a plant
for manufacturing hydrogen. Fig. 4.-Diagrammatic plan view of a plant for
manufacturing hydrogen It would seem at first sight as if the net balance of
heat produced and consumed in apparatus per unit of
time were zero, and as if, once the apparatus were
started, there were no further need of producing any
cold. Under these circumstances the preparation of the
gases should consume no other energy than that small
amount which is necessary to keep the gases flowing
through the apparatus. a, steam boiler; b, gas purifier; 0, gas generator; d, ven·
tllator; 6, gasometer for water gas; f, gasometer for car
bon monolride; g, gas engine; h, air compressor; j, am·
monia compressor. For the
sake
of simplicity only the
conduits conveying the
water gas,
the carbon monolride
and the hydrogen have been shown. a, steam boiler; b, gas purifier; 0, gas generator; d, ven·
tllator; 6, gasometer for water gas; f, gasometer for car
bon monolride; g, gas engine; h, air compressor; j, am·
monia compressor. For the
sake
of simplicity only the
conduits conveying the
water gas,
the carbon monolride
and the hydrogen have been shown. .Air
C'ol1l/Jl·es."lQr Fig. I.-Diagrammatic general view of a plant
for manufacturing hydrogen. The question arises, where, in the course of the
process with which we are concerned, do we find the
equivalent of this expenditure of energy. Mr. Claude
is of the opinion that the item in question appears in
the
ecessity of compressing the gases before treatment. Is this correct? By Henri Brot The gas thus purified is then compressed to about 30
atmospheres and cooled to a temperature in the neighbor
hood of the normal boiling point of oxygen, say 200
degrees Cent. A partial liquefaction
takes
place,
and two phases are formed, the one liquid, containing
a higher percentage of liquefiable constituents than the
original gas'inixture; the other gaseous, and containing
a higher percentage of volatil{\ constituents than the
original mixture. In the manufacture of nitrogen and oxygen from
air, either of two general methods may be made use of: 1. Either the air is liquefied and is then subjected to a
fractional distillation (rectification). This is the basis
of the Linde process. 2. Or the air is subjected to partial liquefaction;
the oxygen, being less volatile, is the principal product
of condensation. The residual gas is then liquefied and
fractionally distilled. This is the method followed
in the Claude process. Hydrogen also can be very economically prepared
by the use of very low temperatures by a somewhat
similar process, due to Messrs. Linde, Frank and Caro. g
The volatile constituent of the mixture is the hydrogen,
whose critical point is -242 degrees Centigrade. The
liquefiable constituents are the carbon monoxide and
nitrogen, whose critical temperatures are respectively
-136 degrees Centigrade and -146 degrees Centigrade. The conditions of pressure a.nd temperature selected PRINCIPLES
OF THE LINDE,
FRANK
AND
CARO
PROCESS. Water gas consists essentially of hydrogen, carbon
monoxide and nitrogen. It also contains a comparatively
small percentage of carbon dioxide. The proportion o
This process has gained special interest owing to the o
This process has gained special interest owing to the asld © 1913 SCIENllFIC AMERICAN,INC. SCIENTIFIC.AMERICAN SUPPLEMENT October 18, 1913 245 are such that the liquid phase, very rich in carbon monox
ide, contains but little hydrogen, and the gaseous phase
rich in hydrogen,
contains very little of the other
constituents, only about 2.5 to 3 per cent. erator) at our disposal were water also at 100 degrees
Cent. which
was
to be evaporated. 'Evidently all
that would be required would be to cause the steam
to pass through a worm tube immersed in the hot water. The liquifaction would take place within this tube ENERGY
ABSORBED
IN THE
SEPARATION
OF
A
PHYSICAL
MIXTURE OF TWO GASES. The purely physical separation of two gases which
are mechanically mixed together requires the expenditure
of a certain amount of work. By Henri Brot A simple proof of this
fact has been given by Mr. G. Claude, who has taken
his clue from the work of Van der Waals. Let a mixture
of two gases be placed in a cylinder in the bore of which
two pistons can be moved, of which one is perfectly
permeable to carbon monoxide, but impermeable to
hydrogen, while the other on the contrary allows hydrogen
to pass unhindered while being completely impermeable
to carbon monoxide. Suppose that one piston is placed
at each extremity of the cylinder, which is filled with the
gas mixture at atmospheric pressure. Then let the two
pistons be brought together until they touch, the distance
traveled by each being proportional to the percentage
of the particular gas to which it is permeable. We shall
then have the two gases separated and contained re
spectively in the two spaces comprised between the walls
of the tube and the pistons. The gases will moreover
be at atmospheric pressure. It will be seen that the
minimum work required thus to separate the gases will
be the sum of the work of isothermal compression of
each gas from its partial pressure in the original mixture
to atmospheric pressure. It is therefore impossible
by any method to separate two gases without expend
ing work. GENERAL
DESCRIPTION
OF THE
PLANT. Prof. Linde's method, as employed in the preparation
of liquid air, can not be used for the liquefaction of
water gas. pv
1,0
0,8
D,S
0,4. 0.2
o
.= F" -
'
- ·'·
H (·10S" )
fI (o'C)
.Air :o'Cl
= . .-
o'(o'ri'
.-
f--.. -
-' -11:::/"'03 ·,1
.ţ
H( .. 2.1.2 .l
_H"18;O
o
50
100
150
200
Fig. 2.-Curves showing
the variations in the
product "pv" of different gases as functions of
the pressure of "p" at different temperatures. This method, as is well known, consists in first com
pressing the gas, thereby raising its temperature; thereĈ
upon cooling it to the temperature of the surroundings;
and finally extracting from the gas the heat correspond
ing to internal work of expansion, by allowing it to escape
through a valve (Joule-Thomson effect). f
The water gas employed contains, as has been stated,
50 per cent of hydrogen, and therefore on the whole
displays the physical properties of hydrogen. COLD
OF
THE
GASES. At first sight it seems not to be so,
for since we are now considering the matter from a
purely theoretical point of view, we are justified in
considering the wall of the worm tube as having an
infinite conductivity. In this case the difference of
temperature between its two faces may be made as small
as desired, no matter how great the heat transfer through
the tube. But it must not be forgotten that on the
outside of the worm tube we have liquid carbon monoxide,
and on the inside a gaseous mixture, and that it is
necessary to establish the requisite conditions to ensure
effective separation. But, as in all industrial operations, there is of course
a certain loss, and the heat balance is not zero for the
following reasons: expansion, is greater than Tlo the temperature before
expansion. 1. To cause the separation of two gases, even if
purely physically mixed, theoretically requires a certain
amount of work to be done, so that a fortiori in practice
such work must actually be furnished. Hence, when allowed to escape from an open valve,
at the temperature of the surroundings, hydrogen does
not cool, but on the contrary, rises in temperature. Hence, when allowed to escape from an open valve,
at the temperature of the surroundings, hydrogen does
not cool, but on the contrary, rises in temperature. Thus the Linde method, as applied in the liquefaction
of air, is not applicable for cooling water gas, and another
expedient must be resorted to, as in the liquefaction
of hydrogen. The agent made use of is liquid air. By
allowing it to evaporate it can be made to furnish the
requisite degree of cold to reach the temperatures in
question. n
2
However well designed and constructed the ap
paratus may be it is not perfect and there are certain
losses of cold which occur. Water6'as
((
CO
11- .. -II
Q.-
·c
c_
Section
et._. .®(l
·Ii
"
A
Liquid co to rir-;===!J
be evaporated
Fig. 3.-Diagram of apparatus for manufactur
ing hydrogen from water gas by the aid of liquid
air according to the process of Linde, Frank and
Caro. Water6'as
((
CO
11- .. -II
Q.-
·c
c_
Section
et._. .®(l
·Ii
"
A
Liquid co to rir-;===!J
be evaporated f
IMPERFECTIONS
OF
THE
APPARATUS However carefully constructed and designed tho heat
exchangers may be, they are not perfect, and the gases
which issue from the apparatus are in practice always of a
temperature several degrees below that of the entering
gases. Again,
however
carefully
insulated
the
ap
paratus may be, the heat conductivity of their insulating
mantles is never quite zero, so that there is always a
slight loss of cold which must be made good. In order
to compensate for these losses, liquid air is continuously
supplied to the apparatus after once operations are
started, which, by its evaporation, furnishes the requisite
amount of cold. By Henri Brot Now, it
will be remembered that hydrogen presents a peculiarity,
as compared with other gases (except helium, whiciJ
in this respect resembles hydrogen), in that the product
P v (pressure times volume) increases with the pressure,
instead of decreasing as the pressure increases, as is
the case with air for example. (See the curves, Fig. 1.) Fig. 2.-Curves showing
the variations in the
product "pv" of different gases as functions of
the pressure of "p" at different temperatures. the case with air for example. (See the curves, Fig. 1.)
On the other hand, the temperature change produced
by the Joule Thomson effect is given by the relation: p
(
,
g
)
On the other hand, the temperature change produced
by the Joule-Thomson effect is given by the relation: with the liberation of heat, while at the same time, in
the hot water jacket around the worm tube evaporation
would occur with absorption of heat and the quantities
liquefied and vaporized would be almost equal. We
note that it would be necessary for the steam to be
slightly compressed, so that it would become liquefied
at a temperature just a little above that of the water,
for in order that heat should pass from one surface of
the worm tube to the other, there must be at least a
slight temperature difference provided. by the Joule-Thomson effect is given by the relation:
(T1-T2)Cv= (rl-r2) +A(P2V2-P1VI)
where T
is
the
tempecature, P the pressure, v the volume and r internal
energy. The suffix 1 denotes the value of the correspond
ing variable before expansion, and the suffix 2 similarly
relates to values after
expansion. The symbol Cv
denotes as customary the specific heat a.t cOlJ.stant
volume, while A....is the factor'by which the number
of work units measuring a given quantity of energy
is converted into the corresponding number of heat
units. The curve shown in Fig. 2 rises sufficiently
steeply to cause the term A (P V -P1Vl) to exceed (in
absolutelvalue) the term (Vl-V2). Hence T1-T2 is
ne.gative, :ior 3n:other+words,ĉjT2:)he temperature after - -·-·Ht]J-·_·_·-
! I
I
K'
©
L
Fig. 4.-Diagrammatic plan view of a plant for
manufacturing hydrogen
a, steam boiler; b, gas purifier; 0, gas generator; d, ven·
tllator; 6, gasometer for water gas; f, gasometer for car
bon monolride; g, gas engine; h, air compressor; j, am·
monia compressor. By Henri Brot For the
sake
of simplicity only the
conduits conveying the
water gas,
the carbon monolride
and the hydrogen have been shown. - -·-·Ht]J-·_·_·-
! I
I
K'
©
L
Fig. 4.-Diagrammatic plan view of a plant for
manufacturing hydrogen COLD OF THE LIQUID CARBON MONOXIDE. As the liquid carbon monoxide issuing from the process
is vaporized, the heat necessary for this evaporation
is imparted to it by the entering stream of carbon
monoxide, which, in assuming the liquid form, absorbs
the cold contained in the previously liquified carbon
monoxide, according to the well-known counter-current
principle. COLD-ECONOMIZER PRINCIPLE. In spite of the high price of
"cold"
(one frigorie
between -10 and -15 deg. Cent. costs from twelve to
fifteen times as much as one calorie), the constituents
of the air are produced by liquefaction industrially at a
very low figure, owing to the fact that the cold employed
in the process is "recovered" after the manner of "heat
recovery" in a heat exchanger. In fact, in the Linde
oxygen and nitrogen process cold is merely a means to an
end. The purpose is not to produce cold, but simply to
furnish a temperature at which the two gases can be
separated. The
products
themselves, oxygen
and
nitrogen, or hydrogen and carbon monoxide, as the
case may be, are of course not collected at this low
temperature, but at that of the room. Hence both the
cold of the liquid carbon monoxide and that of the
gaseous products is conserved in the apparatus. To do this it is necessary to compress the gases to be
treated and there can be no doubt that it is at this
point in the process that the expenditure of energy
required to effect separation enters into the process. f
IMPERFECTIONS
OF
THE
APPARATUS. II. Here,
then,
is
an
apparent
discrepancy
between
Stokes's law and the facts. The law informs us that
the speed of subsidence decreases rapidly with decreas
ing radius of the particles, but it does not lead us to ex
pect the total absence of settling which presents itself
when the average radius is 10 1"1-' or thereabout. Every one is familiar with the distinctions between
solutions and suspensions. Suspensions are turbid in
aspect, and the solid can be removed by letting it settle,
or by filtration. Solutions are clear. dissolved matter
does not subside and is unaffected by filtering. Col
loidal solutions occupy an intermediate position. The explanation, of course, is moleeular motion, or,
in other words, heat. The particles are hattered, on all
sides, by a hailstorm of molecular impaets. If the par
ticle is large, the blows of the molecules of the solvent
in different directions neutralize each other. But when
the particle is not so very much larger than the mole
cules themselves a molecule striking, say, on the left,
will give the particle a very perceptible push toward
the right, "just as a cork follows better than a large
ship the motion of the waves of the sea."2
As the di
mensions of the particle approach the molecular dimen
sions it begins to behave like a molecule and is swept
along in the endless molecular movement. The cause
which prevents the particles in a colloidal solution from
settling is in no way different from the cause which pre
vents the earth's atmosphere from subsiding to a snowy
layer a few feet deep on the surface of the planet. However, the molecules of the sugar retain their struc
ture intact, the action being limited to their dispersion. When salt, on the other hand, is dissolved in water, a
further breakdown occurs, the molecule is separated
and ions of sodium and of chlorine move about in the
liquid. Both solutions freeze below 0 deg. C. and boil
above 100 deg. C. The most important difference between
them is that the salt solution conducts the electric cur
rent, while the sugar solution is as poor a conductor as
water itself. Consider for a moment the effect of increasing sub
division on a suspension of finely-divided gold in water. II. So long as the diameter of the particles is much greater
than a thousandth of
a millimeter,l the system will
be turbid and the gold will settle rapidly. But the waVe
length of visible light ranges between 0.4" and 0.71-',
and when the particles become smaller than this they
can no longer reflect light and the liquid will appear clear. At the same time there will be a rapid falling off in the
speed of settling. Stokes has derived a formula for the
velocity of subsidence, v, of small spheres of radius R
and density 8 falling in a liquid of density 8' and inter
nal friction f under the force of gravity g:
R2 A fourth possibility presents itself when glue or gel
atin is treated with water. The gelatin absorbs water,
swells up and, under the influence of heat, dissolves,
but the liquid freezes and boils at practically the same
temperatures as pure water. The study of the solution
shows that the dispersion is not molecular. The parti
cles of gelatin in it are composed of variable and rather
large numbers of molecules. A system like this gelatin
solution which presents a case of very fine but not mol
ecular subdivision is called a colloidal solution. There
are certain solids such as gelatin and dextrin (with water),
rubber (with benzene and carbon disulphide), which,
when they dissolve in liquids, are invariably dispersed
in this way. Such solids may properly be referred to
as colloids. They are all amorphous. Crystallized sub
stances never yield colloidal solutions by mere spon·
taneous
solution in a liquid. They
always
produce
molecular or ionic dispersions. However, the phenom
enon of colloidal solution is perfectly general, and crystal
lized substances can also be obtained in this condition,
but not
mere solution. 2
R2
V = 9 g(8-8') T
l
f Substituting the proper values for gold and water and
assuming a radius of 1" for the particles, the value for
V is about 14 centimeters per hour. This means, of
course, that the system would be a coarse suspension and
would clear up at once. But when R=lO I-' 1-'. V is only
about a centimeter a month. This begins already to
be fairly permanent. It must be remembered that the
high density of gold (19.5) increases the rapidity of sub
sidence. COST o' PHODUCTION. In figuring out the cost of production with ruferllm,e
to a plant which produces only hydrogen, we have the
following items: Hydrogen prepared in this manner is not absolutely
pure;
as has been stated above, it contains about 2.5
to 3 per cent of impurities. Nevertheless this is a very
creditable
performance,
.as
will
be
well
understood
by those who are familiar with the industrial manu
facture of gases, and who know the difficulties of obtain
ing the last degrees of purity in the product.l
This
dogree of purity is sufficient for most uses. Neverthe
less in certain cases, especially for aeronautics, where
density is a very important factor, it is desirable to
increase as far as possible the hydrogen contents. A
percent of 97 to 97.5 hydrogen corresponds to a density
of 0.094, while when the percentage of hydrogen is
raised to 99.2 or 99.4 percent, the density falls to 0.077. The lifting power of one cubic meter of the gas is then
raised from 1,175 to 1,195 grams. Hourly production in cubic meters
of hydrogen . . . . . . . . . . . . . . . .. [)O
100
200
500
Water gas consumed cubic meters
per hour .. ....... .. ..... .. . . 125
250
5UO
1250
Coke consumed per hour (lbs.) .. 176
352
704
1720
Cooling
water
required
cubic
meters per hour ............. 3.8
7.6
13.5
32.5 i
y
}1Ľig. 4 is a plan view in which the reference letters
denote the same features as in Fig. 1. In spite of the
preliminary purification of the water gas, whereby water
vapor and carbon dioxide are eliminated, traces of these
bodies nevertheless pass into the separating apparatus,
and, being deposited there in the solid form, ultimately
obstruct it after the lapse of
a certain time. This
imevitable
though
regrettable
condition
is
met
by
using
two
similar
apparatus
employed
in rotation,
say
in weekly shifts. Whichever
of
the
duplicate
plants is out of operation can in the meantime be brought
back into working shape by heating it and blowing
gas through it. From these data it will be seen that for plants of the
type considered, the consumption of materials is vory
nearly in pcoportion to the output. 'rhis is due to the
fact that the percentage composition of the gaHoous
products is practically independent of the size of the
apparatus. SCIENTIFIC AMERICAN SUPPLEMENT SCIENTIFIC AMERICAN SUPPLEMENT October 18, 1918 246 products from this step of the process. products from this step of the process. through valve C is vaporized, after having been separated
in the separator D. E is a valve at which the hydrogen
may be allowed to expand, before it is drawn from the
apparatus. Finally, F represents diagrammatically the
liquid air jacket which serves on the one hand for the
preliminary cooling and on the other for the continued
cooling during the process for the purpose of making
good incidental losses. since it would become solid in the course of the process
and stop up the pipes. Hence, after the first stage of
the compression,
the gas mixture is passed through
purifying towers B, in which a current of water absorbs
the greater part of the carbon dioxide
Then, after
issuing from the compressor, the stream of gas is passed
over caustic potash contained in receptacle C, which
arrests the last traces of car bon dioxide and also takes
up any moisture present, which would of course cause
the same trouble as that just pointed out with regard
to carbon dioxide. D and E are the usual coolers for
the compressor. F is the separating apparatus described
above. G is the liquid air plant worked by the aid of
liquid ammonia in the usual way. L is the soda lime
purifier for the hydrogen. since it would become solid in the course of the process
and stop up the pipes. Hence, after the first stage of
the compression,
the gas mixture is passed through
purifying towers B, in which a current of water absorbs
the greater part of the carbon dioxide
Then, after
issuing from the compressor, the stream of gas is passed
over caustic potash contained in receptacle C, which
arrests the last traces of car bon dioxide and also takes
up any moisture present, which would of course cause
the same trouble as that just pointed out with regard
to carbon dioxide. D and E are the usual coolers for
the compressor. F is the separating apparatus described
above. G is the liquid air plant worked by the aid of
liquid ammonia in the usual way. L is the soda lime
purifier for the hydrogen. The carbon monoxide could be rectified and obtained
pure. lIt is usual to employ the symbol" (the Greek letter mu) for
the thouslUldth of a millimeter.
In the S&IIle W&f "p. indie&tes
1ibe IUillionth of !\ milliIlleter, * Presented at
the
meeting of
the SectIon of Physics and
Chemistry of the Franklin Institute lUld pu bUs4e<l. ill tbe Journal
of tbe Insmute, I It is interesting to note here that tho manufacture of cyanamide
calls for the use of nitrogen of 99.8 per cent purity.
The ap
paratus devised by Lindo and Claude completely fulfills those
requirements .. 'Thomas Graham introduced tbe tll!"Ţ sQI &s lUl abbreviitlQIl for
coIloid&1 aQ.lu jiOIl. II. If we make the calculation for 8 =3, which is
about the density of arsenious sulphide, V comes out
only about a millimeter a month. It is worth remembering, also, that the particles of
the dispersed phase ordinarily possess an electric charge,
which is usually negative. The effect of the repulsion
of these similar charges would be to preserve the dis
tribution of the particles throughout the liquid. It is
a fact that, when the charges are removed, the system
becomes instable and subsidence-preceded by coalos
ence of
the small particles-readily, but not necessar
ily, occurs. Colloids and Crystals*
Two Worlds of Matter
By Robert H. Bradbury By Robert H. Bradbury vision is maintained. Colloidal gold solutions have been
preserved unehanged for years. I have a solution of
arsenious sulphide w hieh has remained apparontly un
changed for three years and whose countless particles
can readily be seen, engaged in their incessant Brown
ian movement, with an ordinary oil immersion lenľ. Whenever settling does occur, it is preceded hy the ag
gregation of the particles into larger particles, whh·h
finally attain a diameter of
11-'
or
over, and slowly
subside. It is an interesting fact that a substance whieh yields
a colloidal solution with one solvent may form an ordin
ary molecular solution with another. Soap is an example. I ts concentrated solution in water boils at about 100 deg.,
freezes at about 0 deg., and exhibits the behavior of a col
loidal solution in general. On the contrary, a soap
solution in alcohol shows the normal change in freezing
and boiling points corresponding to the molecular weight,
and conducts itself in all respects like an ordinary mol
ecular dispersion. WHEN a solidis brought into contact with a liquid the
rosult depends upon the nature of both. There may be
apparontly an entire absence of interaction, as when
rosin is shaken up with water or chalk with alcohol. Or, as when sugar is agitated with water, the solid may
disappear, entering into solution in the liquid. The
study of sugar solution shows quite clearly that the con
nection of the sugar molecules with each other has been
completely destroyed. They are dispersed through the
water very much as the molecules of a gas distribute
themselves uniformly in a vacant space, and in b6th
cases the permanence of the uniform dispersion is due
to the incessant motion of the molecules. Were the
molecules at rest, both the sugar and the gas would settle
and form a layer on the bottom of the containing vessel. GENERAL DESCRIPTION OF
THE
APPARATUS. The apparatus employed is diagrammatically rep
resented in Fig. 3 of
our drawings. A is the heat
exchanger with the three conduits a, b, c, which convey
respectively the compressed water gas, the hydrogen,
and the carbon monoxide and nitrogen. B is the vapor
izer. Within the worm tube, the liquefiable constituents
of the gas mixtures are condensed, while in the space
around
this coil,
the
carbon
monoxide
introduced Fig. 3.-Diagram of apparatus for manufactur
ing hydrogen from water gas by the aid of liquid
air according to the process of Linde, Frank and
Caro. This corresponds exactly to what would occur if the
problem were to liquify water vapor, (steam) at 100
degrees Centigrade, if the ouly source of cold (refrig- © 1913 SCIENTIFIC AMERICAN, INC. COST o' PHODUCTION. Nevertheless the advantages of large scale
apparatus is felt in a reduction in the proportionate
consumption of coke and cooling water. At the samo
time the cost of labor is reduced. A gas containing a very high percentage of hydrogen
l',an be obtained by passing the 97 per cent over gas
soda lime. This yields a product containing as its .only
impurity 0.6 to 0.8 percent of nitrogen. The cost of hydrogen,
not including
chargos for
interest and sinking fund on the plant varies from ton
to twelve centimes per cubic meter in the case of a plant
of 200 cubic meters per hour capacity. With the special
purification of which mention was made above, the prieo
rises to about 12.5 to 14 centimes. It is interesting to
compare these figures with the price of hydrogen as
prepared by the old method of acting upon iron with
sulphuric acid, where 75 centimes must be regarded
as the minimum price attainable. At the same time
there is little doubt that the process is open to further
improvement and that ultimately the price of the product
will be still further redueed. BY-PRODUCTS
o' THE HYDHOGEN
MANUFACTUHE. 'I'he accompanying illustrations Figs. 1 and 4, which
are derived from the Zeitschrift des V creins, Deutscher
Ingenieure and the Zeitschrift filr Angewandte Chemie
give a rather more complete representation of the entire
plant. In Fig. 1 A is a compound compressor for com
pressing the water gas. This gas contains about three
percent of carbon dioxide, which must first be eliminated, In this process of manufacture the principal product
is of course the hydrogen; nevertheless it is possible to
recover certain by-products which are not without value. Thus the carbon monoxide can be collected in a gaso
meter in quantities sufficient to feed a gas motor which
can be used to drive the compressors of the plant. Moreover we noted above that the cold lost by con
duction, etc., must be made up for by a cold furnished
from evaporating liquid air. Prof. Linde has succeeded
in recovering separately oxygen and nitrogen as by- SCIENTIFIC AMERICAN SUPPLEMENT But hitherto it has been found more satisfactory
to simply
employ
it as a
fuel without
preliminary
purification. III. On the subject of the classification of colloid systems
we must be very brief. One proposal subdivides them
into suspensoids, such as the sols3 of gold and arsenious So much for calculation. N ow what are the facts? As a matter of fact, the dispersed substance in a colloi
dal solution does not settle at all, so long as the subdi- 'Perrin. 'Perrin. * Presented at
the
meeting of
the SectIon of Physics and
Chemistry of the Franklin Institute lUld pu bUs4e<l. ill tbe Journal
of tbe Insmute, © 1913 SCIENTIFIC AMERICAN, INC.
|
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https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0205120&type=printable
|
English
| null |
The crowding-out effect of tobacco expenditure on household spending patterns in Bangladesh
|
PloS one
| 2,018
|
public-domain
| 8,498
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RESEARCH ARTICLE Editor: Rachel A. Nugent, RTI International,
UNITED STATES Editor: Rachel A. Nugent, RTI International,
UNITED STATES Muhammad Jami HusainID1*, Biplab Kumar Datta1, Mandeep K. Virk-Baker2,
Mark Parascandola2, Bazlul Haque Khondker3 1 Global Noncommunicable Diseases Branch, Division of Global Health Protection, Center for Global Health,
Centers for Disease Control and Prevention, Atlanta, GA, United States of America, 2 National Cancer
Institute, National Institutes of Health, Rockville, MD, United States of America, 3 Department of Economics,
University of Dhaka, Dhaka, Bangladesh a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 * MHusain@cdc.gov * MHusain@cdc.gov Methods Received: May 24, 2018
Accepted: August 22, 2018
Published: October 9, 2018 We analyzed data from the Bangladesh Household Income and Expenditure Survey 2010
to examine the differences in consumption expenditure pattern between tobacco user and
non-user households. We further categorize tobacco user households in three mutually
exclusive groups of smoking-only, smokeless-only, and dual (both smoking and smoke-
less); and investigated the crowding-out effects for these subgroups. We compared the
mean expenditure shares of different types of households, and then estimated the condi-
tional Engel curves for various expenditure categories using Seemingly Unrelated Regres-
sion (SUR) method. Crowding-out was considered to have occurred if estimated coefficient
of the tobacco use indicator was negative and statistically significant. Copyright: This is an open access article, free of all
copyright, and may be freely reproduced,
distributed, transmitted, modified, built upon, or
otherwise used by anyone for any lawful purpose. The work is made available under the Creative
Commons CC0 public domain dedication. Data Availability Statement: The national
Household Income Expenditure Survey (HIES) is
conducted by Bangladesh Bureau of Statistics
(BBS) with technical and financial assistance from
the World Bank. The data is available publicly for
purchase from the Bangladesh Bureau of Statistics. The authors purchased the data by contacting BBS;
the authors did not have any special access
privileges that others would not have. The
researchers/institutions that intend to use the data
need to contact the BBS for purchasing (www.bbs. gov.bd/). Background OPEN ACCESS
Citation: Husain MJ, Datta BK, Virk-Baker MK,
Parascandola M, Khondker BH (2018) The
crowding-out effect of tobacco expenditure on
household spending patterns in Bangladesh. PLoS
ONE 13(10): e0205120. https://doi.org/10.1371/
journal.pone.0205120 Tobacco consumption constitutes a sizable portion of household consumption expenditure,
which can lead to reduced expenditures on other basic commodities. This is known as the
crowding-out effect. This study analyzes the crowding-out effect of tobacco consumption in
Bangladesh, and the research findings have relevance for strengthening the tobacco control
for improving health and well-being. The crowding-out effect of tobacco
expenditure on household spending patterns
in Bangladesh Muhammad Jami HusainID1*, Biplab Kumar Datta1, Mandeep K. Virk-Baker2,
Mark Parascandola2, Bazlul Haque Khondker3 Introduction Tobacco use is among the leading causes of preventable premature deaths and disabilities,
globally. Smoking tobacco harms nearly every organ of the body, impairs immune function,
causes inflammation, and increases risk for deaths from all causes in men and women [1]. Smokeless tobacco use can cause cancer of mouth, esophagus, and pancreas, increase risks for
early delivery and stillbirth during pregnancy, lead to nicotine addiction and nicotine poison-
ing in children, and increase risk of deaths from cardiovascular diseases [2, 3]. The tobacco
epidemic kills more than 7 million people each year globally; and more than two-thirds of the
more than 1 billion smokers worldwide live in low and middle-income countries [4]. In addition to the deleterious health effects, the economic impacts of tobacco consumption
at the individual, family, and national levels are also a major concern. Tobacco use causes
enormous economic costs for individuals and families due to illness, disability, premature
deaths, forgone consumption and investments, and bad consumption choices [2, 3, 5]. At the
macro-level, tobacco use contributes to less healthy workforce, lost productivity, high health-
care costs, strains in healthcare systems, degradation of natural environment, and health dis-
parities [5, 6, 7]. Published studies on the nexuses among tobacco use, nutrition, human capital investments,
and poverty demonstrate that expenditures on tobacco smoking constitute a significant por-
tion of household budget, which can lead to reduced spending on other basic commodities
like food, health, education, housing, transport, energy etc. [8, 9, 10, 11, 12, 13, 14]. This phe-
nomenon is known as the crowding-out effect, which in turn, may exacerbate the effects of
poverty, including the impact on nutritional status of children [15, 16, 17, 18]. Tobacco use is pervasive in Bangladesh, where 58% of men and 29% of women use tobacco
in smoking or smokeless form [19]. On average, a tobacco-user household spent nearly 392
Bangladesh Taka (BDT) per month in 2010, constituting 4.1% of the household budget. This
expenditure share is much higher than many other food consumption items, including fruits,
legumes and beans, oil and fat, milk, sugar, and eggs [20]. Husain et al. [20] suggested that, in
Bangladesh, the tobacco expenditure-shift could translate to an additional 4.6 to 7.7 million
food-energy malnourished persons meeting their caloric requirements. Previously, Efroymson
et al. The crowding-out effect of tobacco expenditure on household spending patterns in Bangladesh Policy measures that reduce tobacco use could reduce displacement of commodities by
households with tobacco users, including those commodities that can contribute to human
capital investments. Policy measures that reduce tobacco use could reduce displacement of commodities by
households with tobacco users, including those commodities that can contribute to human
capital investments. Competing interests: The authors have declared
that no competing interests exist. Competing interests: The authors have declared
that no competing interests exist. Results We find that tobacco user households on average allocated less in clothing, housing, educa-
tion, energy, and transportation and communication compared to tobacco non-user house-
holds. The SUR estimates also confirmed crowding-out in these consumption categories. Mean expenditure share of food and medical expenditure of tobacco user households, how-
ever, are greater than those of tobacco non-user households. Albeit similar patterns
observed for different tobacco user households, there were differences in magnitudes
depending on the type of tobacco-use, rural-urban locations and economic status. 1 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018 Funding: The authors received no specific funding
for this work. Funding: The authors received no specific funding
for this work. Data We used the Bangladesh Household Income and Expenditure Survey (HIES, 2010). The HIES
is a nationally representative survey, consisting of 12,240 households (7,840 rural and 4,400
urban), and the major source of socio-economic information at the household level in Bangla-
desh. The HIES methodology and survey design details are available in published reports [21,
22]. HIES collects consumption information on over 300 food and non-food items, which
were separated into 11 mutually exclusive subgroups (tobacco, food, clothing, housing, educa-
tion, health, lifestyle and hygiene, energy and utility, transport and communication, entertain-
ment, and miscellaneous). The daily food consumption quantities and expenditure values were collected for 14 days
over seven visits with two days’ recall. There are some weekly food-items (e.g. various spices),
information on which were collected for two weeks. Daily consumption of 122 food items
under 14 broad categories, and weekly consumption of 11 food items under the spices category
were reported in the survey. Expenditures on tobacco and tobacco products, including ciga-
rettes, tobacco leaf, bidies, and gul were recorded in the daily-food-consumption section,
whereas some other smokeless products (i.e. betel leafs and chew goods) were recorded in the
weekly-food-consumption section. These tobacco products were grouped into smoking and
smokeless categories (i.e. smoking only, smokeless only, and dual). The consumption module
recorded expenditures on non-food items either as monthly expenditure (e.g. energy, life style
and hygiene, transport and communication), or yearly expenditure (e.g. clothing, housing,
education, health) [21, 22]. For our analysis, all consumption expenditures are converted in
average monthly expenditures. The crowding-out effect of tobacco expenditure on household spending patterns in Bangladesh the tobacco use crowding-out literature by examining how the household expenditure patterns
for smoking-, smokeless-, and dual- (both smoking and smokeless) user households differ
from tobacco non-user households, from the recent data in Bangladesh. The findings of the
study highlights the potential trade-offs between tobacco expenditure and all other different
household expenditure categories, and provides further evidence for tobacco control as an
essential component for improving health and well-being. Introduction [8] asserted that, in Bangladesh, the average male cigarette smoker spends more than
twice as much on cigarettes as compared to combined expenditures on clothing, housing,
health and education; that a typical poor smoker could add over 500 calories to the diet of one
or two children by eliminating daily tobacco expenditure; and that an estimated 10.5 million
malnourished people could have an adequate diet if money on tobacco were spent on food
instead. Previous literature on the consumption displacement attributable to tobacco use primarily
considered smoking tobacco (e.g. cigarettes, bidi, and other forms of smoking tobacco). This
paper presents an analysis of household level tobacco use by different tobacco use types. Husain et al. [20] analyzed smokeless tobacco use that showed the potential trade-offs between
nutrition intake and tobacco use. To our knowledge, this is the first study that contributes to 2 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018 The crowding-out effect of tobacco expenditure on household spending patterns in Bangladesh Table 1. Distribution of households by tobacco use type and household expenditure per capita quintiles. All
(%)
Bottom Quintile
(%)
Top Quintile
(%)
National
Households do not consume tobacco
30.2
28.0
37.0
Households consume any tobacco
69.8
72.0
63.0
Smoking only tobacco use
17.3
19.7
15.1
Smokeless only tobacco use
26.0
24.7
28.2
Dual (both) tobacco use
26.5
27.6
19.8
Number of Households
33,028,016
6,605,682
6,604,107
Number of Households (Sample)
12,240
2,444
2,495
Urban
Households do not consume tobacco
43.3
34.3
50.6
Households consume any tobacco
56.7
65.7
49.4
Smoking only tobacco use
19.2
22.9
18.6
Smokeless only tobacco use
20.9
20.2
21.7
Dual (both) tobacco use
16.6
22.5
9.0
Number of Households
8,860,148
1,773,390
1,769,080
Number of Households (Sample)
4,400
1,219
709
Rural
Households do not consume Tobacco
25.4
28.5
24.4
Households consume any tobacco
74.6
71.5
75.6
Smoking only tobacco use
16.5
19.1
11.6
Smokeless only tobacco use
27.9
25.5
32.6
Dual (both) tobacco use
30.1
26.9
31.4
Number of Households
24,167,867
4,835,249
4,831,015
Number of Households (Sample)
7,840
1,563
1,580
Note: The distributions were derived applying relevant weights to take into account the complex survey design. Shares of smoking only-, smokeless only-, and dual
(both)- tobacco use add up to “Households consuming any tobacco”. Note: The distributions were derived applying relevant weights to take into account the complex survey design. Shares of smoking only-, smokeless only-, and dual
(both)- tobacco use add up to “Households consuming any tobacco”. In Table 1, the distribution of households by tobacco use type for the top and bottom con-
sumption expenditure quintiles shows contrasting prevalence of smoking and smokeless
household tobacco use. The pattern also differs by rural and urban populations. At the national
level, 69.8% of the households reported spending money on tobacco, whereas the household
level prevalence in urban areas is much lower (56.7%) than in rural areas (74.6%). Household
level prevalence of smoking-only tobacco is higher in urban area than in rural area (19.2% vs. 16.5%); in contrast, prevalence of smokeless-only tobacco is higher in rural areas than in
urban areas (27.9% vs. 20.9%). This contrasting pattern is more striking for the households in
the top expenditure quintile. 18.6% of households in top quintile in urban areas reported
spending on smoking-only tobacco compared to 11.6% of top quintile in rural areas. Household tobacco use A household was considered tobacco-user if that household reported any expenditure on
tobacco. The expenditure can be incurred by a single person, or by multiple persons, and can
include smoking-, smokeless-, or dual- tobacco user(s). Comparisons were made between
tobacco non-user households and ‘any’ tobacco user households; and also with mutually exclu-
sive smoking-only, smokeless-only, and dual (both smoking and smokeless) tobacco user
households. HIES data allowed this unique categorization of household groups by tobacco use
types. This kind of classification distinguishes our study from previous literature by highlight-
ing differential tobacco use determinants associated with household characteristics, and in
terms of econometric model specifications. According to the Bangladesh Global Adult Tobacco Survey (GATS 2009), at the individual
level, tobacco use is more prevalent in rural areas (45.1%) than urban areas (38.1%), and in the
lowest quintiles of socioeconomic status (SES) (55.6%). At the individual level, 23.0% (21.9
million persons) of adults aged 15 years or above smoke tobacco, and 27.2% (25.9 million) use
smokeless tobacco. For males, 44.7% and 26.4% use smoking and smokeless tobacco, respec-
tively. The corresponding prevalence for females are 1.5% and 27.9% for smoking and smoke-
less tobacco, respectively [19]. 3 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018 PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018 https://doi.org/10.1371/journal.pone.0205120.t001 The crowding-out effect of tobacco expenditure on household spending patterns in Bangladesh Table 2. Descriptive statistics on household socio-economic and demographic variables. Household tobacco use type
Tobacco non-user
Smoking-only tobacco user
Smokeless-only tobacco user
Dual (Smoking and smokeless) user
Household income per capita (BDT)
3311 (3044, 3578)
2503 (2317, 2688)
2599 (2452, 2746)
2256 (2130, 2382)
Food expenditure per capita (BDT)
1340 (1293, 1388)
1261 (1213, 1308)
1330 (1286, 1374)
1240 (1206, 1274)
Non-food expenditure per capita (BDT)
1435 (1293, 1578)
1153 (1005, 1300)
1224 (1148, 1300)
943 (894, 992)
Tobacco expenditure per adult (BDT)
0.0
109 (101, 117)
99 (91, 107)
193 (181, 205)
Household Size (number of people)
4.0 (3.9, 4.1)
4.4 (4.3, 4.5)
4.5 (4.4, 4.6)
5.1 (5.0, 5.2)
Proportion of male among adult (%)
42.9 (42.0, 43.8)
50.9 (50.3, 51.4)
43.2 (42.4, 44.0)
50.8 (50.3, 51.2)
Proportion of children (%)
32.9 (32.0, 33.9)
34.2 (33.2, 35.3)
27.9 (27.0, 28.8)
31.9 (31.0, 32.9)
Presence of elderly (proportion)
0.17 (0.16, 0.19)
0.13 (0.12, 0.15)
0.36 (0.34, 0.38)
0.28 (0.27, 0.30)
Female-headed household (proportion)
0.23 (0.21, 0.25)
0.03 (0.02, 0.03)
0.20 (0.19, 0.22)
0.04 (0.04, 0.05)
Household Head’s Education (Proportion)
No education
0.45 (0.42, 0.48)
0.55 (0.52, 0.58)
0.50 (0.48, 0.53)
0.63 (0.61, 0.65)
Primary
0.14 (0.12, 0.15)
0.17 (0.15, 0.19)
0.17 (0.16, 0.18)
0.16 (0.14, 0.17)
Secondary
0.32 (0.30, 0.34)
0.25 (0.23, 0.28)
0.27 (0.25, 0.29)
0.19 (0.18, 0.21)
Baccalaureate
0.05 (0.04, 0.06)
0.03 (0.02, 0.03)
0.04 (0.03, 0.05)
0.01 (0.01, 0.01)
Graduate/ Professional
0.04 (0.03, 0.06)
0.01 (0.00, 0.01)
0.02 (0.01, 0.02)
0.01 (0.00, 0.01)
Note: BDT: Bangladesh Taka. 95% confidence interval in the parenthesis. Table 2. Descriptive statistics on household socio-economic and demographic variables. Note: BDT: Bangladesh Taka. 95% confidence interval in the parenthesis. Table 2 presents descriptive statistics on some socio-economic and demographic variables. All the descriptive statistics were generated taking into account the complex survey design and
using appropriate survey weights. It is evident that the proportion of male among adults in
smoking-only tobacco user households are higher compared to smokeless-only tobacco user
households (50.9% vs. 43.2%, respectively). Also, only 3.0% of the smoking-only households
are headed by a female member, compared to 20.0% of smokeless-only households headed by
a female member. The proportion of household heads with no education is higher among
tobacco user households compared to non-user households (50–63% vs. 45%). For the
smokeless-only tobacco use in the top quintile households the percentages are 21.7% and
31.4% for urban and rural areas, respectively. Comparison of the distribution of household tobacco use between bottom and top quintiles
revealed that, at the national level, 72.0% of households in the bottom quintile reported spend-
ing on any tobacco compared to 63.0% in the top quintile. This pattern is similar for smoking-
only tobacco use at the national, urban, and rural populations; i.e. percentage of households in
the bottom quintile is higher than the top quintile counterparts. However, this pattern is
reversed for smokeless-only tobacco use at the national level (24.7% for bottom quintile vs. 28.2% for top quintile); and for urban (20.2% vs. 21.7%), and rural (26.9% vs. 31.4%) areas. 4 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018 Table 2 also
suggests larger average household size and lower average per capita income for tobacco user
households. The proportion of household heads with higher degrees is relatively less in tobacco
user households; and larger percentage of smokeless and dual user households have elderly
present in the household. To explore the determinants of tobacco use by types, we used a logistic regression model
that estimated the probability of a household using any tobacco; and a multinomial logistic
regression that estimated the probabilities of a household using smoking-only, smokeless-
only, or dual (both types) tobacco, given a set of socio-demographic characteristics. P TijX
ð
Þ ¼
expðx0
ibjÞ
1 þ expðx0
ibqÞ
ð1Þ ð1Þ Eq (1) shows the logistic regression specification, where, Ti takes the value 1 if household i
has positive tobacco expenditure, and 0 otherwise; X is a set of household level characteristics
and other relevant control variables, including proportion of male among adult household
members, proportion of children, presence of elderly (aged 60+), sex of household head,
household size, household income per capita, religion, principal source of household income, 5 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018 The crowding-out effect of tobacco expenditure on household spending patterns in Bangladesh level of education of household head, and district fixed effects. level of education of household head, and district fixed effects. ehold head, and district fixed effects. P Ti ¼ tjX
ð
Þ ¼
expðx0
ibjÞ
1 þ P3
q¼1 expðx0
ibqÞ
ð2Þ ð2Þ Eq (2) is the multinomial logistic regression specification, where, t represents different cate-
gories of tobacco consumption. The base category here is ‘no’ tobacco-user. The results of
logistic estimation are usually interpreted using marginal effects, as shown in Eq (3): Eq (2) is the multinomial logistic regression specification, where, t represents different cate-
gories of tobacco consumption. The base category here is ‘no’ tobacco-user. The results of
logistic estimation are usually interpreted using marginal effects, as shown in Eq (3): dPðTi ¼ tjXÞ
dxik
¼ pij
bjk X
3
q¼1
bqkpiq
! ð3Þ ð3Þ Eq (3) is the marginal effect of the kth explanatory variable, Xik, on the tth response probabil-
ity of household i. Average marginal effects are then obtained by taking arithmetic mean of the
marginal effects as following: AMEtk ¼ 1
N
X
N
i¼1
dPðTi ¼ tjXÞ
dxik
ð4Þ ð4Þ Results from logistic regression show that probability of consuming any tobacco is on aver-
age lower for female headed households, and households with larger proportion of children;
and higher for households with elderly members (Table 3). However, multinomial logistic
regression results indicate that several of these findings could be different for different tobacco
use types. Contrary to the lower probability of consuming any tobacco, probability of consum-
ing smokeless tobacco-only is higher for female headed households. Likewise, probability of
consuming smoking tobacco only is lower for households with elderly members, though prob-
ability of consuming any tobacco is higher for these households. These results suggest consid-
erable heterogeneity in tobacco use across households, and thus justify our approach of
analyzing the crowding out effect for different tobacco use types. PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018 The crowding-out effect The crowding out effect of tobacco expenditure entails reduced consumption of goods and ser-
vices because of tobacco consumption. Depending on the level of analysis (i.e. individual or
household), data availability, and methodological approach, the crowding-out effects have
been reported as the differences in the mean expenditure shares of different consumption cate-
gories between tobacco users and non-users, and/or the marginal effects of tobacco expendi-
ture on other commodities or services. The conceptual framework of this paper followed the
most recent generation of empirical studies on the crowding-out impact of tobacco expendi-
ture [10, 13, 14, 15, 16, 17]. However, the empirical strategy is most aligned with John, Ross,
and Blecher [16] that defined the crowding-out effect as reduced consumption of goods and
services as a result of tobacco consumption. Conceptual framework. Households can report zero tobacco expenditures either because
none in the household use any form of tobacco, even if they have adequate income; or house-
holds cannot afford tobacco products, given their income. The former explanation implies
that there is a difference between the spending patterns of smoking and non-smoking house-
holds [14]. The crowding-out attribution of tobacco expenditure in displacing expenditure on
other commodities comes with the assumption that a household that spends on tobacco
decides on the quantity of tobacco to be purchased before deciding on the quantities of the
other goods and services. Given this, household’s demand for a particular commodity is condi-
tional on the household’s tobacco use status and the remainder of household income after 6 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018 nthesis.
vel of the household head. ‘No’ education is the reference category. The crowding-out effect of tobacco expenditure on household spending patterns in Bangladesh spending on tobacco [10, 15]. Following the recent literature, we estimated and compared a set
of Engel curves for tobacco non-user households with conditional Engel curves for tobacco
user households for a common set of commodities. If, on average, the quantity demanded of a
commodity for the typical tobacco user household is less (more) than the quantity demanded
of the same commodity for a typical tobacco non-user household, then the difference can be
attributed, ceteris paribus, to tobacco use [16]. Empirical strategy. In the first step of our empirical strategy, we compared the mean
expenditure shares for the food and various non-food expenditure categories between house-
holds with and without tobacco expenditure using the t-test on the equality of means. Statisti-
cally significant differences in the expenditure dedicated to other commodities in the budgets
of tobacco user households (i.e. any tobacco, smoking-only, smokeless-only, and dual user
households) and non-user households indicate unadjusted crowding-out effect. However,
these unadjusted differences in expenditure shares do not take into account households’ socio-
economic and demographic characteristics that may have influence on spending pattern. Therefore, we formally tested the crowding-out hypothesis using multivariate regression
analysis, which predicted the budget share allocation to each expenditure category according
to tobacco use status, controlling for household-specific and other characteristics. To deter-
mine differences in spending patterns between tobacco user and non-user households, the
regression models estimated conditional Engel curves for 10 expenditure categories using the
Quadratic Almost Ideal Demand System (QUAIDS) developed by Banks, Blundell, & Lewbel
[23]. Depending on household expenditure level, a particular consumption item could be
either necessary or luxury. Use of QUAIDS allows a particular expenditure category to be
either a luxury or a necessity by including a quadratic expenditure term in the specification
[10, 23]. If household expenditure in one category is correlated with expenditures on other cat-
egories, the error terms in the Engle curve estimations are likely to be correlated, potentially
leading to increased variance in the estimated coefficients and inefficient coefficient estimates. We addressed this by using Seemingly Unrelated Regression (SUR) model, which estimated all
regression equations simultaneously using a Feasible Generalized Least Squares (FGLS)
method [16]. The crowding-out effect of tobacco expenditure on household spending patterns in Bangladesh Table 3. Probability of tobacco consumption: average marginal effects of household demographics. Logistic
Multinomial Logistic
Any
Smoking only
Smokeless only
Dual
Proportion of males among adults
-0.00006
(-0.00066, 0.00054)
0.00078
(0.00020, 0.00136)
-0.00177
(-0.00236, -0.00117)
0.00115
(0.00059, 0.00170)
Proportion of children
-0.00223
(-0.00270, -0.00176)
0.00080
(0.00034, 0.00126)
-0.00190
(-0.00237, -0.00144)
-0.00114
(-0.00163, -0.00065)
Female headed household
-0.20202
(-0.23710, -0.16693)
-0.13473
(-0.15446, -0.11500)
0.09133 (0.05658, 0.12608)
-0.17513
(-0.19800, -0.15225)
Presence of elderly (age 60+)
0.05951
(0.03817, 0.08086)
-0.06875
(-0.08861, -0.04890)
0.10122 (0.07949, 0.12294)
0.02156
(0.00236, 0.04076)
Education†
Primary
-0.02540
(-0.04787, -0.00292)
-0.00059
(-0.02276, 0.02157)
0.03446
(0.01195, 0.05696)
-0.05834
(-0.08108, -0.03560)
Secondary
-0.10549
(-0.12933, -0.08165)
-0.02007
(-0.04057, 0.00042)
0.03133
(0.01032, 0.05233)
-0.11530
(-0.13384, -0.09676)
Bachelor’s
-0.20788
(-0.26908, -0.14669)
-0.05217
(-0.09249, -0.01184)
0.08144
(0.03255, 0.13033)
-0.23572
(-0.27010, -0.20134)
Graduate or Professional
-0.31654
(-0.38525, -0.24784)
-0.12491
(-0.16116, -0.08866)
0.03419
(-0.02761, 0.09600)
-0.22264
(-0.27150, -0.17377)
HH per capita income groups
700 to 999
-0.00590
-0.01012
0.02514
-0.01974
(-0.04306, 0.03127)
(-0.04127, 0.02103)
(-0.00996, 0.06023)
(-0.05154, 0.01206)
1000 to 1499
-0.00703
-0.01536
-0.01639
0.02442
(-0.03983, 0.02576)
(-0.04236, 0.01163)
(-0.04732, 0.01454)
(-0.00604, 0.05488)
1500 to 2499
0.00208
-0.00994
-0.00767
0.01993
(-0.03060, 0.03476)
(-0.03737, 0.01750)
(-0.03603, 0.02069)
(-0.00799, 0.04785)
2500 to 4999
-0.00515
-0.01764
0.00688
0.00843
(-0.04127, 0.03097)
(-0.04882, 0.01354)
(-0.02538, 0.03913)
(-0.02449, 0.04136)
5000 & more
-0.02302
-0.01397
-0.01569
0.01361
(-0.06550, 0.01946)
(-0.05241, 0.02448)
(-0.05337, 0.02198)
(-0.03010, 0.05732)
Household Religion
Hinduism
-0.02580
0.01496
-0.04982
0.01031
(-0.06029, 0.00868)
(-0.01101, 0.04092)
(-0.07928, -0.02036)
(-0.01580, 0.03643)
Other
0.11571
0.07703
-0.06707
0.11115
(0.05612, 0.17530)
(-0.02517, 0.17922)
(-0.16050, 0.02635)
(0.03405, 0.18825)
Household Size
3 to 5
0.11429
0.02554
0.02502
0.07579
(0.07668, 0.15189)
(-0.00541, 0.05649)
(-0.00399, 0.05402)
(0.04892, 0.10265)
6 to 9
0.22007
0.00652
0.06289
0.16461
(0.17966, 0.26048)
(-0.02867, 0.04171)
(0.02808, 0.09769)
(0.13239, 0.19682)
10 and more
0.27773
-0.05132
0.05405
0.28242
(0.21793, 0.33753)
(-0.11348, 0.01083)
(-0.01442, 0.12252)
(0.21318, 0.35166)
HH major source of income
Agri Production
0.02948
0.01490
-0.03243
0.05410
(-0.00059, 0.05955)
(-0.00996, 0.03975)
(-0.06266, -0.00221)
(0.02593, 0.08227)
Non-agri Production
0.04984
0.05189
-0.03242
0.03781
(0.01502, 0.08465)
(0.02127, 0.08250)
(-0.06234, -0.00250)
(0.01071, 0.06490)
Wage & Salary
0.00390
0.05358
-0.06185
0.02090
(-0.02165, 0.02945)
(0.03077, 0.07639)
(-0.08623, -0.03748)
(-0.00258, 0.04438)
Note ability of tobacco consumption: average marginal effects of household demographics. PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018 PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018 7 / 15 7 / 15 The crowding-out effect of tobacco expenditure on household spending patterns in Bangladesh presence of children aged under five, presence of children aged 5 to 14, presence of elderly
(aged 60+), proportion of male among adult household members, household size, sex of
household-head, religion, principal source of household income, household head’s highest
level of education, occupation, and indicator variable for presence of any chronic diseases of
any household member in last 12 months. Districtid controls for regional fixed effects, which
takes the value 1 if household i resides in administrative district d, and 0 otherwise. εij is the
idiosyncratic error term. We assume that households within a district face similar prices for
respective commodities. The system in Eq (5) was estimated using Seemingly Unrelated Regression (SUR) tech-
nique. Miscellaneous consumption category was dropped from the system of equations to
meet summation restrictions. Following Banks, Blundell, & Lewbel [23] ln M and (ln M)2 were
instrumented by natural log of monthly household income, and its squared respectively. wij ¼ b0 þ
X
3
t¼1
ltTit þ b2lnMi þ b3ðlnMiÞ
2 þ Xβ4 þ
X
63
d¼1
gdDistrictid þ εij
ð6Þ ð6Þ The crowding-out effects for the mutually exclusive smoking-only, smokeless-only, and
both smoking and smokeless user households are estimated using Eq (6), where Tit denotes t
type of tobacco consumption for household i, and it takes the value 1 if tobacco consumption
type is t, and 0 otherwise. The coefficients β1 in Eq (5) and λt in Eq (6) estimate the percentage
point differences in expenditure shares between households with and without tobacco expen-
diture, and therefore captures the crowding out effect. Several studies on the crowding-out effect of smoking emphasized the potential endogene-
ity of total expenditure and smoking expenditure, and therefore used the instrumental variable
(IV) method to obtain consistent and unbiased estimators [10, 14, 15, 17]. Those studies used
income or total value of household assets as instruments for total expenditure, and adult sex
ratio or female ratio in the household as instrument for expenditure on tobacco. While in this
paper we instrumented household total expenditure by total income, we believe that adult sex
ratio (or female ratio) does not satisfy the exclusion restriction requirements due to their
potential correlations with other consumption items. More importantly, while adult sex ratio
may explain smoking decision in a household, we found that the same is not true for the deci-
sion to spend on smokeless tobacco; instead we use proportion of males among adults and
other household demographics as control variables in the regression specifications. wij ¼ b0 þ b1Ti þ b2lnMi þ b3ðlnMiÞ
2 þ Xβ4 þ
X
63
d¼1
gdDistrictid þ εij
ð5Þ ð5Þ Eq (5) shows the regression specification for ‘any’ tobacco consumption, where, wij is
household i’s expenditure share of category j. Expenditure shares are calculated after deducting
expenditure on tobacco. Ti is a binary variable that takes the value 1 if household i consumes
any type of tobacco, and 0 otherwise. Mi is monthly consumption expenditure of household i,
excluding tobacco expenditure. X is a vector of household level characteristics; including 8 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018 The crowding-out effect of tobacco expenditure on household spending patterns in Bangladesh Table 4. Unadjusted differences in consumption share. Household types by tobacco use
No Tobacco
(n = 3,550)
Any tobacco
(n = 8,690)
Smoking-only
(n = 2,063)
Smokeless-only
(n = 3,281)
Dual/both tobacco
(n = 3,346)
Mean share (%)
Difference
(% point)
Difference
(% point)
Difference
(% point)
Difference
(% point)
Food
55.142
(54.224,56.061)
4.475
(3.601, 5.348)
4.254
(3.291, 5.217)
2.825
(1.780, 3.870)
6.239
(5.167, 7.312)
Clothing
6.226
(5.924,6.529)
-0.564
(-0.834, -0.294)
-0.274
(-0.551, 0.002)
-0.639
(-0.932, -0.347)
-0.679
(-0.983, -0.375)
Housing
10.448
(9.810,11.085)
-2.628
(-3.208, -2.049)
-1.897
(-2.597, -1.197)
-2.033
(-2.716, -1.351)
-3.689
(-4.387, -2.992)
Education
4.862
(4.411,5.312)
-1.165
(-1.580, -0.751)
-1.228
(-1.704, -0.752)
-0.653
(-1.099, -0.208)
-1.628
(-2.095, -1.161)
Medical
2.989
(2.768,3.210)
0.772
(0.533, 1.012)
0.524
(0.136, 0.912)
0.888
(0.613, 1.162)
0.821
(0.517, 1.125)
Life-style and hygiene
3.159
(3.078,3.240)
0.040
(-0.043, 0.124)
0.093
(-0.011, 0.198)
0.042
(-0.060, 0.144)
0.005
(-0.100, 0.109)
Energy
7.321
(7.098,7.544)
-0.326
(-0.550, -0.103)
-0.127
(-0.426, 0.172)
-0.241
(-0.505, 0.022)
-0.540
(-0.820, -0.259)
Transport and Communication
5.559
(5.295,5.822)
-0.715
(-0.988, -0.441)
-0.616
(-0.955, -0.276)
-0.794
(-1.121, -0.468)
-0.701
(-1.046, -0.356)
Entertainment
0.588
(0.517,0.659)
0.055
(-0.022, 0.133)
0.153
(0.043, 0.262)
0.032
(-0.058, 0.123)
0.015
(-0.090, 0.120)
Miscellaneous
3.707
(3.394,4.019)
0.056
(-0.283, 0.396)
-0.882
(-1.279, -0.484)
0.576
(0.151, 1.000)
0.157
(-0.280, 0.594)
Note
p<0.01 Table 4. Unadjusted differences in consumption share. Previous studies supported crowding-out effect of tobacco expenditure on food expendi-
ture, in contrast to what is observed in Table 4 (e.g. [14, 15]). However, for poor households,
the expenditure on food and medical expenses may be less discretionary in nature, rather nec-
essary expenditure items constituting large budget share. Therefore, the crowding-out effects
are manifested in other expenditure items of discretionary nature [13]. In Bangladesh, a closer
look at the food and non-food expenditure pattern by household expenditure per capita per-
centiles in Fig 1 revealed that expenditure share allocated to food were higher for households
that reported any tobacco expenditure than tobacco non-user households. This was observed
throughout the expenditure percentile distribution. Accordingly, tobacco user households
allocated less budget on non-food items than the tobacco non-user counterparts, throughout
the percentile distribution. Unadjusted differences in expenditure share Unadjusted differences in expenditure shares between tobacco user and non-user households,
expressed as percentage points are reported in Table 4. Tobacco non-user households being
the reference category, a positive percentage point difference implies that households spending
on any tobacco (or on a particular type of tobacco), on average, allocated a greater share to
that consumption category than non-user households; and a negative percentage point differ-
ence implies that tobacco user households allocated a smaller share. Table 4 reveals statistically significant differences expenditure allocations between
tobacco user and non-user households. The ‘mean shares’ in second column are the
expenditure shares for the tobacco non-user households, and the last four columns show
the percentage point differences from the corresponding mean shares of the tobacco non-
user households. For instance, a household reporting expenditure on any tobacco, on
average allocated 2.63 percentage point less on housing compared to a typical tobacco
non-user household that spent 10.4% of its budget on housing. Compared to a tobacco
non-user household, tobacco user (any tobacco) households, on average, allocated less on
clothing, education, energy, and transport and communication. In contrast, any tobacco
user households allocated more of the household total expenditure on food and medical
expenses. Albeit difference in magnitudes, a more or less similar pattern is evident for smoking-only,
smokeless-only, and dual tobacco user households. In addition to food and medical expenses,
the smoking-only and smokeless-only households also allocated 0.153 and 0.032 percentage
points more of their household budget on entertainment. The largest differences were
observed for the households reporting expenditure on both smoking and smokeless tobacco
(i.e. dual tobacco). 9 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018 https://doi.org/10.1371/journal.pone.0205120.t004 PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018 p
p<0.1. 95% confidence interval in the parenthesis. Food
Clothing
Housing
Education
Medical
Hygiene
Energy
Transport and
Communication
Entertainment
Any Tobacco
Rural bottom
1.743
-0.935
-0.731
0.252
0.673
0.0761
-0.115
-0.555
-0.101
Rural top
2.120
-0.22
-1.898
-0.335
0.147
-0.124
-0.0226
-1.328
0.316
Urban bottom
2.327
-0.502
-0.712
-0.557
0.134
-0.0193
0.380
-0.862
-0.128
Urban top
3.435
-0.0534
-1.951
-1.346
0.088
-0.13
-0.0694
0.587
-0.134
Smoking only
Rural bottom
1.876
-0.602
-0.45
-0.218
0.404
-0.0287
0.0858
-0.617
-0.0604
Rural top
3.082
0.241
-1.291
-0.542
0.602
0.0567
0.322
-1.265
0.648
Urban bottom
1.929
-0.539
0.26
-0.341
0.054
0.0804
0.00486
-1.045
-0.143
Urban top
2.831
-0.176
-2.803
-2.328
1.22
-0.0596
-0.106
0.321
0.141
Smokeless only
Rural Bottom
1.965
-1.044
-0.831
0.262
0.771
0.126
-0.304
-0.689
-0.124
Rural Top
1.286
-0.308
-1.508
0.196
0.0917
-0.205
-0.111
-1.827
0.211
Urban Bottom
1.905
-0.24
-1.330
-0.486
0.129
-0.121
0.924
-0.717
-0.223
Urban Top
3.403
0.0357
-0.207
-0.396
-0.861
-0.136
-0.0595
0.448
-0.298
Dual/Both tobacco
Rural Bottom
1.405
-1.092
-0.854
0.623
0.789
0.109
-0.08
-0.366
-0.111
Rural Top
2.983
-0.370
-3.009
-1.154
-0.0587
-0.0981
-0.0936
-0.468
0.282
Urban Bottom
3.152
-0.708
-1.180
-0.856
0.224
-0.0312
0.273
-0.802
-0.024
Urban Top
4.570
-0.0448
-4.501
-1.827
0.304
-0.241
-0.0275
1.378
-0.235
p<0.01
p<0.05
p<0.1. The confidence intervals are not reported in the table. https://doi.org/10.1371/journal.pone.0205120.t006
The crowding-out effect of tobacco expenditure on household spending patterns in Bangladesh
PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018
12 / 15 Table 6. Adjusted differences (percentage point) in expenditure share by rural and urban and by bottom and top expenditure quintiles. Food
Clothing
Housing
Education
Medical
Hygiene
Energy
Transport and
Communication
Entertainment
Any Tobacco
Rural bottom
1.743
-0.935
-0.731
0.252
0.673
0.0761
-0.115
-0.555
-0.101
Rural top
2.120
-0.22
-1.898
-0.335
0.147
-0.124
-0.0226
-1.328
0.316
Urban bottom
2.327
-0.502
-0.712
-0.557
0.134
-0.0193
0.380
-0.862
-0.128
Urban top
3.435
-0.0534
-1.951
-1.346
0.088
-0.13
-0.0694
0.587
-0.134
Smoking only
Rural bottom
1.876
-0.602
-0.45
-0.218
0.404
-0.0287
0.0858
-0.617
-0.0604
Rural top
3.082
0.241
-1.291
-0.542
0.602
0.0567
0.322
-1.265
0.648
Urban bottom
1.929
-0.539
0.26
-0.341
0.054
0.0804
0.00486
-1.045
-0.143
Urban top
2.831
-0.176
-2.803
-2.328
1.22
-0.0596
-0.106
0.321
0.141
Smokeless only
Rural Bottom
1.965
-1.044
-0.831
0.262
0.771
0.126
-0.304
-0.689
-0.124
Rural Top
1.286
-0.308
-1.508
0.196
0.0917
-0.205
-0.111
-1.827
0.211
Urban Bottom
1.905
-0.24
-1.330
-0.486
0.129
-0.121
0.924
-0.717
-0.223
Urban Top
3.403
0.0357
-0.207
-0.396
-0.861
-0.136
-0.0595
0.448
-0.298
Dual/Both tobacco
Rural Bottom
1.405
-1.092
-0.854
0.623
0.789
0.109
-0.08
-0.366
-0.111
Rural Top
2.983
-0.370
-3.009
-1.154
-0.0587
-0.0981
-0.0936
-0.468
0.282
Urban Bottom
3.152
-0.708
-1.180
-0.856
0.224
-0.0312
0.273
-0.802
-0.024
Urban Top
4.570
-0.0448
-4.501
-1.827
0.304
-0.241
-0.0275
1.378
-0.235
p<0.01
p<0.05
p<0 1 The confidence intervals are not reported in the table The adjusted differences in expenditure shares for ‘any’ tobacco user households confirm
that household tobacco use crowds-out budget allocations in clothing, housing, education,
energy, and transport and communication. The budget allocations in a tobacco user household
are higher for food and medical expenses, although the coefficients of medical expenses when
generated separately for smoking-only, smokeless-only, and dual tobacco use households were
not statistically significant. The adjusted differences for food, clothing, housing, and education
are relatively larger (in absolute terms) for dual tobacco user households, than the adjusted dif-
ferences of those for any-, smoking only-, or smokeless only- tobacco user households. Spending patterns and tobacco consumption could vary across rural and urban areas, and
across different level of consumption expenditure. Table 6 presents the adjusted differences in
expenditure shares by rural and urban households and for bottom and top expenditure quin-
tiles. We observe crowding-out effects of tobacco consumption at different sub groups as well,
however, the magnitudes become different. For example, all smokeless-only households on
average allocated 0.33 percentage points less in clothing than all non-tobacco households,
while smokeless-only households in rural bottom quintile allocated 1.04 percentage points less
than non-tobacco households in rural bottom quintile. These results provide a more compre-
hensive perspective of the crowding-out effect. Adjusted differences in expenditure share The unadjusted differences in expenditure shares presented in the previous section did not
control for other household socio-economic characteristics that may affect budget allocation. We implemented Eqs (5) and (6) to control for these characteristics. Table 5 reports the coeffi-
cients of the dichotomous tobacco consumption variable for each budget share equation in the
system. The coefficient values are the average percentage point differences in the budget shares
for the corresponding expenditure categories; a negative coefficient indicates a lower
budget allocation among tobacco-user households than non-user households. 10 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018 The crowding-out effect of tobacco expenditure on household spending patterns in Bangladesh Fig 1. Differences in food and non-food expenditure shares between tobacco user and non-user households. https://doi.org/10.1371/journal.pone.0205120.g001 Fig 1. Differences in food and non-food expenditure shares between tobacco user and non-user households. Fig 1. Differences in food and non-food expenditure shares between tobacco user and non-user households. Table 5. Adjusted differences in expenditure share. Table 5. Adjusted differences in expenditure share. Household types by tobacco use
No Tobacco
(n = 3,545)
Any tobacco
(n = 8,644)
Smoking-only
(n = 2,050)
Smokeless-only
(n = 3,264)
Dual/both tobacco
(n = 3,330)
Mean share (%)
Difference
(% point)
Difference
(% point)
Difference
(% point)
Difference
(% point)
Food
54.42
(53.94,54.90)
2.383
(1.916,2.850)
2.118
(1.520,2.716)
1.993
(1.442,2.545)
3.264
(2.669,3.859)
Clothing
6.44
(6.33,6.56)
-0.410
(-0.524,-0.296)
-0.332
(-0.478,-0.186)
-0.404
(-0.538,-0.269)
-0.510
(-0.655,-0.365)
Housing
10.21
(9.88,10.54)
-0.788
(-1.144,-0.431)
-0.420
(-0.877,0.037)
-0.779
(-1.200,-0.358)
-1.230
(-1.684,-0.775)
Education
4.94
(4.69,5.19)
-0.543
(-0.795,-0.291)
-0.680
(-1.003,-0.357)
-0.167
(-0.465,0.131)
-0.934
(-1.256,-0.613)
Medical
3.19
(3.02,3.37)
0.187
(-0.029,0.402)
0.168
(-0.110,0.445)
0.176
(-0.08,0.431)
0.225
(-0.051,0.500)
Life-style and hygiene
3.24
(3.19,3.29)
-0.0319
(-0.095,0.031)
0.024
(-0.057,0.105)
-0.082
(-0.157,-0.007)
-0.023
(-0.104,0.057)
Energy
7.42
(7.29,7.54)
-0.170
(-0.297,-0.042)
-0.139
(-0.302,0.025)
-0.212
(-0.363,-0.062)
-0.143
(-0.306,0.019)
Transport and Communication
5.54
(5.36,5.71)
-0.402
(-0.619,-0.184)
-0.330
(-0.610,-0.051)
-0.470
(-0.728,-0.213)
-0.385
(-0.663,-0.107)
Entertainment
0.64
(0.58,0.70)
0.0223
(-0.056,0.100)
0.063
(-0.037,0.163)
0.01
(-0.083,0.102)
-0.007
(-0.106,0.093)
<0 01 PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018 11 / 15 The crowding-out effect of tobacco expenditure on household spending patterns in Bangladesh The adjusted differences in expenditure shares for ‘any’ tobacco user households confirm
that household tobacco use crowds-out budget allocations in clothing, housing, education,
energy, and transport and communication. The budget allocations in a tobacco user household
are higher for food and medical expenses, although the coefficients of medical expenses when
generated separately for smoking-only, smokeless-only, and dual tobacco use households were
not statistically significant. The adjusted differences for food, clothing, housing, and education
are relatively larger (in absolute terms) for dual tobacco user households, than the adjusted dif-
ferences of those for any-, smoking only-, or smokeless only- tobacco user households. Spending patterns and tobacco consumption could vary across rural and urban areas, and
across different level of consumption expenditure. Table 6 presents the adjusted differences in
expenditure shares by rural and urban households and for bottom and top expenditure quin-
tiles. We observe crowding-out effects of tobacco consumption at different sub groups as well,
however, the magnitudes become different. For example, all smokeless-only households on
average allocated 0.33 percentage points less in clothing than all non-tobacco households,
while smokeless-only households in rural bottom quintile allocated 1.04 percentage points less
than non-tobacco households in rural bottom quintile. These results provide a more compre-
hensive perspective of the crowding-out effect. Discussion
The deleterious effects of tobacco consumption, including smoking tobacco, smokeless
tobacco, and passive smoking, on health is well-documented [1, 2, 3]. The tobacco-attributable
Table 6. Adjusted differences (percentage point) in expenditure share by rural and urban and by bottom and top expenditure quintiles. The crowding-out effect of tobacco expenditure on household spending patterns in Bangladesh deaths, disabilities, and diseases cause enormous economic tolls on individuals, households,
and society. These economic costs are described as direct medical costs for the individuals and
families, and consequent strain on the national level healthcare finances, as well as indirect
costs due to absenteeism and presenteeism for the earners and informal caregivers, con-
strained education attainments school attendance and learning, and consequent lost produc-
tivity at the macro level. Another mechanism through which tobacco use can negatively
impact well-being of tobacco users and family members is due to displacement of consump-
tion of other basic necessities due to expenditure on tobacco, generally described in the litera-
ture as the ‘crowding-out effect’ [13]. Given fixed household budget, the displacements often
occur for items that constitute human capital investments (e.g. food and nutrition, education,
health and hygiene, housing etc.) rendering life-course implications on household well-being. The existing tobacco expenditure crowding-out literature mainly highlighted the consump-
tion displacement effects for smoking tobacco only. Apparently, the expenditure on smokeless
tobacco in those literature was included into one of the consumption categories other than
tobacco, most probably as part of the food consumption item. This paper examined how the
household expenditure patterns for smoking-, smokeless-, and dual- (both smoking and
smokeless) user households differ from tobacco non-user households, using household level
data from Bangladesh, and provided additional policy insights for much needed different
tobacco-use types. The analyses on smokeless and dual tobacco use constitute a major contri-
bution of this paper in the tobacco crowding-out literature. The econometric analysis showed that tobacco user households on average allocate less in
clothing, housing, education, energy, and transportation and communication compared to
tobacco non-user households. Mean expenditure share of food and medical expenditure of
tobacco user households, however, are greater than those of tobacco non-user households. Albeit similar patterns were observed for different types of tobacco user households, there are
differences in magnitudes depending on the type of tobacco-use, rural-urban locations and
economic status. The greater share of medical expenditure of tobacco user households could be linked to
tobacco-attributable diseases and related health costs. Tobacco use is a major risk factor for
various noncommunicable diseases and the direct cost (healthcare expenditures) of smoking
in low-income and lower-middle-income countries was estimated around 4% of the total
health expenditure in 2012 [24]. PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018 Discussion The deleterious effects of tobacco consumption, including smoking tobacco, smokeless
tobacco, and passive smoking, on health is well-documented [1, 2, 3]. The tobacco-attributable 12 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
October 9, 2018 The crowding-out effect of tobacco expenditure on household spending patterns in Bangladesh the macro-nutrient level food consumption pattern may reveal important differences between
tobacco user and non-user households. Our findings reaffirm the negative impact of tobacco expenditure on human capital invest-
ments, impeding short- and long-term economic well-being potentials at the household level,
and in effect, for the society. Policy measures that reduce tobacco use could reduce displace-
ment of commodities by households with tobacco users, including those commodities that can
contribute to human capital investments. Author Contributions Conceptualization: Muhammad Jami Husain, Biplab Kumar Datta, Mandeep K. Virk-Baker,
Mark Parascandola, Bazlul Haque Khondker. Data curation: Muhammad Jami Husain, Biplab Kumar Datta, Bazlul Haque Khondker. Formal analysis: Muhammad Jami Husain, Biplab Kumar Datta. Methodology: Muhammad Jami Husain, Biplab Kumar Datta. Software: Muhammad Jami Husain, Biplab Kumar Datta. Writing – original draft: Muhammad Jami Husain, Biplab Kumar Datta. Writing – review & editing: Muhammad Jami Husain, Biplab Kumar Datta, Mandeep K. Virk-Baker, Mark Parascandola, Bazlul Haque Khondker. Writing – review & editing: Muhammad Jami Husain, Biplab Kumar Datta, Mandeep K. Writing – review & editing: Muhammad Jami Husain, Biplab Kumar Datta, Mandeep K. Virk-Baker, Mark Parascandola, Bazlul Haque Khondker. Acknowledgments The authors are thankful to Deliana Kostova, Samira Asma, Juliette Morgan, and Krishna Pali-
pudi for their review of the paper. The findings and conclusions in this study are those of the
authors and do not necessarily represent the official position of the Centers for Disease Con-
trol and Prevention or National Cancer Institute. Hence, tobacco user households might suffer from greater dis-
ease burden, resulting in larger budget share of medical expenses. Findings from the crowding-out literature demonstrate the importance of the economic
effects of higher spending on tobacco on household standards of living and expenditure pat-
terns and these effects may be different in different countries [8,10,11,20]. On the association
between smoking tobacco and food expenditure, the crowding-out effect literature suggests
mixed results. For instance, Chewla and Walbeek [15], Wang et al. [11], San and Chaloupka
[14], and John [10] found crowding-out of food expenditure for Zambia, China, Turkey, and
India, respectively. On the other hand, the studies by Do and Bautista [13] on low and middle
income countries and John et al. [16] on Cambodia did not find crowding-out effect for food
consumption. Other literature suggest that tobacco user households may crowd-out expendi-
ture on quality or nutrition-rich food [25, 26, 27, 28, 29, 30]. In our study, we found that food
expenditure shares, in general, were higher for tobacco user households than tobacco non-user
households throughout the consumption expenditure distribution. In Bangladesh, after
deducting the tobacco expenditure from the total expenditure, a household on average spends
between 55% to 61% of their budget on food, depending on household tobacco use status. Therefore, the expenditure on food may be less discretionary in nature. Further research on 13 / 15 PLOS ONE | https://doi.org/10.1371/journal.pone.0205120
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JULIO 2015 • ISSN 0716-1557 • e -ISSN 0719-2789 • VOL. 25 • NÚM. 1 • PÁGS. 113-138
DOI 10.7770/CUHSO-V25N1-ART899
Corrupción y desarrollo humano: un estudio de
correlación entre fenómenos político-sociales
Corruption and human development: a correlation study
between political-social phenomena.
Corrupção e desenvolvimento humano: um estudo
de correlação entre fenômenos político-sociais
juni o r sa r m i e n t o
Universidad Federal de Alagoas, Brasil
recepción: 07/04/2015 • aceptación: 30/05/2015
RESUMEN La corrupción es un fenómeno es relevante, prácticamente, para
todas las sociedades, en mayor o menor escala. Los actos de corrupción
están vinculados a la sobreposición de intereses públicos por los privados
con una serie de acciones ilegales concretas que afectan directamente las
políticas públicas y la efectividad de la administración pública. A través del
índice de correlación de Pearson se constató que la corrupción y el desarrollo humano poseen una fuerte correlación, percibiéndose una tendencia
lineal de factores inversamente proporcionales. Pero, esos fenómenos son
potenciados por la efectividad o ausencia de accountability, la corrupción,
claramente, se vuelve más fuerte cuando hay una precariedad en el intrumento de accountability, ya que cuando ese instrumento se muestra efectivo
la promoción de la justicia social y la democracia son fortalecidas y, consecuentemente, hay desarrollo humano.
PALABRAS CLAVE Corrupción, desarrollo humano, accountability, corrección.
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ABSTRACT Corruption, on a greater or lesser scale, is an important pheno-
menon for practically all societies. Acts of corruption occur when private
individuals place their own interests above those of society in a series of concrete illegal acts which directly affect public policies and the effectiveness
of public administration. Using a Pearson correlation index we found that
there is a strong correlation between corruption and human development, in
a linear trend of inversely proportional factors. However these phenomena
are affected by the effectiveness or absence of accountability. Corruption,
clearly, becomes stronger when the instrument for accountability is weak,
since when this instrument is seen to be effective the promotion of social
justice and democracy is strengthened, and consequently there is human
development.
KEYWORDS Corruption, human development, accountability, correction.
RESUMO A corrupção é um fenômeno que atinge praticamente todas as so-
ciedades, em menor ou maior escala. Os atos corruptos estão vinculados
a sobreposição do interesse público pelo privado com a concretização de
ações revestidas de ilegalidade afetando diretamente as políticas públicas e
a efetividade da administração pública. Através do índice de correlação de
Pearson constatou-se que a corrupção e o desenvolvimento humano possuem uma forte correlação, percebendo uma tendência linear de fatores inversamente proporcionais. Mas, esses fenômenos são potencializados pela
efetividade ou ausência da accountability; a corrupção, claramente, torna-se
mais forte quando há uma precariedade no instrumento de accountability,
já quando esse instrumento mostra-se efetivo a promoção da justiça social
e a democracia são fortalecidas e, consequentemente, há o desenvolvimento
humano.
PALAVRAS CHAVE Corrupção, Desenvolvimento Humano, Accountability,
Correlação.
Introdução
Quando se fala de corrupção, o cidadão comum associa o fenômeno como
culpa de outrem que se aproveita dos seus status econômicos e sociais em benefício próprio em detrimento do bem comum. Há uma delimitação natural
na avaliação da corrupção, pois os meios ilícitos geralmente estão camuflados
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e apenas quando descobertos, a população tem conhecimento dos fatos. E,
como há dificuldades em descobrir todos os atos corruptos, os órgãos de controle (accountability horizontal) utilizam-se de ferramentas e métodos para
levantamento de evidências que possam configurar as práticas ilícitas, passivas
de punição. Segundo Avritzer et al (2008), a corrupção acontece quando alguém, na busca de seus interesses pessoais, age de forma pérfida, burlando as
normas estabelecidas. O foco não é a repressão dos interesses pessoais, pois
em algum grau sempre haverá a existência dos interesses privado, mas a utilização de mecanismos que prejudiquem o interesse coletivo e o bem comum
por meios escusos.
Ao longo dos anos, tenta-se minimizar o fenômeno através de marcos regulatórios e criação de organismos de accountability. Avritzer et al (2008)
complementa que a transparência das informações é uma ferramenta indispensável para o controle social em uma democracia representativa, pois auxilia
o combate à corrupção e aproxima a população dos atos e fatos políticos.
Percebe-se, que a delimitação do poder através de normas e leis, mecanismos
e órgãos paralelos é um procedimento adotado historicamente no «controle»
dos poderes concedidos pelo meio econômico e político e, não obstante, o
cidadão precisa atuar ativamente como agente fiscalizador e transformador
na tentativa de garantir a execução de políticas públicas efetivas que visam
o bem-comum. E, quando se fala em bem-comum, as políticas públicas são
importantes para a inclusão da população mais pobre e garante por meio de
«liberdades instrumentais» o desenvolvimento humano com uma maior justiça social (Rawls, 2000).
Porém, apesar de um tema recorrente entre a mídia e a população, falta literatura científica atualizada que trate sobre o fenômeno corrupção, suas reais
implicações, variáveis, medidas preventivas eficientes entre outros. As formas
de identificação da corrupção ainda dependem muito da visibilidade dos escândalos e isso torna o processo de avaliação de corrupção um tanto quanto
subjetivo. Além disso, é preciso realizar o cruzamento de dados com demais
dimensões e variáveis para identificar suas causas e os efeitos; especificamente
na relação com a renda, saúde educação —base de cálculo para o índice de
desenvolvimento humano.
Observa-se que o conhecimento produzido sobre o tema, muitas vezes é
tratado de forma pontual, com um curto espaço temporal e com uma amostra
estratificada que pode gerar alguns vieses. Tais escolhas podem gerar uma
pesquisa «míope» e os resultados encontrados podem não retratar a realidade.
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Portanto, a presente pesquisa utiliza o lapso temporal de um (1) quadriênio
com uma amostragem de 171 países. E, tendo em vista que nenhum outro
estudo contempla essa amplitude de informações, é aplicado o método quantitativo a fim de obter dados objetivos correlacionando as afirmações teóricas
com os resultados estatísticos obtidos.
Com isso, a pesquisa tem como objetivo principal analisar a seguinte hipótese: «Existe uma forte correlação entre corrupção e o desenvolvimento humano». O estudo utiliza métodos estatísticos para obtenção dos resultados, com
ênfase no valor obtido através do Coeficiente de Correlação de Pearson e a
Regressão Linear.
Como objetivos específicos, tem-se a análise de perspectiva histórica da corrupção nas macrorregiões, evidenciar o grau de corrupção institucionalizada
e análise das demais variáveis qualitativas com impacto na corrupção.
Devido ao grau de importância do tema que abrange o interesse de toda a
população, o presente trabalho demonstra-se viável para apreciação de pesquisadores, acadêmicos, gestores públicos, empresários e toda a sociedade civil.
Revisão de literatura
Conceito e aspectos históricos da corrupção
Primeiramente, é importante esclarecer que definir corrupção é um desafio,
pois delimitar a palavra é considerar que tal fenômeno é imutável e estático ao
longo do tempo e, ao consider os aspectos históricos, a própria palavra corrupção possui vários significados e conotações, não se mostra viável delimitar
através de um único conceito o que seria corrupção (Heidenheimer e Johnston,
2002). Weber (1962) afirma que não se deve começar com uma definição, mas
obter aspectos e exemplos específicos para um conceito que, porém, pode ser
alterada ao decorrer do tempo. A partir dessa afirmação, serão explanadas as
ideias dos principais estudiosos do assunto e evolução da corrupção.
Os estudos sobre corrupção vêm sendo, a cada dia mais relevantes e, apesar de não ser o centro dos trabalhos dos cientistas sociais, a questão sobre as
implicações da corrupção no desenvolvimento político-sócio-econômico vendo sendo cada vez mais abordadas (Heffernan e Kleinig, 2004). Mesmo com
tal relevância, a tentativa de delimitação da palavra através de um conceito
mostra-se um desafio por ser tratar de um fenômeno que varia entre as sociedades e momentos históricos. O filósofo Aristóteles (2012) Retrata corrupção
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através da tipologia de governo e seus respectivos desvios de finalidade do
bem comum e sobreposição dos interesses privados (de um pequeno grupo)
aos interesses públicos. O pensador Maquiavel (2009) trata corrupção como
fenômeno latente na política diante do poder concebido pela mesma, sendo
possível apenas medidas retardatárias do acontecimento do fenômeno. Os
grandes pensadores de outrora relacionavam a corrupção com os atos advindos dos governantes ou a cúpula que exercia poder sobre assuntos públicos.
Weber (apud Motta, 2004), no campo organizacional —administração burocrática—, trata da estrutura como meio de manter a legalidade e cumprimento
das regras, separando os interesses públicos (organizacionais) do privado, ou
seja, uma evolução do patrimonialismo —fragilmente corruptível— para um
sistema regrado de maior controle.
Já a partir da segunda metade do século XX, os casos de corrupção de grande repercussão em vários países e diversas áreas foram surgindo e, com isso, a
necessidade de estudos mais aprofundados, com uma nova visão e conceito e
consequência.
Como marco dos estudos consagrados, podemos citar um dos grandes estudiosos do tema, Huntington (1973) explica sobre a necessidade da distinção
entre o interesse público e privado, pois quando não há essa distinção é impossível determinar o que ou não corrupção. O autor retomou a ideia entre público e privado, deixando clara a obrigação do Estado e dos particulares. Outra
grande contribuição acerca do tema pode ser atribuída também a Huntington
(1973), que reforça a corrupção como fenômeno latente e que surge mais fortemente em períodos de crescimento e modernização acelerados, devido ao aumento da riqueza e poder. O estudioso aborda uma visão condicionante para
o surgimento da corrupção com foco no contexto econômico. Outra brilhante
estudiosa sobre o tema foi Rose-Ackerman (1978, p. 6-7):
An act is commercially corrupt if a member of an organization uses his/
her position, his/her rights to make decisions, his/her access to information, or other resources of the organization, to the advantage of a third
party and thereby receives money or other economically valuable goods or
services where either the payment itself or the services provided are illegal
and/or against the organization’s own aims or rules.
A autora retrata da relação de interesse entre os envolvidos no fenômeno da
corrupção, onde um lado utiliza, geralmente, a vantagem política ou técnica e
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o outro lado o poder financeiro. A abordagem de Rose-Ackerman é comportamental correlacionada aos agentes que se beneficiam da corrupção, denominados de rent-seeking. Rose Ackerman (1978) atribui, também, a corrupção aos
incentivos do «sistema» que funcionam como catalisadores do fenômeno, permitindo aos agentes políticos maximizarem o suborno ou propina. Cockcroft
(2012) cita ainda que o agente político não é o rent-seeking, empresários e
burocratas estão constantemente ligados ao fenômeno agindo de forma passiva ou ativa, dependendo da posição ocupada, recursos disponíveis e objetivos.
Em sua obra, Klitgaard (1994, p.38) cita que corrupção é: «a indução por
meio de considerações impróprias a cometer uma violação do dever. Heidenheimer e Johnston (2002) definem corrupção como termo geral que abrange
abuso de autoridade na espera de ganhos pessoais, monetários ou não. Porém, aprofundando-se no tema, Heidenheimer (1970) agrupa em três os tipos
básicos de definição mais utilizadas por estudiosos no assunto: 1) uma definição centrada no ofício público, essa definição parte da corrupção do desvio
dos deveres formais do cargo de um funcionário público, devido à busca de
recompensas para si ou para terceiros; 2) uma definição centrada no mercado, que tem como fator preponderante para a corrupção a maximização da
renda, ou seja, o fator da renda pessoal; 3) uma definição centrada na ideia
de bem público, segundo essa definição, uma prática é considerada corrupta
quando o interesse comum é violado em função da preocupação com ganhos
particulares.
Tradicionalmente, os escândalos de corrupção que envolve agentes políticos têm suas consequências suprimidas com uma tendência protecionista aos
corruptores do alto escalão político, como lembra Gingerich (2006), que todos
os atores da corrupção têm interesse em ocultar ou revelar escândalos, o fator
determinante para a escolha geralmente é a avaliação dos ganhos x perdas.
Habermas (2002) observa que a neutralidade do direito —e do procedimento
democrático de privação do direito— é ocasionalmente entendida como se
questões políticas de natureza ética tivessem de ser afastadas da agenda política por meio de «gag rules» e suprimidas das discussões por serem inacessíveis
a uma regulamentação jurídica imparcial.
A partir dos casos concretos de corrupção e envolvimento de agentes políticos, tornam-se necessários mecanismos de prevenção ou remediação do problema. Porém, quando o «sistema» é apático quanto ao combate de práticas
dessa natureza, cria-se um ambiente favorável para práticas antiéticas.
Até então o foco para entendimento da corrupção foi a relação humana
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através do prisma político-econômico. Porém, há autores que tratam esse fenômeno, também, através do prisma cultural, reforçando as questões dos valores
éticos e morais. Avritzer et al (2008) relata que as diferenças culturais, do
ponto de vista de pesquisas comparativas, mostram que a corrupção é variável
conforme o plano de valores. Pareto (1984) afirma que a diferença entre os
países será identificada, substancialmente, no sentimento do povo (valores),
ou seja, um povo honesto gera um governo honesto.
A conjuntura de todos os fatores explanados é decisiva para o acontecimento do fenômeno, o poder político, econômico e social. Nesse sentido, partir-se
do pressuposto de que esses sistemas interagem de forma permanente, e que
nenhum deles funciona de forma independente (Alves, 2009). Dessa forma,
não se pode também analisar a corrupção apenas por um enfoque, tem-se
que levar em consideração todo o contexto e sistema para entendimento do
fenômeno.
Transferindo todos os ensinamentos para a atualidade, tem-se a responsabilidade direta do poder público —técnico ou político— no cumprimento legal
de servir ao interesse público, evitando sempre a sobreposição do interesse
privado sobre o público (Nogueira, 2005). E, sendo a corrupção «regulável»,
é importante levantar os meios utilizados para esse controle.
Accountability como instrumento de combate à corrupção
Nesse tópico, apesar da importância do tema, não será abordado diretamente
o conceito, mas sim as características e implicações, pois há grande dificuldade
em conceituar a palavra, como relata Behn (2001, p.3): «accountability is an
important yet elusive concept whose meaning and characteristic differ depending upon of context.»
O dicionário da língua inglesa conceitua accountability como qualidade ou
estado de ser responsabilizado, ou seja, a imputação da obrigação em responder por algo. Contudo, o mais desejável é obter a noção, ao invés da definição,
já que o assunto faz parte das ciências social, que se transforma ao longo do
tempo.
Na mesma obra Behn (2001) cita que accountability pode ser utilizada de
formas distintas quando ligadas a finanças, equidade, performance e entre outros. Além disso, os objetivos e meios específicos são diferentes entre si. É preciso frisar que para alguém tenha a obrigação de responder ou prestar conta,
deve haver alguém que responsável pela solicitação e verificação. Behn (2001)
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destaca que existe dois grupos:
•
Accountability Holders: pessoas, órgãos, organizações que fiscalizam,
verificam as ações dos holdees; e
•
Accountability Holdees: tem o dever de «prestar contas» aos holders.
Para que haja o processo de Accountability é preciso definir de quem é a
responsabilidade das informações e a quem será informado. Geralmente, a responsabilização recai sobre aquele (pessoa física ou jurídica) que recebe algum
benefício pecuniário ou não, enquanto o direito e a percepção da necessidade
de receber o report fica a cargo dos stakeholders. Behn (2001) cita «everyone
wants —other people— to be held accountable». Essa afirmação é visível em
todas as áreas, política, organizacional e social, uma vez que todo direito traz
consigo a imputabilidade, ou seja, a punição pelo mau uso desse direito.
É importante ressaltar que a accountability, assim como a punição, depende do tipo de accountable. Como explica O’Donnel (1998), existem dois tipos
de Accountability: 1) accountability horizontal, que diz respeito ao controle
de órgãos governamentais e 2) accountability vertical, quando cidadãos ou um
grupo da sociedade civil, de forma organizada, exercem essa ação de controle
ou «punição».
Para facilitar a compreensão, tem-se como exemplo nacional de accountability horizontal, o Tribunal de Contas da União e dos Estados exercem
essa função de verificação da aplicação de recursos por parte de órgãos da
administração direta e indireta e, quando necessário, há a punição dos agentes
públicos pela má utilização desses recursos. Já a accountability vertical, geralmente é exercida pelos cidadãos de forma avulsa e, quando não organizada,
se mostra frágil tornando um dos seus poderes de punição ineficaz - o voto.
Mas, um fator é primordial para o alcance da accountability: a informação.
E, além da organização, é necessária a percepção da população nesse processo
para efetivação da democracia que, segundo Dahl (2001) corresponde a participação, igualdade, conhecimento, controle e inclusão de forma indissociável
e permanente. No que diz respeito ao governo — decisões políticas—, sua
contribuição pode acontecer em duas frentes, segundo Avritzer et al (2008):
1) Reforçar o princípio da virtude cívica, por meio da promoção de incentivos à participação política e de ferramentas que facultem a interação
entre arenas participativas e representativas, diminuindo a assimetria informacional entre representantes e representados; 2) podem ser dissua120
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sórias relativamente à prática da corrupção, através da organização de
mecanismos que aumentem a publicidade dos atos e das omissões dos governantes ou através da efetivação de instrumentos de punição que tornem
proibitivos os custos da corrupção e incertos os seus benefícios.
Como foi explanado acima, a informação sistematizada e atualizada é um
forte aliado, pois funcionam como uma ponte entre os accountability holders e
accountability holdees. A informação é considerada um meio de «transparência» dos atos e fatos pertinentes, sendo um método de prestação de contas e
medida de combate a corrupção.
Segundo Bobbio (1986), «escândalo é a corrupção que vem a público».
Portanto dar publicidade à corrupção é uma medida de combate a essas práticas. Dessa forma, a imprensa torna-se peça fundamental para a formação
da percepção do nível de corrupção. É imprescindível que todo o trabalho
da imprensa, quanto a veiculação da informação, seja imparcial e retrate de
forma fidedigna todos os fatos. Avritzer et al (2008) relata que os escândalos
midiáticos representam a ação de controle social mais saliente em termos de
luta contra a corrupção, pois permitem dar conhecimento à opinião pública.
Toda essa discussão sobre accountability e combate à corrupção tem um
fim de promover a justiça social, onde em uma sociedade democrática, todos
os serem humanos são dignos e têm a mesma importância. Por isso, possuem
direitos e deveres iguais não apenas em aspectos econômicos, mas também
relativos à saúde, educação, trabalho, direito à justiça e manifestação cultural.
Justiça social, liberdade e desenvolvimento humano
Através da justiça social, é possível diminuir drasticamente as diferenças de
oportunidade, aumentando a potencialidade do ser, já a inexistência dessa
igualdade vai na contramão da liberdade e, consequentemente, do desenvolvimento do indivíduo. Como esclarece Sen (2010), toda forma de privação de
capacidade é considerada como uma perda da amplitude da liberdade pessoal.
Tem-se como exemplo: fome, analfabetismo, doenças físicas e mentais. Segundo Sen, essas capacidades representam a «liberdade substantiva», que permitem um maior leque de escolhas para cada indivíduo.
Sen (2010) reforça que a expansão das «capacidades» pode ser aumentada
pela política pública, mas também, pode ser influenciada pelo uso efetivo das
capacidades participativas do povo. O autor também cita que as «liberdades
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instrumentais» devem ser consideradas no processo social de desenvolvimento
pois estão relacionadas às liberdades políticas, às facilidades de mercado e às
oportunidades sociais. Ou seja, A justiça social só é alcançada através das «liberdades instrumentais» que condicionam a «liberdade substantiva» e, assim,
potencializar o desenvolvimento humano.
Essas implicações levantas por Sen, de certa forma, são complementares às
ideias de Rawls (2000), que parte de uma concepção geral de justiça baseada
na ideia de que todos os bens primários —liberdades, oportunidades, riqueza
e entre outros—, devem ser distribuídos de maneira igual ou compatível com
o sistema semelhante. Rawls (2000) argumenta que os «princípios de justiça»
emergem na posição original através de um acordo unânime:
•
Cada pessoa tem um direito igual a um esquema plenamente adequado
de liberdades básicas iguais que seja compatível com um esquema similar de liberdade para todos;
•
As desigualdades sociais e econômicas devem satisfazer duas condições.
Primeira, elas devem estar associadas a cargos e posições abertos a todos em condições de igualdade equitativa de oportunidades. Segunda,
elas devem ser para o maior benefício dos membros menos favorecidos
da sociedade
Fica claro que a visão da liberdade adotada envolve tanto os processos que
permitem a liberdade de ações e decisões como as oportunidades reais que as
pessoas têm, dadas as suas circunstâncias pessoais e sociais. E, assim como há
a expansão da capacidade, também pode haver a sua diminuição através da
privação de «liberdade» que pode surgir em razão de processos inadequados
—como a violação do direito ao voto ou de outros direitos políticos ou civis—,
ou da falta de oportunidade para realizar o que gostariam —também podem
ser denominadas de condições, como a fome, analfabetismo—.
O conceito de desenvolvimento humano tem suas origens no pensamento
clássico e , em particular, nas ideias de Aristóteles, que acreditava que alcançar
a plenitude do florescimento das capacidades humanas é o sentido e fim de
todo desenvolvimento. Ford e Lerner (1992, p.49) apresentam um conceito
complementar: «o desenvolvimento humano envolve processos de incremento
e transformação que através do fluxo de interações entre características atuais
da pessoa e os contextos em que está inserida, produz uma sucessão de mudanças relativamente duradouras [...]».
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Wolfensohn (1999) defende uma «estrutura de desenvolvimento ampla»
com abordagem integrada e multifacetada, visando a um progresso simultâneo
em diferentes frentes. Sen (2010) defende que a plenitude da liberdade requer
mais do que suprir com as necessidades básicas, mas requer a inserção do cidadão no meio político interagindo e influenciando nas próprias diretrizes das
políticas públicas.
Método da Pesquisa
A pesquisa caracteriza-se como uma pesquisa de análise documental já que
os objetos de análise são os relatórios do Transparency Internacional (TI):
«Corruption Perceptions Index», CPI e pela United Nations Development Programme (UNDP): «Human Development Index» (HDI). Ambos os relatórios
podem ser obtidos de forma impressa ou digital em seus respectivos endereços
eletrônicos.
Primeiramente, foram obtidos os dados do CPI referente a um Quadriênio (2010 – 2013). Transparency Internacional, Technical Methodology Note
(2012): «Corruption Perceptions Index» segue 4 (quatro) etapas: 1) seleção de
dados, 2) redimensionamento dos dados, 3) agregação dos dados redimensionados e 4) análise da medida de incerteza». A pesquisa mede a percepção do
grau de corrupção aferido por empresários, analistas de riscos e o público em
geral. O Transparency Internacional é uma organização não-governamental
que monitora a corrupção no mundo.
O IDH, criado pela ONU no início da década de noventa, tem sido calculado anualmente para diversos países. Foi idealizado para servir como a
base empírica dos Relatórios de desenvolvimento humano, responsáveis por
monitorar o processo de desenvolvimento mundial. O «Human Development
Index» é constituído por 3 pilares: Saúde, Educação e Renda. Esses três fatores
são calculados, obtendo-se uma média e, partir de então, é atribuído um valor
ao país de acordo com a média obtida.
Também se caracteriza como uma pesquisa quantitativa, uma vez que, a
pesquisa tem como proposta a interpretação dos dados dos dois índices citados no período de 1 (um) Quadriênio, 2010 a 2013. O presente estudo buscou analisar, através do coeficiente de correlação de Pearson (r), a seguinte
hipótese: «existe uma forte correlação entre corrupção e o desenvolvimento
humano». Garson (2009) afirma que correlação é uma medida de associação
bivariada (força) do grau de relacionamento entre duas variáveis. Para Moore
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(2007: 100-101), «A correlação mensura a direção e o grau da relação linear
entre duas variáveis quantitativas». O estudo também contempla a estatística
descritiva, com o cálculo da média, desvio-padrão, amplitude dos índices e
histograma. Como ferramenta, foi utilizado o programa computacional Statistical Package for Social Science (SPSS). Em paralelo foi realizado ainda o teste
de regressão linear devido a sua capacidade preditiva.
A pesquisa tem como característica a estatística amostral, já que realizou
a análise com 171 países, onde o universo contém 193 países reconhecidos,
segundo a ONU, correspondendo a uma amostra de 87%. Os 171 países foram divididos em 6 macrorregiões, a saber: África Subsaariana (AF), Américas (AM), Ásia-Pacífico (AP), Europa Oriental/Ásia Central (EOr/AC), União
Europeia/Europa Ocidental (UE/EOc) e Médio Oriente e Norte Africano (ME/
NA).
Análise dos dados
Índice de Percepção da Corrupção e Desenvolvimento Humano
Atualmente, o índice de corrupção mais utilizado em pesquisas sobre corrupção é formulado pelo Transparency Internacional (TI), uma organização nãogovernamental de coalização contra a corrupção com sede em Berlim (ALE). A
organização chega a esse índice através de survey, aplicados por especialistas
no tema e direcionado a pessoas de vários setores de cada país com objetivo de
obter a «percepção da corrupção» em cada um dos países.
A amostra do presente estudo contém 171 países, divididos em 6 macrorregiões. África Subsaariana (AF) —Angola, Benin, Botswana, Burkina Faso, Burundi, Camarões, Cabo Verde, República Centro-Africano, Chade, Comores,
República do Congo, Costa do Marfim, República Democrática do Congo,
Djibouti, Guiné Equatorial, Eritreia, Etiópia, Gabão, Gâmbia, Gana, Guiné,
Guiné-Bissau, Quênia, Lesoto, Libéria, Madagáscar, Malaui, Mali, Mauritânia, Maurício, Moçambique, Namíbia, Níger, Nigéria, Ruanda, São Tomé e
Príncipe, Senegal, Seicheles, Serra Leoa, África do Sul, Suazilândia, Tanzânia,
Togo, Uganda, Zâmbia e Zimbábue; Américas (AM) —Argentina, Bahamas,
Barbados, Bolívia, Brasil, Canadá, Chile, Colômbia, Costa Rica, Cuba, Dominica, República Dominicana, Equador, El Salvador, Guatemala, Guiana, Haiti,
Honduras, Jamaica, México, Nicarágua, Panamá, Paraguai, Peru, Costa Rica,
Santa Lúcia, São Vicente e Granadinas, Suriname, Trinidade e Tobago, Esta-
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dos Unidos, Uruguai e Venezuela; Ásia-Pacífico (AP) —Afeganistão, Austrália,
Bangladesh, Butão, Brunei, Camboja, China, Hong Kong, Índia, Indonésia, Japão, Coreia do Sul, Laos, Malásia, Mongólia, Mianmar, Nepal, Nova Zelândia, Paquistão, Papua Nova Guiné, Filipinas, Cingapura, Sri Lanka, Tailândia,
Timor-Leste e Vietnã; Europa Oriental/Ásia Central (EOr/AC) —Albânia, Armênia, Azerbaijão, Bielo-Rússia, Bósnia e Herzegovina, Geórgia, Cazaquistão,
Quirguistão, Macedônia, Moldávia, Montenegro, Rússia, Sérvia, Tajiquistão,
Turquia, Turcomenistão, Ucrânia e Uzbequistão; União Europeia/Europa
Ocidental (UE/EOc) —Áustria, Bélgica, Bulgária, Croácia, Chipre, República
Tcheca, Dinamarca, Estônia, Finlândia, França, Alemanha, Grécia, Hungria,
Islândia, Irlanda, Itália, Letônia, Lituânia, Luxemburgo, Malta, Holanda, Noruega, Polônia, Portugal, Romênia, Eslováquia, Eslovênia, Espanha, Suécia,
Suíça e Reino Unido; Médio Oriente e Norte Africano (ME/NA) —Argélia,
Bahrain, Egito, Iémen, Emirados Árabe, Irã, Iraque, Israel, Kuwait, Líbano,
Líbia, Marrocos, Omã, Catar, Arábia Saudita, Sudão, Síria e Tunísia.
Considerando os dados da ONU, que reconhece 193 territórios como países, a amostra corresponde a 87% do universo. Os países do estudo foram
selecionados a partir do Transparency Internacional (TI) e o United Nations
Development Programme (UNPD), que publicam os Índice de Percepção da
Corrupção e o Índice de Desenvolvimento Humano, respectivamente.
O Índice de Percepção da Corrupção IPCorr é demonstrado através de uma
pontuação atribuída aos países. Essa pontuação varia em uma escala de 0 a
100, onde 0 corresponde a um país extremamente corrupto (Highly Corrupt)
e 100 ao país totalmente livre de corrupção (Very Clean). A fim de facilitar a
visualização, os países foram substituídos pelas macrorregiões e a pontuação
Tabela 1. Pontuação no Índice de Percepção da Corrupção
Região
2013
2012
2011
2010
Média
África Subsaariana
33,50
34,35
29,92
29,28
31,76
Américas
44,88
45,59
42,39
42,91
43,94
Ásia-Pacífico
43,69
43,27
42,37
41,19
42,63
Europa Oriental e Ásia Central
32,72
32,72
28,42
28,33
30,55
Médio Oriente e Norte da África
36,56
38,06
37,59
37,72
37,48
União Europeia e Europa Ocidental
65,19
65,1
64,79
64,52
64,90
Fonte: Adaptado do Transparency Internacional – TI. Disponível em: https://www.transparency.org
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de cada país constituiu a média das suas respectivas regiões. No estudo foi
analisado o período de um quadriênio 2010/2013, possibilitando uma análise
de tendência histórica e correlação entre as variáveis.
A tabela demonstra a média agrupada dos quatro anos analisados e, percebe-se que, dentro da escala, cinco das seis macrorregiões estão abaixo de 50
pontos (ponto médio), ou seja, em situação de média-alta corrupção. Apenas
a macrorregião UE/EOc apresenta uma situação «favorável», acima do ponto
médio. Porém, deve-se considerar que os países de cada macrorregião possuem
pontuações divergentes dentro da escala, portanto, além da média, também foi
analisado os respectivos desvios-padrão. Os resultados demonstraram como
maior desvio-padrão a região AP 22,59, representando uma alta variação entre as pontuações dos países dessa região, já a região EOr/AC apresenta a
menor variação entre as macrorregiões -10,17, ou seja, uma menor heterogeneidade entre as pontuações dos países correspondentes.
Destaca-se ainda a variação negativa da macrorregião Médio Oriente/Norte da África, que a partir da perspectiva histórica no período do quadriênio
analisado (2010-2013), é a única macrorregião com a média menor do que o
valor do primeiro ano (2010) com 0,24 negativos de divergência. Já as demais
macrorregiões apresentam uma variação positiva entre 0,38 e 2,48.
Gráfico 1. Histograma do Índice de Corrupção (Fonte: Adaptado do Transparency
Internacional – TI. Disponível em: https://www.transparency.org).
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O gráfico acima demonstra, graficamente, o resultado dos dados quanto
as posições dos países na escala de corrupção proposta pela Transparency
Internacional. Identifica-se que a média (mean) do Índice de Corrupção dos
países observados (N) é preocupante, tendo em vista que a escala produzida
pela Transparency Internacional, onde 0 representa um um país extremamente
corrupto e 100 um país totalmente livre da corrupção.
Verifica-se uma amplitude de 82,5 no IPCorr, isso demonstra o abismo
entre alguns países, que se torna ainda mais vísivel entre países da região da
África Subsaariana e região da União Europeia e Europa Ocidental. Essas extremidades regionalizadas podem ser vistas como uma dicotomia do fenômeno
corrupção. Apesar das demais regiões estudas apresentarem pontuação próximas as duas extremidades, as mesmas não possuem uniformidade, ou seja, nas
demais regiões encontram-se países muito corruptos e pouco corruptos.
A região AF é caracterizada pela extrema pobreza, elevados índices de analfabetismo e a não ou precária oferta dos serviços públicos básicos (PNUD).
Cockcroft (2012) ressalta ainda como problemas existentes, os conflitos etnicos com ligações diretas no tráfico de drogas e fraudes financeiras e a instabilidade politica. Todos esses fatores implicam diretamente no desenvolvimento
do índividuo pois a privação das capacidades limita a «liberdade substantiva»
(Sen, 2010). Quanto mais a população for desprovida das condições básicas,
menor será o interesse por questões mais complexas, porém de grande significância. Rawls (2000) defende a ideia da distribuição dos bens primários para
que haja a evolução de estágio da sociedade. Essa concepção justiça social é
mais facilmente observado na região EU/EOc, possuindo uma distribuição de
renda mais igualitária, um alto indice educacional e a melhor oferta de serviços
públicos básicos do mundo.
Através do Índice de Gini é observado uma diferença considerável entre a
duas regiões em destaque, enquanto a EU/EOc tem uma média de 30,49, já
a região AF tem uma média de 41,77, com a análise de uma regressão linear
verifica-se a o relacionamento entre a variável ‘IPCorr’ (dependente) e a variável ‘GINI’ (independente).
Diferentemente da escala utilizada no IPCorr e IDH, o índice de Gini tem
como como uma condição ideal de total distribuição quando o valor é igual
a 0 e de total desigualdade (concentração total) quando o valor é igual a 100.
Primeiramente, é obtido como resultado do grau de significância (p-value)
0,00 ( = 0,05). O grau de correlação ‘r’ de 0,62 apresenta uma força moderada, segundo Dancey e Reidy (2006). Esse valor demonstra a força, linearidade
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Gráfico 2. Regressão Linear: Corrupção x Desigualdade Econômica
(Fonte: Elaboração própria).
e direção das variáveis. Já na análise de regressão linear, tem-se como poder
preditivo o valor de 0,385 (r-squared).
Percebe-se então a relevância da desigualdade na distribuição de renda para
o aumento da corrupção, onde 1 ponto no aumento no índice de GINI (maior
desigualdade) corresponde a diminuição de 0,385 na escala IPCorr (maior corrupção). Esse resultado corrobora estatisticamente a teoria de Heidenheimer e
Johnston (2002), que relaciona abuso de autoridade e corrupção, e nos países
onde há uma grande concentração da renda os mais ricos detém naturalmente
uma autoridade com pouco ou nenhum limite. Esse cenário torna-se ainda
mais crítico em países com várias outras deficiências estruturais e sociais, ou
seja, esses demais fatores agravam e aumentam exponencialmente a corrupção. Fica então evidente a necessidade de políticas públicas que viabilizem
uma melhor igualdade da renda, contudo, somente ações voltadas a esse propósito não são suficientes para a promoção da justiça social.
Huntington (1973), afirma que quanto mais rico economicamente for um
país, mais propenso à corrupção o mesmo estará. Contudo, essa regra não se
aplica a todos os países, pois dados do PIB demonstram crescimento econômico de países extremamente corruptos assim como de países com um nível
de corrupção baixa, logo o fator riqueza não tem influencia direta nos atos
corruptos. Já a variável de distribuição de renda demonstra ser uma variável
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ditiva. A cultura é um dos pontos cruciais para entendimento e transformação
de valores. Inglehart e Baker (2000) comentam que a cultura existente em uma
região (povo) pode dificultar ou facilitar o enraizamento natural de valores ou
normas que orientem a boa conduta e o cumprimento das normas. Rothestein
(2011) afirma que a transformação da cultura é frágil, contínua e dependente.
O autor lembra que a cultura de privilégios destinada a alguns poucos que ocupam cargos políticos (decision makers) impede o avanço moral e ético de uma
sociedade. Outro ponto relevante levantado pelo cientista político, diz respeito
à necessidade de uma reforma política organizacional do governo induzindo
uma mudança comportamental na população, como exemplo a Suécia – país
que passou por um «Big Bang Institucional»-. Com isso, observa-se que a corrupção possui características culturais, mas não é culturalmente determinada.
Ou seja, através de uma decisão top-down do governo e uma rígida estrutura
administrativa, os rent-seekers perceberam que não havia mais um campo fértil para práticas corruptas. Isso demonstra que o sistema organizacional político-administrativo de um país é de suma importância para a transformação,
sendo um catalisador que possui duas forças de direções distintas a depender
da governança e accountability. A partir dessa observação podemos então redefinir alguns pontos importantes na composição das variáveis independentes.
Esta segunda tabela demonstra a percepção dos cidadãos comuns quanto a
conduta de setores e órgãos tendo em vista o grau de corrupção nos mesmos.
Esse índice pode ser utilizado como insight pelos gestores públicos e agente
políticos como fonte de informações para tomada de decisão no combate à
Tabela 2. Percepção da Corrupção por Instituição (2013)
Região
Part. políticos
Policia
Judiciário
Func. Públicos
Parlam./legis.
AF
2
14
3
-
-
AM
9
4
1
-
2
AP
7
9
2
1
3
EOr/AC
5
3
3
5
-
MO/NA
4
2
1
1
-
UE/EOc
16
-
4
-
1
Total %
42%
31%
14%
7%
6%
Fonte: Adaptado do Transparency Internacional – TI. Disponível em: https://www.transparency.org
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corrupção de forma direcionada. O resultado da pesquisa mostra-se válido
pois demonstra a percepção da população que está cotidianamente interagindo com as instituições pública e/ou privadas.
A organização Transparency Internacional - TI realiza um survey utilizando
12 (doze) setores e órgãos no questionário e, partir do questionário, o entrevistado atribui notas em uma escala de 0 a 100, onde 0 seria um setor ou órgão
isento de corrupção e 100 corresponde a um estágio extremo de corrupção.
O questionário elenca os seguintes setores e órgãos: partidos políticos, parlamento/legislativo, militares (exército), ONG’s, mídia, organizações religiosas, organizações privadas, sistema educacional, sistema judiciário, serviços de
saúde, polícia e funcionalismo público (administração). Porém, a tabela acima
não apresenta as pontuações individuais, mas aponta quantas vezes cada uma
das instituições apareceu como o principal «ambiente» de corrupção do país.
Mais uma vez, foram utilizadas as macrorregiões devido à grande quantidade
da amostra.
A fim de uma melhor análise, foram escolhidos apenas os 5 setores/órgãos
com maiores índices de corrupção: partidos políticos, parlamento/legislativo,
funcionalismo público (administração), polícia e sistema judiciário. Dentre esses, dá-se o destaque negativo aos partidos políticos – podendo inserir os próprios componentes do partido – que obteve o maior percentual dentre os demais (42%), sendo 37% (16 apontamentos) correspondente a região da União
Europeia e Europa Ocidental – UE/EOc. Outra instituição com um percentual
substancial de apontamentos foi a Polícia (14 apontamentos), correspondendo
a 31% do geral. Os países da África Subsaariana foram os países que mais
vezes apontaram a instituição policial como a mais corrupta (44%).
Observa-se que os partidos políticos e judiciário foram apontados, pelo
menos uma vez, em todas as macrorregiões como instituições mais corruptas,
isso mostra um certo grau de homogeneidade quanto a institucionalização da
corrupção nos países. A tabela demonstra a fragilidade de vários organismos
públicos que deveriam trabalhar em prol da população. Assim, a accountability horizontal e vertical mostram-se ainda mais necessárias nesses contextos,
pois apenas com transparência, controle e punibilidade é possível iniciar o
processo de mudanças e tornar a administração pública sem disfunções e com
uma maior efetividade.
Apesar dos apontamentos dos resultados quanto ao nível de corrupção,
Cockcroft (2012) ressalta que a corrupção também está presente no setor privado, nas mais diversas áreas: indústria, comércio e serviços. Contudo, devido
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Tabela 3. Índice de Corrupção x Índice de Desenvolvimento Humano
2013
2012
2011
2010
Correlação
Regiões
IPCorr
IDH
IPCorr
IDH
IPCorr
IDH
IPCorr
IDH
R - Pearson
AF
33,50
0,5
34,35
0,45
29,92
0,46
29,28
0,42
0,68
AM
44,88
0,73
45,59
0,73
42,39
0,72
42,91
0,70
0,70
AP
43,69
0,69
43,27
0,67
42,37
0,65
41,19
0,64
0,89
EOr/AC
32,72
0,72
32,72
0,72
28,42
0,71
28,33
0,67
0,51
MO/NA
36,56
0,73
38,06
0,71
37,59
0,69
37,72
0,68
0,76
UE/EOc
65,19
0,86
65,1
0,87
64,79
0,86
64,52
0,84
0,78
Fonte: Adaptado do Transparency Internacional – TI e United Nations Development Programme – UNDP. Dis
poníveis em https://www.transparecy.org e https://www.unpd.org
a menor visibilidade dada pela accountability social (mídia) e a dificuldade no
acesso de informações dessas empresas, dificultam a mensuração da participação dessas empresas em atos corruptos.
A tabela 3 demonstra o confronto entre o Índice de Percepção da Corrupção – IPCorr e o índice do Desenvolvimento Humano – IDH. A análise foi
realizada com uma perspectiva correlação entre os países ano a ano a um
método de estatística descritiva e correlação: Desvio Padrão e Coeficiente de
Correlação Linear de Pearson (r). O método consiste em analisar a correlação
entre duas variáveis (x, y) que, no presente estudo refere-se aos índices já citados. O objetivo da análise consiste em detectar qual o grau de correlação entre
a corrupção e o desenvolvimento humano.
Utilizando o cálculo de Pearson, obtivemos r de correlação de cada macrorregião, com objetivo de demonstrar que dependendo da quantidade e tipo da
amostra o resultado pode apresentar uma variação substancial, prejudicando
a análise do fenômeno, resposta de hipóteses e a construção inferências. Por
isso, é importante levantar o maior número possível de elementos para que
a composição da análise retrate o quadro real. «the sampling distribution of
Pearson’s r does not approximate normality for small samples. When n increases, distributions will aproximate normal more slowly when 𝜌≠0 then when
𝜌=0» (Chen e Popovic, 2002, p.15). Por exemplo, caso fossem adotados apenas
os países da região Ásia-Pacífico, o resultado seria uma forte correlação (0,88),
mas se fossem adotados apenas os países pertencentes à região Europa Oriental e Ásia Central, o resultado seria uma correlação média (0,51), ou seja, a
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escolha de pequenas amostras dentro de um universo pode tornar a pesquisa
tendenciosa e falha.
Primeiramente, demonstraremos os resultados da média da correlação de
Pearson (r) em uma análise entre países no quadriênio 2010-2013. Também
foram evidenciados os resultados das correlações de cada macrorregião propositalmente pelos motivos já citados no parágrafo anterior.
Os dados dos países em questão foram levantados e compilados para obtenção do coeficiente de correlação linear de Pearson (r). A correlação obtida
foi r = 0,72. Dancey e Reidy (2005) apontam a seguinte classificação: r = 0,10
até 0,30 (fraco); r = 0,40 até 0,6 (moderado); r = 0,70 até 1 (forte). Também
foi obtido o f de significação = 0,00. Menor do que 0,05, ou seja, é significativa. Com esses dados, mostra-se que há uma associação e linearidade forte e
positiva entre os índices (corrupção e desenvolvimento humano). Vale lembrar
que a escala de Pearson varia entre 1 e -1. Além disso, os resultados apresentaram um r² = 0,525. Ou seja, isto significa que 52,5% da variável dependente
consegue ser explicado pelo regressor presente no modelo.
Através do gráfico pode-se observar a tendência positiva da correlação,
como já demonstrada. Além disso, o gráfico facilita a compreensão do valor
de r (0,72), pois quanto mais próximos estiverem os pontos da reta traçada,
maior será o grau de correlação e quanto mais distante, menor será a. Ou seja,
apresenta uma correlação forte, mas não perfeita quanto a associação e linearidade. Como exemplo, pode-se adotar as extremidades de uma das variáveis
para análise, por exemplo: no eixo (y) – IDH, observa-se que a pontuação da
Gráfico 3. Diagrama: Coeficiente de Correlação Linear de Pearson
(Fonte: Elaboração própria).
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última amostra (República Democrática do Congo) equivale a 0,32 e localizase entre os últimos no IPCorr, representando alto nível de corrupção, mas
para que se torna uma correlação perfeita (1), o IPCorr também deveria ser
o último, assim como o IDH. Isso também acontece no outro extremo que
equivale a 0,95 no IDH (Noruega) e localiza-se entre os primeiros no IPCorr,
baixo nível de corrupção, mas a correlação perfeita somente aconteceria com
o IPCorr em 90,5 – 1º lugar -. Esses são exemplos que demonstram o porquê
da correlação forte, mas não perfeita.
Foi observado ainda a amplitude dos dois (2) índices em questão. O IDH
apresentou como último e primeiro valor 0,32 a 0,95, respectivamente. Amplitude de 0,63. Ou seja, os países elencados perpassam do desenvolvimento
humano baixo ao desenvolvimento humano muito alto, segundo a ONU. Já o
IPCorr apresenta como último e primeiro valor 8 e 90,5, respectivamente. Amplitude de 82,5. Ou seja, os países elencados partem de um baixo nível de corrupção ao nível muito alto de corrupção, segundo a escala do TI. O resultado
da amplitude demonstra o contraste existente entre os vários países do mundo.
No presente estudo foi preciso eliminar um (1) país – Jordânia, pois apresentou uma variação acentuada no eixo y, fora dos padrões das demais amostras, comprometendo a análise do fenômeno. Esse tipo de amostra configurase com um outlier, um ponto destoante dos demais. Tanto a direção quanto a
magnitude do coeficiente são afetadas pela presença de observações destoantes. Outliers podem gerar correlações espúrias e/ou esconder associações reais
(Figueiredo Filho & Silva Junior, 2009).
Os dados revelaram que apenas 53 países alcançam o desenvolvimento humano muito alto (condição ideal), sendo 30 desses países localizadas na União
Europeia e Europa Ocidental – UE/EOc e, negativamente, existem 40 países
na zona do desenvolvimento humano baixo, sendo 33 deles localizados na
África Subsaariana – AF. Já no IPCorr, como baixo nível de corrupção foi
adotado a pontuação a partir de 70 pontos dentro da escala da TI, o resultado
foi que apenas 25 países possuem um baixo nível de corrupção, sendo 13 deles
localizados na UE/EOc e, negativamente, existem 53 países com alto nível de
corrupção, sendo 22 deles localizados na AF.
Considerações Finais
O presente estudo buscou analisar a seguinte hipótese: «há uma forte correlação entre a corrupção e o desenvolvimento humano». Como objeto de análi133
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se foram escolhidos 171 países localizadas nos seis (6) continentes. A amostra,
que abrange 87% do universo, apresentou um alto nível de aproximação da
realidade e que o resultado obtido pelo coeficiente de correlação de Pearson
(r), possivelmente, apresentará um resultado similar em uma análise dos 193
países (100%). Além disso, é importante ressaltar que a amostra não deve
ser tendenciosa e, por isso, a estratificação pode auxiliar ou comprometer a
pesquisa. Porém, quanto maior o número de países, maior será o número de
variáveis, elementos, indicadores que pode influenciar no resultado: cultura,
governo, sistema econômico, educação dentre outros.
Devido à complexidade e extensão do assunto, não foi levada em consideração maiores particularidades dos países, por isso foi definido que os índices
de Percepção da Corrupção do TI e Desenvolvimento Humano do PNUD seriam a base de dados para a análise proposta. A padronização da obtenção
desses dados e a possibilidade de verificação da metodologia aplicada dá credibilidade aos dados fornecidos por essas organizações. Para chegar aos resultados apresentados foi preciso aplicar o Coeficiente de Correlação Linear de
Pearson. Contudo, outros cálculos e análises foram realizados, demonstrandose pertinentes, como: Média, Desvio Padrão, Amplitude, Grau de Significância
e Regressão Linear. Todos esses métodos foram imprescindíveis para a validação, conclusão e melhor compreensão do fenômeno.
Ressalta-se que ambos os índices – IDH e IPCorr, são índices compostos
por várias outras variáveis e que uma análise bivariada entre ambas consiste
em uma análise multivariada «sintetizada», com isso, os dados analisados permitem, com maior credibilidade, o pesquisador constatar resultados válidos
de inferência.
Como resultados, que auxiliam na corroboração da hipótese, observa-se:
•
A maioria dos países de desenvolvimento humano ‘muito alto’ está
localizada na macrorregião União Europeia/Europa Ocidental que, por
sua vez, possui os menores índices de corrupção no mundo, a partir de
uma perspectiva de proporcionalidade.
•
A maioria dos países de desenvolvimento humano ‘baixo’ está localizada na macrorregião África Subsaariana que, por sua vez, possui os
maiores índices de corrupção no mundo, a partir de uma perspectiva de
proporcionalidade.
•
O Coeficiente de Correlação Linear de Pearson, variou entre médio e
forte grau de correlação mesmo em menores amostras estratificadas,
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0,51 a 0,88. Já a correlação dos 171 países foi de 0,72, uma correlação
forte e positiva, segundo Dancey e Reidy (2005).
•
Com a eliminação de um (1) país – Jordânia -, que se encontrava como
ponto de distorção no eixo y (outlier), o grau de correlação aumentou
drasticamente.
•
Quanto as instituições e setores, constatou-se que a população tem uma
grande desconfiança sobre a legalidade dos atos dessas instituições. E,
um dos reflexos disso pode ser visto no «termômetro» de confiança
publicado pelo Transparency Internacional. O resultado apresenta
um cenário desfavorável com desafios de mudança organizacional e
comportamental.
Essa análise quantitativa dos dados levanta ainda mais questões sobre o
tema e, sendo a correlação considerada forte – mas não perfeita (1) – é necessário que se observe quais são as demais variáveis que influenciam negativamente no desenvolvimento humano, de forma à auxiliar a construção de
um instrumento de análise. Isso também é válido para a corrupção, já que a
metodologia apresenta alguns «gaps» a serem preenchidos. Como meio de validação, a abordagem qualitativa do impacto da cultura sobre a corrupção demonstrou o povo, apesar da sua direta influência sobre os fenômenos sociais,
a mesma não possui força para modificar drasticamente uma cultura enraizada
de corrupção; apenas com apoio ou iniciativa do poder público (Estado) seria
possível a mudança de cenário.
Ao analisar as instituições, percebe-se claramente a associação de algumas
dessas instituições com a corrupção, sendo necessário um estudo de «reforma»
política e cultural. Apesar da limitação do estudo, os dados verificados foram
suficientes para análise da hipótese e validar, de forma quantitativa, as teorias
e afirmações de muitos estudiosos que defendem o combate à corrupção por
ser um dos fatores de geração de injustiça social, privação das liberdades e
retardamento no desenvolvimento humano. É visto que as duas variáveis são
inversamente proporcionais, ou seja, na medida em que a corrupção aumenta
o desenvolvimento humano diminui e vice-versa, porém, a relação apesar de
forte, não é perfeita. Todo o processo de construção de entendimento do fenômeno deve ser analisado contextualmente levando em consideração todos os
aspectos pertinentes que existem em cada região.
A participação social torna-se um catalisador para o processo de mudança
e combate à corrupção pois a accountabililty sustenta-se em um tripé: accou135
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SARMIENTO
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ntability vertical (cidadãos comuns), horizontal (governo) e social (grupos organizados). A pressão exercida pelo povo faz com que os gestores públicos e
agentes políticos busquem ferramentas e métodos fundamentais para o auxílio
na busca de uma sociedade mais justa com liberdade, igualdade, democracia e desenvolvimento. Os instrumentos de accountability mostram-se ainda
mais importante na tentativa de combate e repressão à corrupção. Percebe-se
quanto menos instrumentos de accountability, maior a possibilidade de atos
corruptos.
De certa forma os tipos de accountability mantêm uma interdependência
de efetividade; geralmente os atos corruptos surgem a partir de denúncias divulgadas pela mídia, posteriormente, os órgãos públicos competentes utilizam
as informações veiculadas começam o processo de accountability horizontal
e através dos relatórios de constatações a população pode exercer com maior
eficácia o direito garantido por lei de accountability vertical. É válido lembrar que accontability vertical não é apenas exercida através do voto, mas por
demais mecanismos legais que conferem à população o poder de influenciar
decisões que afetam diretamente a sociedade.
Como contribuição para trabalhos futuros, o presente estudo fornece a corroboração da hipótese: «Há uma forte correlação entre corrupção e desenvolvimento humano». Poderiam ser pesquisadas, a posteriori, quais as demais
variáveis que estão envolvidos nos dois processos, assim como uma análise entre países e/ou macrorregiões mais aprofundada em características particulares
que possam explicar perfeitamente o fenômeno da corrupção.
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Sobre el autor
J unior Sarmi ento es graduado de Ciências Contábeis en la Universidade
Federal de Alagoas; posee un Mestrando em Administração Pública por la
Universidade Federal de Alagoas. Actualmente se desempeña como Técnico
Servidor Público Federal en la Universidade Federal de Alagoas.
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https://openalex.org/W3102232514
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https://centaur.reading.ac.uk/78674/1/17m1119056.pdf
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English
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Long-Time Stability and Accuracy of the Ensemble Kalman--Bucy Filter for Fully Observed Processes and Small Measurement Noise
|
SIAM journal on applied dynamical systems
| 2,018
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cc-by
| 16,219
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Article Published Version
Creative Commons: Attribution 4.0 (CC-BY) Open Access Open Access de Wiljes, J., Reich, S. and Stannat, W. (2018) Long-time
stability and accuracy of the ensemble Kalman--Bucy filter for
fully observed processes and small measurement noise. SIAM
Journal on Applied Dynamical Systems, 17 (2). pp. 1152-1181. ISSN 1536-0040 doi: https://doi.org/10.1137/17M1119056
Available at https://centaur.reading.ac.uk/78674/ It is advisable to refer to the publisher’s version if you intend to cite from the
work. See Guidance on citing
. Published version at: http://dx.doi.org/10.1137/17M1119056
To link to this article DOI: http://dx.doi.org/10.1137/17M1119056 Publisher: Society for Industrial and Applied Mathematics outputs in CentAUR are protected by Intellectual Property Rights law, All outputs in CentAUR are protected by Intellectual Property Rights law,
including copyright law. Copyright and IPR is retained by the creators or other
copyright holders. Terms and conditions for use of this material are defined in
the End User Agreement
. www.reading.ac.uk/centaur www.reading.ac.uk/centaur Central Archive at the University of Reading
Reading’s research outputs online SIAM J. APPLIED DYNAMICAL SYSTEMS
Vol. 17, No. 2, pp. 1152–1181 c⃝2018 SIAM. Published by SIAM under the terms
of the Creative Commons 4.0 license c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license §TU Berlin, Institut f¨ur Mathematik, Str. des 17. Juni 136, D-10623 Berlin, Germany (stannat@math.tu-berlin.
de). Long-Time Stability and Accuracy of the Ensemble Kalman–Bucy Filter for Fully
Observed Processes and Small Measurement Noise∗ Jana de Wiljes† , Sebastian Reich‡ , and Wilhelm Stannat§ Abstract. The ensemble Kalman filter has become a popular data assimilation technique in the geosciences. However, little is known theoretically about its long term stability and accuracy. In this paper,
we investigate the behavior of an ensemble Kalman–Bucy filter applied to continuous-time filtering
problems. We derive mean field limiting equations as the ensemble size goes to infinity as well as
uniform-in-time accuracy and stability results for finite ensemble sizes. The later results require that
the process is fully observed and that the measurement noise is small. We also demonstrate that our
ensemble Kalman–Bucy filter is consistent with the classic Kalman–Bucy filter for linear systems
and Gaussian processes. We finally verify our theoretical findings for the Lorenz-63 system. Key words. data assimilation, Kalman–Bucy filter, ensemble Kalman filter, stability, accuracy, asymptotic
behavior AMS subject classifications. 65C05, 62M20, 93E11, 62F15, 86A22 AMS subject classifications. 65C05, 62M20, 93E11, 62F15, 86A22 ‡Universit¨at Potsdam, Institut f¨ur Mathematik, Karl-Liebknecht-Str. 24/25, D-14476 Potsdam, Germany, and
University of Reading, Department of Mathematics and Statistics, Whiteknights, PO Box 220, Reading RG6 6AX,
UK (sreich@math.uni-potsdam.de). ∗Received by the editors March 1, 2017; accepted for publication (in revised form) by E. Kostelich February 20,
2018; published electronically April 17, 2018.
http://www.siam.org/journals/siads/17-2/M111905.html
Funding: This research has been partially funded by Deutsche Forschungsgemeinschaft (DFG) through grant
CRC 1294 “Data Assimilation”, Project (A02) “Long-time stability and accuracy of ensemble transform filter algo-
rithms”.
†Universit¨at Potsdam, Institut f¨ur Mathematik, Karl-Liebknecht-Str. 24/25, D-14476 Potsdam, Germany (wiljes@
uni-potsdam.de).
‡Universit¨at Potsdam, Institut f¨ur Mathematik, Karl-Liebknecht-Str. 24/25, D-14476 Potsdam, Germany, and
University of Reading, Department of Mathematics and Statistics, Whiteknights, PO Box 220, Reading RG6 6AX,
UK (sreich@math.uni-potsdam.de).
§TU Berlin, Institut f¨ur Mathematik, Str. des 17. Juni 136, D-10623 Berlin, Germany (stannat@math.tu-berlin.
de).
1152 p
y
p
,
http://www.siam.org/journals/siads/17-2/M111905.htm †Universit¨at Potsdam, Institut f¨ur Mathematik, Karl-Liebknecht-Str. 24/25, D-14476 Potsdam, Germany (wiljes@
uni-potsdam.de). Funding: This research has been partially funded by Deutsche Forschungsgemeinschaft (DFG) through grant
CRC 1294 “Data Assimilation”, Project (A02) “Long-time stability and accuracy of ensemble transform filter algo-
rithms”. LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER Brownian motion of dimensions Nw and Ny, respectively. It is well known that the filtering
distribution πt, i.e., the conditional distribution in Xt for given observations Ys, s ∈[0, t],
satisfies the Kushner–Zakai equation [Jaz70, BC08], which we write as an evolution equation
in the expectation values (3)
πt[g] =
Z
RNx g(x)πt(x)dx πt[g] =
Z
RNx g(x)πt(x)dx (3) of smooth and bounded functions g : RNx →R, i.e., of smooth and bounded functions g : RNx →R, i.e., (4)
dπt[g] = πt[f · ∇g]dt + πt[∇· D∇g]dt + (πt[gh] −πt[g]πt[h])T R−1 (dYt −πt[h]d (4)
dπt[g] = πt[f · ∇g]dt + πt[∇· D∇g]dt + (πt[gh] −πt[g]πt[h])T R−1 (dYt −πt[h]dt) . (4) In order to have a properly formulated filtering problem, we also have to specify the distribu-
tion at initial time t = 0. wnloaded 08/17/18 to 134.225.109.120. Redistribution subject to CCBY license Popular numerical methods for approximating solutions to (4) include direct finite-difference
or finite-element discretizations of (4) and sequential Monte Carlo methods, also called parti-
cle filters [BC08, DdFe01]. These methods lead to consistent approximations but are typically
restricted to low-dimensional problems. In recent years, particle filter methods have become
popular, which are applicable to higher-dimensional problems but are no longer consistent. These include the ensemble Kalman filter (EnKF) [Eve06, LSZ15, RC15], which is now widely
used in the geosciences. Abstractly spoken, particle filters are defined as follows. First, one defines M weighted
random variables Xi
t, called particles, which are i.i.d. at initial time t = 0 with distribution
π0, and weights wi
t ≥0 with wi
0 = 1/M at initial time. A particle filter is then characterized
by appropriate evolution laws for the particles and the weights. Most known particle filters
lead to particles which remain identically distributed while no longer being independent,
so called interacting particle systems [Mor13]. If the weights are furthermore kept uniform
either through resampling or appropriately defined evolution equations, then expectation can
be taken with respect to the law πM
t
of the Mth particle and consistency of a particle filter
means that limM→∞πM
t [g] →πt[g]. t [ ]
[ ]
The classic bootstrap filter [AMGC02] uses (1) for the evolution of the particles and (2)
for the update of the weights in combination with an appropriate resampling strategy in order
to avoid the weights to degenerate. DOI. 10.1137/17M1119056 1. Introduction. In this paper, we consider the continuous-time filtering problem [Jaz70,
BC08] for diffusion processes of type (1)
dXt = f(Xt)dt +
√
2CdWt dXt = f(Xt)dt +
√
2CdWt (1) and observations, Yt, given by and observations, Yt, given by (2)
dYt = h(Xt)dt + R1/2dBt. dYt = h(Xt)dt + R1/2dBt. (2) Here Xt denotes the state variable of the Nx-dimensional diffusion process with Lipschitz-
continuous drift f : RNx →RNx and constant diffusion tensors D = CCT and C ∈RNx×Nw. Th
b
i
Y
N di
i
l
i h f
d
h
RN
RN
d Here Xt denotes the state variable of the Nx-dimensional diffusion process with Lipschitz-
continuous drift f : RNx →RNx and constant diffusion tensors D = CCT and C ∈RNx×Nw. The observations Yt are Ny-dimensional with forward map h : RNx →RNy and measurement
error covariance matrix R ∈RNy×Ny. Finally, Wt ∈RNw and Bt ∈RNy denote independent continuous drift f : RNx →RNx and constant diffusion tensors D = CCT and C ∈RNx×Nw. The observations Yt are Ny-dimensional with forward map h : RNx →RNy and measurement
error covariance matrix R ∈RNy×Ny. Finally, Wt ∈RNw and Bt ∈RNy denote independent The observations Yt are Ny-dimensional with forward map h : RNx →RNy and measurement
error covariance matrix R ∈RNy×Ny. Finally, Wt ∈RNw and Bt ∈RNy denote independent p //
g/j
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Funding: This research has been partially funded by Deutsche Forschungsgemeinschaft (DFG) through grant
CRC 1294 “Data Assimilation”, Project (A02) “Long-time stability and accuracy of ensemble transform filter algo-
rithms”. p //
g/j
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Funding: This research has been partially funded by Deutsche Forschungsgemeinschaft (DFG) through grant
CRC 1294 “Data Assimilation”, Project (A02) “Long-time stability and accuracy of ensemble transform filter algo-
rithms”. †Universit¨at Potsdam, Institut f¨ur Mathematik, Karl-Liebknecht-Str. 24/25, D-14476 Potsdam, Germany (wiljes@
uni-potsdam.de). ‡ ‡Universit¨at Potsdam, Institut f¨ur Mathematik, Karl-Liebknecht-Str. 24/25, D-14476 Potsdam, Germany, and
University of Reading, Department of Mathematics and Statistics, Whiteknights, PO Box 220, Reading RG6 6AX,
UK (sreich@math.uni-potsdam.de). ‡Universit¨at Potsdam, Institut f¨ur Mathematik, Karl-Liebknecht-Str. 24/25, D-14476 Potsdam, Germany, and
University of Reading, Department of Mathematics and Statistics, Whiteknights, PO Box 220, Reading RG6 6AX,
UK (sreich@math.uni-potsdam.de). de). 1152 1153 ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT 1154 appropriate Lyapunov function can be guaranteed. While such ergodicity results of [MH12]
are important, they do not imply the accuracy of a filter. In fact, it is well known that EnKF
can diverge and techniques, such as ensemble inflation [Eve06], have been developed in order
to stabilize a filter. Furthermore, it has been rigorously demonstrated, for example, in [KLS14]
that a judicious choice of inflation can lead to uniform-in-time accurate state estimates. At
the same time, [KMT15] provides an example of catastrophic filter divergence, i.e., an expo-
nential blow-up of the ensemble systems, for a linear forward map h(x) = Hx with strongly
nonnormal operator H. In this paper, we investigate a time-continuous EnKF formulation which is consistent with
the classic Kalman filter in the linear case and which is also stable and accurate uniformly in
time without additional ensemble inflation. In this first study, we will assume for simplicity
that the system is fully observable, i.e., h(x) = x in (2), and that the measurement errors are
small. These assumptions can be relaxed under appropriate assumptions on the stochastic
process (1) and the observation process (2), well known from the theory of classic Kalman
filter theory (i.e., observability and controlability) [Jaz70]. We will also investigate in future
work whether the proposed filter formulations can prevent catastrophic filter divergence for
strongly nonlinear and partially observed systems. Downloaded 08/17/18 to 134.225.109.120. Redistribution subject to CCBY licen The specific ensemble Kalman–Bucy filter (EnKBF) formulation, which we will investigate
in this paper, is given by drawing M independent realizations (called particles or ensemble
members) Xi
0 ∼π0, which then follow the system of differential equations (5)
dXi
t = f(Xi
t)dt + D(P M
t )−1(Xi
t −¯xM
t )dt −1
2QM
t R−1 h(Xi
t)dt + ¯hM
t dt −2dYt
(5) for t ≥0. These equations of motion for the particles are closed through the empirical
estimates 6)
¯xM
t
= 1
M
M
X
i=1
Xi
t,
P M
t
=
1
M −1
M
X
i=1
(Xi
t −¯xM
t )(Xi
t −¯xM
t )T (6) (7)
¯hM
t
= 1
M
M
X
i=1
h(Xi
t),
QM
t
=
1
M −1
M
X
i=1
(Xi
t −¯xM
t )(h(Xi
t) −¯hM
t )T. LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER The EnKF, on the contrary, introduces modified evolution
equations for the particles which include the observations and keep the weights uniform in-
stead. Most available EnKF formulations are stated for discrete-in-time observations [Eve06]. While the robust behavior of EnKFs has been demonstrated for many applications primarily
arising from the geosciences, our theoretical understanding of their long-time stability and
accuracy is still rather limited. Large sample size limits have been, for example, investigated
in [GMT11, KM15] and it has been demonstrated that the EnKF converges to the classic
Kalman filter for linear systems (1), linear observations (2), and Gaussian initial conditions. Using concepts from shadowing, [GTH13] showed that the EnKF is stable and accurate uni-
formly in time for hyperbolic dynamical systems provided the ensemble size is larger than the
dimension of the chaotic attractor. Stability and ergodicity of EnKFs have also been studied
in [TMK16]. The authors demonstrate that the extended system consisting of (1), (2), and
the filter algorithm possesses a unique ergodic invariant measure provided the existence of an SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER 1155 In case P M
t
is not invertible, which is surely the case for M ≤Nx, the inverse of P M
t
is replaced by its generalized inverse (P M
t )+. This generalization is unproblematic from a
mathematical perspective since (P M
t )+ gets multiplied by a vector which is in the range of
P M
t , and we show that the equations are well-posed in section 2. At the same time it is known
that M ≪Nx often requires application of localization [Eve06, RC15] in order to obtain
a full rank approximation of the covariance matrix and to prevent filter divergence. The
impact of localization has been studied in [Ton17] from a rigorous mathematical perspective
for high-dimensional linear systems. Given the evolution equations (5), one can derive associated evolution equations for the
ensemble mean, ¯xM
t , and the ensemble covariance matrix, P M
t . These are given by (9)
d¯xM
t
= ¯fM
t dt −QM
t R−1(¯hM
t dt −dYt) d¯xM
t
= ¯fM
t dt −QM
t R−1(¯hM
t dt −dYt) (9) ownloaded 08/17/18 to 134.225.109.120. Redistribution subject to CCBY license with ¯fM
t
= ˆπM
t [f] and with ¯fM
t
= ˆπM
t [f] and (10)
d
dtP M
t
=
1
M −1
M
X
i=1
(f(Xi
t) −¯ft)(Xi
t −¯xt)T + (Xi
t −¯xt)(f(Xi
t) −¯ft)T
+
D(P M
t )+P M
t
+ P M
t (P M
t )+D
−QM
t R−1(QM
t )T. (10) We will study the behavior of the EnKBF for fully observed processes, i.e., h(x) = x and
regular measurement error covariance matrix R in sections 2 and 3. More specifically, it is
shown in section 2 that strong solutions of (5) exist for all times and are unique. This result
implies that catastrophic filter divergence [KMT15] cannot arise under the setting considered
in this paper. Next, uniform-in-time stability and accuracy of (5) are proven in section 3 under
the additional assumption that R = ϵI, ε > 0, sufficiently small, and that M > Nx, i.e., the
empirical covariance matrix P M
t
is invertible. In sections 4 and 5, we return to the filtering
problem for general observation operator, h, and measurement error covariance matrix R. JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT (7) Finally, given a solution of (5), we define the empirical expectation values of a function g and
the empirical distribution ˆπM
t
by (8)
¯gM
t
:= ˆπM
t [g],
ˆπM
t (x) := 1
M
M
X
i=1
δ(x −Xi
t) , (8) respectively. Here δ(·) denotes the standard Dirac delta function. The formulation (5) has
been stated first in [BR10, BR12]. Alternative ensemble Kalman–Bucy formulations in-
clude stochastically perturbed formulations [Rei11, LSZ15, RC15] and the extended ensemble
Kalman–Bucy filter, whose exponential stability and propagation of chaos properties have
been studied in [DMKT16]. ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER It
is demonstrated in section 4 that in the case of linear systems, (9) and (10) are consistent
with the classic Kalman–Bucy filtering equations [Jaz70]. Note that this does not imply that the empirical distribution of the extended EnKBF
is asymptotically normal. In fact, we will identify in section 5 its asymptotic distribution
for M →∞. To this end we will prove in Theorem 16 that the ensemble Xi
t, 1 ≤i ≤M,
converges as M →∞to independent solutions ˆXi
t, i = 1, 2, 3, . . ., of the following McKean–
Vlasov equation: (11)
d ˆXt = f( ˆXt)dt + D(Pt)−1( ˆXt −¯xt)dt −1
2QtR−1
h( ˆXt)dt + ¯htdt −2dYt
, (11) with ¯xt = ˆπt[x], ht = ˆπt[h], with ¯xt = ˆπt[x], ht = ˆπt[h], (12)
Pt = Cov ( ˆXt, ˆXt),
Qt = Cov ( ˆXt, h( ˆXt)) . (12) Here ˆπt denotes the distribution of ˆXt. c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license 1156 JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT Using Itˆo’s formula, it is then easy to derive from (11) the weak formulation of the nonlinear
Fokker–Planck equation driving the distribution ˆπt of ˆXt (13)
dˆπt[g] = ˆπt
∇g ·
fdt + DP−1
t
(x −ˆπt[x])dt −1
2QtR−1(h(x)dt + ˆπt[h]dt −2dYt)
+ ˆπt
1
2∇· QtR−1QT
t ∇g dt
. (13) te the difference between (13) and the Kushner–Zakai equation (4). Note the difference between (13) and the Kushner–Zakai equation (4). Some numerical results, supporting our theoretical estimates, will be presented in section
6 using a stochastically perturbed Lorenz-63 system [Lor63, LSZ15]. 2. Well-posedness of the ensemble Kalman–Bucy filter for fully observed processes. In this section, we specify the problem setting which is investigated in detail in this paper. We will also derive a first well-posedness result for the system (5)–(7) implying that the filter
is not subject to catastrophic filter divergence. More specifically, we assume that the process
is fully observed, i.e., h(x) = x, that the diffusion tensor D has full rank, and that the drift
function f is globally Lipschitz continuous. Since the ensemble size, M, will be fixed in this
section, we also drop the superscript M in (5). LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER Hence (5) is replaced by (14)
dXi
t = f(Xi
t)dt + DP +
t (Xi
t −¯xt)dt −1
2PtR−1 Xi
tdt + ¯xtdt −2dYt
, (14) i = 1, . . . , M. The standard inner product in RNx will be denoted by ⟨·, ·⟩and we recall that (15)
⟨a, b⟩= tr (baT). (15) Hence we quickly verify that Hence we quickly verify that (16)
1
M −1
M
X
i=1
⟨Xi
t −¯xt, DP +
t (Xi
t −¯xt)⟩= tr (DP +
t Pt) (16) (17)
1
M −1
M
X
i=1
⟨Xi
t −¯xt, PtR−1(Xi
t −¯xt)⟩= tr (PtR−1Pt) = ∥R−1
2 Pt∥2
F. (17) Here ∥A∥F denotes the Frobenius norm of a matrix A. We also introduce the notation ⟨A, B⟩
= tr (BAT), i.e., ∥A∥2
F = ⟨A, A⟩. W
h l
f h
bl d
f
h Here ∥A∥F denotes the Frobenius norm of a matrix A. We also introduce the notation ⟨A, B⟩
= tr (BAT), i.e., ∥A∥2
F = ⟨A, A⟩. We now investigate the l2-norm of the ensemble deviations from the mean, i.e., Here ∥A∥F denotes the Frobenius norm of a matrix A. We also introduce the notation ⟨A, B⟩
= tr (BAT), i.e., ∥A∥2
F = ⟨A, A⟩. We now investigate the l2-norm of the ensemble deviations from the mean, i.e., = tr (BA ), i.e., ∥A∥F = ⟨A, A⟩. We now investigate the l2-norm of the ensemble deviations from the mean, i.e., (
),
, ∥∥F
⟨,
⟩
We now investigate the l2-norm of the ensemble deviations from the mean, i.e., (18)
Vt =
1
M −1
M
X
i=1
∥Xi
t −¯xt∥2, (18) ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER 1157 which satisfies the evolution equation which satisfies the evolution equation which satisfies the evolution equation which satisfies the evolution equation es the evolution equation (19)
1
2
dVt
dt =
1
M −1
M
X
i=1
⟨Xi
t −¯xt, f(Xi
t) −¯ft⟩+
1
M −1
M
X
i=1
⟨Xi
t −¯xt, DP +
t (Xi
t −¯xt)⟩
−
1
2ε
1
M −1
M
X
i=1
⟨Xi
t −¯xt, PtR−1(Xi
t −¯xt)⟩
=
1
M −1
M
X
i=1
⟨Xi
t −¯xt, f(Xi
t) −¯ft⟩+ tr (DP +
t Pt) −1
2∥R−1
2 Pt∥2
F
=
1
M −1
M
X
i=1
⟨Xi
t −¯xt, f(Xi
t) −f(¯xt)⟩+ tr (DP +
t Pt) −1
2∥R−1
2 Pt∥2
F . 1
2
dVt
dt =
1
M −1
M
X
i=1
⟨Xi
t −¯xt, f(Xi
t) −¯ft⟩+
1
M −1
M
X
i=1
⟨Xi
t −¯xt, DP +
t (Xi
t −¯xt)⟩
−
1
2ε
1
M −1
M
X
i=1
⟨Xi
t −¯xt, PtR−1(Xi
t −¯xt)⟩ (19) Here we have used Here we have used (20)
X
i
⟨Xi
t −¯xt, f(¯xt) −¯ft⟩= 0 X
i
⟨Xi
t −¯xt, f(¯xt) −¯ft⟩= 0 (20) and that the evolution equation (9) for the mean, ¯xt, reduces to
(21)
d¯xt = ¯ftdt −PtR−1(¯xtdt −dYt) and that the evolution equation (9) for the mean, ¯xt, reduces to
(21)
d¯xt = ¯ftdt −PtR−1(¯xtdt −dYt) (21) in our setting. Lemma 1. The Frobenius norm of Pt satisfies Lemma 1. The Frobenius norm of Pt satisfies (22)
1
√
M
Vt ≤∥Pt∥F ≤Vt . (22) Proof. We first note the following identity: Proof. We first note the following identity: (23)
∥Pt∥2
F =
1
(M −1)2
X
i,j
⟨Xi
t −¯xt, Xj
t −¯xt⟩2 . (23) For the proof of the upper bound it is now sufficient to observe that 1
(M −1)2
X
i,j
⟨Xi
t −¯xt, Xj
t −¯xt⟩2 ≤
1
(M −1)2
X
i,j
∥Xi
t −¯xt∥2∥Xj
t −¯xt∥2
=
1
M −1
X
i
∥Xi
t −¯xt∥2
!2
. (24) For the proof of the lower bound observe that For the proof of the lower bound observe that For the proof of the lower bound observe that 1
(M −1)2
X
i,j
⟨Xi
t −¯xt, Xj
t −¯xt⟩2 ≥
1
(M −1)2
X
i
∥Xi
t −¯xt∥4
(25)
≥1
M
1
M −1
X
i
∥Xi
t −¯xt∥2
!2
. LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER (25) This completes the proof. This completes the proof. This completes the proof. This completes the proof. c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license 1158 JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT Published by SIAM under the terms of the Creative Commons 4.0 license LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER 1159 This implies that Vt ≤max{V0, λmax(R)L+M +
q
(λmax(R)ML+)2 + 2λmax(R)M tr (D)} uni-
formly in t. Similarly, we obtain the lower bound This implies that Vt ≤max{V0, λmax(R)L+M +
q
(λmax(R)ML+)2 + 2λmax(R)M tr (D)} uni-
formly in t. Similarly, we obtain the lower bound (35)
1
2
dVt
dt ≥L−Vt + λmin(D) −λmax(R−1)
2
V 2
t , (35) which implies that Vt ≥min{V0, λmin(R)L−+
q
(λmin(R)L−)2 + 2λmin(R)λmin(D)} uniformly
in t and Vt > 0 provided V0 > 0. which implies that Vt ≥min{V0, λmin(R)L−+
q
(λmin(R)L−)2 + 2λmin(R)λmin(D)} uniformly
in t and Vt > 0 provided V0 > 0. Theorem 3. Assume that the drift term f in (1) is globally Lipschitz continuous and sat-
isfies a linear growth condition (36)
∥f(x)∥≤˜c1(1 + ∥x∥) (36)
∥f(x)∥≤˜c1(1 + ∥x∥) ∥f(x)∥≤˜c1(1 + ∥x∥) (36) for an appropriate ˜c1 > 0. Then the system (14) together with (6)–(7) possesses strong
solutions for all times t ≥0. for an appropriate ˜c1 > 0. Then the system (14) together with (6)–(7) possesses strong
solutions for all times t ≥0. Proof. We can decompose the equations (14) into ordinary differential equations in Xi
t−¯xt,
i = 1, . . . , M and (21) for the mean, ¯xt. Since the l2-norm, Vt, remains bounded, the equations
in Xi
t −¯xt are well-posed. Furthermore, since ∥Pt∥remains bounded as well, the combined
drift term in (21), written as (37)
d¯xt = f(¯xt)dt + btdt −PtR−1(¯xtdt −dYt), (37) with bt = ¯ft−f(¯xt), is Lipschitz continuous in ¯xt and, hence, satisfies a linear growth condition,
i.e., t = ¯ft−f(¯xt), is Lipschitz continuous in ¯xt and, hence, satisfies a linear growth condition, with bt = ¯ft−f(¯xt), is Lipschitz continuous in ¯xt and, hence, satisfies a linear growth condition,
i.e., (38)
∥f(¯xt) + bt −PtR−1¯xt∥≤∥f(¯xt) −PtR−1¯xt∥+ ∥¯ft −f(¯xt)∥≤˜c2(1 + ∥¯xt∥) (38) an appropriate ˜c2 > 0, and, hence, strong solutions to (21) exist for all times [Øks00]. Remark 4. For the analysis of the asymptotic behavior of M →∞the upper bound on V
not sufficient, because it diverges as M →∞. However, since we need a control only locall Remark 4. For the analysis of the asymptotic behavior of M →∞the upper bound on Vt
is not sufficient, because it diverges as M →∞. JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT Remark 2. We recall the standard relations between the Frobenius and the spectral norm
of a matrix A, i.e., of a matrix A, i.e., ∥A∥≤∥A∥F (26) and ∥A∥F ≤
p
Nx∥A∥. (27) We are now ready to obtain uniform-in-time upper and lower bounds on Vt. First, we can
estimate the first term of (19) from above and from below as follows: 1
M −1
X
i
⟨Xi
t −¯xt, f(Xi
t) −f(¯xt)⟩≤L+
1
M −1
X
i
∥Xi
t −¯xt∥2 = L+Vt (28) Downloaded 08/17/18 to 134.225.109.120. Redistribution subject to CCBY licen (29)
1
M −1
X
i
⟨Xi
t −¯xt, f(Xi
t) −f(¯xt)⟩≥L−
1
M −1
X
i
∥Xi
t −¯xt∥2 = L−Vt, (29) respectively, where respectively, where (30)
L+ := sup
x̸=y
⟨f(x) −f(y), x −y⟩
∥x −y∥2
L−:= inf
x̸=y
⟨f(x) −f(y), x −y⟩
∥x −y∥2 (30) are the upper and lower control on the “dissipativity” constant of f. We clearly have L+ ≤
∥f∥Lip and L−≥−∥f∥Lip for globally Lipschitz continuous f with Lipschitz constant ∥f∥Lip. Provided Vt ̸= 0, we also find that (31)
λmin(D) ≤tr (DP +
t Pt) ≤tr (D) . (31) Here, λmin(A) and λmax(A) denote the smallest and largest singular values of a matrix A,
respectively. Here, λmin(A) and λmax(A) denote the smallest and largest singular values of a matrix A,
respectively. Finally, the third term in (19) can be estimated from above and from below using (32)
λmin(R−1)∥Pt∥2
F = tr(Ptλmin(R−1)Pt) ≤tr(PtR−1Pt) = ∥R−1
2 Pt∥2
F (32)
λmin(R−1)∥Pt∥2
F = tr(Ptλmin(R−1)Pt) ≤tr(PtR−1Pt) = ∥R−1
2 Pt∥2
F
and
(33)
∥R−1
2 P ∥2
tr(P R−1P ) ≤tr(P λmax(R−1)P )
λmax(R−1) tr(P 2)
(λmin(R))− (32) )
R−1
2 Pt∥2
F = tr(PtR−1Pt) ≤tr(Ptλmax(R−1)Pt) = λmax(R−1) tr(P 2
t ) = (λmin(R))−1∥Pt∥2
F , which follow from the inequalities Ptλmin(R−1)Pt ≤PtR−1Pt ≤Ptλmax(R−1)Pt, where ≤is
meant in the sense of (symmetric) positive (semi-) definite matrices. which follow from the inequalities Ptλmin(R−1)Pt ≤PtR−1Pt ≤Ptλmax(R−1)Pt, where ≤is
meant in the sense of (symmetric) positive (semi-) definite matrices. Inserting these estimates and the previous two identities into (19), we first obtain th
per bound (34)
1
2
dVt
dt ≤L+Vt + tr (D) −λmin(R−1)
2M
V 2
t . (34) c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license SIAM. ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT 1160 In addition, we assume the error covariance to be of the type R = εI with sufficiently small
ε > 0, implying In addition, we assume the error covariance to be of the type R = εI with sufficiently small
ε > 0, implying (41)
dYt = Xref
t dt + √εdBt , (41) and that P M
t
is invertible which necessitates that M > Nx. We drop the superscript M from
all relevant quantities throughout this section, as we are interested in the accuracy of the filter
for fixed ensemble size, M. and that P M
t
is invertible which necessitates that M > Nx. We drop the superscript M from
all relevant quantities throughout this section, as we are interested in the accuracy of the filter
for fixed ensemble size, M. We find that the estimation error satisfies the evolution equation (42)
det = f(Xref
t )dt +
√
2CdWt −¯ftdt −1
εPt(etdt + ε1/2dBt). (42) We introduce the squared estimation error norm Et = ∥et∥2/2 = ⟨et, et⟩/2. Then Ito’s formula
implies that We introduce the squared estimation error norm Et = ∥et∥2/2 = ⟨et, et⟩/2. Then Ito’s formula
implies that Downloaded 08/17/18 to 134.225.109.120. Redistribution subject to CCBY lic dEt = ⟨f(Xref
t ) −¯ft, Xref
t
−¯xt⟩dt −1
ε⟨et, Ptet⟩dt
+ ⟨et,
√
2CdWt⟩−1
√ε⟨et, PtdBt⟩+ tr (D) dt + 1
2ε tr(P 2
t ) dt ,
(43) (43) which can be rewritten as (44)
dEt = Etdt + dMt (44) Et = ⟨Xref
t
−¯xt, f(Xref
t ) −¯ft⟩−1
ε⟨et, Ptet⟩+ tr (D) + 1
2ε∥Pt∥2
F
(45) (45) and the martingale and the martingale Mt =
Z t
0
⟨es, −ε−1/2PsdBs +
√
2CdWs⟩,
t ≥0 . To make further progress we need bounds for the smallest and largest singular values
λmin
t
= λmin(Pt) and λmax
t
= λmax(Pt) of Pt, respectively. An upper bound for the largest
singular value has already been derived in section 2, since λmax
t
= ∥Pt∥≤∥Pt∥F ≤Vt. Since
Pt is assumed to be invertible, the explicit evolution equation for Pt reduces to d
dtPt =
1
M −1
X
i
(f(Xi
t) −¯f(t))(Xi
t −¯xt)T + (Xi
t −¯xt)(f(Xi
t) −¯f(t))T + 2D −1
εP 2
t . JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT However, since we need a control only locally
in time, we can use (34) to estimate 1
2
d
dtVt ≤L+Vt + tr (D) which implies the upper bound ffi
g
y
y
e, we can use (34) to estimate 1
2
d
dtVt ≤L+Vt + tr (D) which implies the upper bound (39)
Vt ≤e2L+t
V0 + tr (D)
L+
, (39) which becomes uniform in M (but, of course, not in t) if the particles at time t = 0 are chosen
with uniform upper bound on V0 = V M
0 . which becomes uniform in M (but, of course, not in t) if the particles at time t = 0 are chosen
with uniform upper bound on V0 = V M
0 . 3. Accuracy of the ensemble Kalman–Bucy filter for finite ensemble sizes and small
measurement noise. The goal of this section is to derive bounds on the estimation error (40)
et = Xref
t
−¯xt, et = Xref
t
−¯xt, (40) where Xref
t
denotes the reference trajectory of (1) which generated the data. We again restrict
the discussion to fully observed processes and globally Lipschitz-continuous drift functions f. c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT ) Next, we make use of the fact that Pt can be diagonalized, i.e., there are orthogonal matrices
Qt and diagonal matrices Λt such that Next, we make use of the fact that Pt can be diagonalized, i.e., there are orthogonal matrices
Qt and diagonal matrices Λt such that (47)
Pt = QT
t ΛtQt. Pt = QT
t ΛtQt. (47) c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER 1161 While the orthogonal matrices Qt are, in general, only continuous in t, the diagonal matrix
of singular values can be chosen to be differentiable in t [Rel69]. As shown in [DE99], the
evolution equation for diagonal matrix of eigenvalues, Λt, is of the form dΛt
dt = diag (QtUtQT
t ) + 2diag (QtDQT
t ) −1
εΛ2
t
(48) (48) with (49)
Ut :=
1
M −1
X
i
f(Xi
t) −f(¯xt)
Xi
t −¯xt
T +
Xi
t −¯xt
f(Xi
t) −f(¯xt)
T . (49) Here diag (A) denotes a diagonal matrix with diagonal entries equal to the diagonal of A. More specifically, the diagonal entries of diag (QtUtQT
t ) are given by Here diag (A) denotes a diagonal matrix with diagonal entries equal to the diagonal of A. More specifically, the diagonal entries of diag (QtUtQT
t ) are given by diag (QtUtQT
t )
ii = eT
i QtUtQT
t ei, 0)
diag (QtUtQT
t )
ii = eT
i QtUtQT
t ei, (50) where ei ∈RNx denotes the ith basis vector in RNx. where ei ∈RNx denotes the ith basis vector in RNx. Next, we derive the following estimate using the fact that f is globally Lipschitz continuous. Then, given any unit vector v, it holds that |
1
M −1
X
i
⟨f(Xi
t) −f(¯xt), v⟩⟨Xi
t −¯xt, v⟩| (51)
≤
1
M −1
X
i
⟨f(Xi
t) −f(¯xt), v⟩2
! 1
2
1
M −1
X
i
⟨Xi
t −¯xt, v⟩2
! 1
2
≤∥f∥LipVt ≤∥f∥Lip
p
NxM∥Pt∥, ≤
1
M −1
X
i
⟨f(Xi
t) −f(¯xt), v⟩2
! 1
2
1
M −1
X
i
⟨Xi
t −¯xt, v⟩2
! 1
2
p (51) ≤∥f∥LipVt ≤∥f∥Lip
p
NxM∥Pt∥, ≤∥f∥LipVt ≤∥f∥Lip
p
NxM∥Pt∥, where we have used Vt ≤√NxM∥Pt∥. Hence setting v = QT
t ei, we obtain where we have used Vt ≤√NxM∥Pt∥. Hence setting v = QT
t ei, we obtain (52)
|
diag (QtUtQT
t )
ii | ≤2∥f∥Lip
p
NxM∥Pt∥= 2∥f∥Lip
p
NxMλmax
t
. (52)
|
diag (QtUtQT
t )
ii | ≤2∥f∥Lip
p
NxM∥Pt∥= 2∥f∥Lip
p
NxMλmax
t
. c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER Since λmax
t
= (Λt)ii for some index i, we hence deduce that (52) Since λmax
t
= (Λt)ii for some index i, we hence deduce that Since λmax
t
= (Λt)ii for some index i, we hence deduce that dλmax
t
dt
≤2∥f∥Lip
p
NxMλmax
t
+ 2λmax(D) −(λmax
t
)2
ε
. (53)
This implies that (53) This implies that (54)
λmax
t
≤max
n
λmax
0
, ε∥f∥Lip
p
NxM +
q
ε2∥f∥2
LipNxM + 2ελmax(D)
o
. (54) Hence we have shown the following lemma. Hence we have shown the following lemma. Lemma 5 (upper bound on spectral radius of Pt). There is a constant (55)
C1 = C1(∥f∥Lip, M, Nx, D, ε0) (55) such that λmax
0
≤C1ε1/2 at initial time t = 0 implies λmax
t
≤C1ε1/2 for all times and all
ε ≤ε0. such that λmax
0
≤C1ε1/2 at initial time t = 0 implies λmax
t
≤C1ε1/2 for all times and all
ε ≤ε0. c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT 1162 We now use our upper bound on λmax
t
= ∥Pt∥2 from Lemma 5 in order to get the estimate
(56)
|
diag (QtUtQT
t
)ii| ≤2L
p
NxMC1ε1/2. We now use our upper bound on λmax
t
= ∥Pt∥2 from Lemma 5 in order to get the estimat (56)
|
diag (QtUtQT
t
)ii| ≤2L
p
NxMC1ε1/2. (56) Hence, we deduce that (57)
dλmin
t
dt
≥−2∥f∥Lip
p
NxMC1ε1/2 + 2λmin(D) −(λmin
t
)2
ε
and (57) (58)
λmin
t
≥min{λmin
0
,
q
2ελmin(D) −2ε
3
2 ∥f∥Lip
p
NxMC1} , (58) which implies the desired lower bound on λmin
t
. Here λmin(D) denotes the smallest eigenvalue
of D. We now fix ε0 > 0 such that which implies the desired lower bound on λmin
t
. Here λmin(D) denotes the smallest eigenvalue
of D. We now fix ε0 > 0 such that (59)
λmin(D) −√ε∥f∥Lip
p
NxMC1 > 0 . (59) Lemma 6 (lower bound on smallest singular value of Pt). There is a constant Lemma 6 (lower bound on smallest singular value of Pt). There is a constant (60)
C2 = C2(∥f∥Lip, M, Nx, D, ε0) C2 = C2(∥f∥Lip, M, Nx, D, ε0) (60) such that λmin
0
≥C2ε1/2 at initial time t = 0 implies λmin
t
≥C2ε1/2 for all t > 0 and all
ε ≤ε0. such that λmin
0
≥C2ε1/2 at initial time t = 0 implies λmin
t
≥C2ε1/2 for all t > 0 and all
ε ≤ε0. Remark 7. The upper and lower bounds for the largest and smallest, respectively, eigenvalue
of Pt depend on the ensemble size, M. This dependence can be eliminated for the price of the
estimates no longer being valid uniformly in time. We now derive such M-independent upper
and lower bounds. Let us assume that (61)
∥f∥LipVs ≤λmax(D) ∥f∥LipVs ≤λmax(D) (61) for all s ∈[0, t]. Such a bound can be found because of (39) and for ε sufficiently small,
i.e., ε ≤εt. Then (53) implies that for all s ∈[0, t]. Such a bound can be found because of (39) and for ε sufficiently small,
i.e., ε ≤εt. Then (53) implies that (62)
λmax
s
≤2 (λmax(D)ε)1/2 λmax
s
≤2 (λmax(D)ε)1/2 (62) (62)
λmax
s
≤2 (λmax(D)ε)1/2
for all s ∈[0, t] and all ε ≤εt. Similarly, (57) implies that
(63)
λmin
s
≥
2λmin(D)ε
1/2 . JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT (63)
λmin
s
≥
2λmin(D)ε
1/2 . λmin
s
≥
2λmin(D)ε
1/2 . (63) Hence we have traded the M-dependent constants C1 and C2 in the previous two lemmas by
M-independent constants ˜C1 = 2λmax(D)1/2 and ˜C2 = λmin(D)1/2, respectively. However, the
estimates hold for ε ≤εt only, where the upper bound εt = εt(∥f∥Lip, D) decreases in time. Hence we have traded the M-dependent constants C1 and C2 in the previous two lemmas by
M-independent constants ˜C1 = 2λmax(D)1/2 and ˜C2 = λmin(D)1/2, respectively. However, the
estimates hold for ε ≤εt only, where the upper bound εt = εt(∥f∥Lip, D) decreases in time. The upper and lower bounds of the eigenvalues of Pt obtained in the previous two lemmas
hold with constants C1 and C2 independent of the driving Wiener processes. They only
depend on the initial conditions (which might be random), but we can impose deterministic LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER 1163 bounds on the spectral radius of the covariance matrix. Hence we can take expectations on
both sides of (44) in order to obtain the following integral inequality:
(64) (
)
E [Et] ≤E [E0] +
Z t
0
E [Es] ds ≤E [E0]
+
Z t
0
E
"
tr (D) + NxC2
1 + 2ε1/4∥f∥LipC1/2
1
(NxM)1/4E1/2
s
−2C2 −ε1/2∥f∥Lip
ε1/2
Es
#
ds , where we used where we used (65)
⟨f(Xref
t ) −¯ft, Xref
t
−¯xt⟩= ⟨f(Xref
t ) −f(¯xt), Xref
t
−¯xt⟩+ ⟨f(¯xt) −¯ft, Xref
t
−¯xt⟩
≤2L+Et +
√
2∥f∥LipV 1/2
t
E1/2
t
≤2∥f∥Lip
Et + ε1/4C1/2
1
(MNx)1/4E1/2
t
. (65) The next step is to close the right-hand side in E[Es]. To this end, we first derive the following
ω-wise estimate: (66)
Es ≤
tr (D) + NxC2
1 + 2ε1/4∥f∥LipC1/2
1
(NxM)1/4E1/2
s
−2C2 −ε1/2∥f∥Lip
ε1/2
Es
! ≤C3 + ε1/4C4E1/2
s
−2C2 −ε1/2∥f∥Lip
ε1/2
Es
≤
C3 + εC2
4
C2
−C2 −2ε1/2∥f∥Lip
ε1/2
Es
=: Φ (Es) (66) for C3 = tr (D) + NxC2
1, C4 = 2∥f∥LipC1/2
1
(NxM)1/4, and a linear function Φ(Es). Taking
expectations and using E [Φ(Es)] = Φ (E[Es]) we arrive at the integral inequality for C3 = tr (D) + NxC2
1, C4 = 2∥f∥LipC1/2
1
(NxM)1/4, and a linear function Φ(Es). Taking
expectations and using E [Φ(Es)] = Φ (E[Es]) we arrive at the integral inequality for C3 = tr (D) + NxC2
1, C4 = 2∥f∥LipC1/2
1
(NxM)1/4, and a linear function Φ(Es). Taking
expectations and using E [Φ(Es)] = Φ (E[Es]) we arrive at the integral inequality (67)
E [Et] ≤E [E0] +
Z t
0
Φ (E [Es]) ds, (67) and we can now apply the Gronwall lemma or comparison techniques for integral inequalities. More precisely, let α = ε−1/2(C2 −2ε1/2∥f∥Lip) > 0, then the time-dependent Ito’s-formula
implies that and we can now apply the Gronwall lemma or comparison techniques for integral inequalities. More precisely, let α = ε−1/2(C2 −2ε1/2∥f∥Lip) > 0, then the time-dependent Ito’s-formula
implies that (68)
eαtE [Et] ≤E [E0] +
Z t
0
eαs
C3 + εC2
4
C2
ds (68) and, hence, and, hence, (69)
E [Et] ≤e−αtE [E0] + α−1K E [Et] ≤e−αtE [E0] + α−1K (69) with K := C3 + ε C2
4
C2 . LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER Note that α−1 = O(ε
1
2 ). Hence we have shown the following the with K := C3 + ε C2
4
C2 . Note that α−1 = O(ε
1
2 ). Hence we have shown the following theorem. with K := C3 + ε C2
4
C2 . Note that α−1 = O(ε
1
2 ). Hence we have shown the following theorem. c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license 1164 JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT Theorem 8 (estimation error). If the measurement error variance ε is chosen sufficiently
small, the initial ensemble is chosen such that P0 is invertible and the bounds of Lemmas 5
and 6 are satisfied at initial time, then the mean squared estimation error is of order ε1/2
asymptotically in time. Using Markov’s inequality the above estimate on the measurement error now yields for
fixed t the following estimate: (70)
P [Et ≥cεq] ≤1
cεq E [Et] = O
ε1/2−q
. P [Et ≥cεq] ≤1
cεq E [Et] = O
ε1/2−q
. (70) In particular, for any q ∈(0, 1/2) the estimation error Et = ∥et∥2/2 is of order O (εq) with
probability close to one. Note that this does not imply that for a given realization of the
EnKBF, the estimation error Et will be small all the time, i.e., that supt≥0 Et (or maxt∈[0,T] Et)
is of order O (εq) with probability close to one. This latter statement requires a pathwise
control, i.e., a (locally) uniform in time control of Et, which we will derive in the next step. To this end note that (44) together with the inequality (66) imply the pathwise estimate Et ≤e−αtE0 + K
α (1 −e−αt) +
Z t
0
e−α(t−s) dMs
= e−αtE0 + K
α (1 −e−αt) + e−αtMt + α
Z t
0
e−α(t−s)(Mt −Ms) ds , Et ≤e−αtE0 + K
α (1 −e−αt) +
Z t
0
e−α(t−s) dMs
= e−αtE0 + K
α (1 −e−αt) + e−αtMt + α
Z t
0
e− (71) (72)
sup
t≤T
Et ≤
E0 + K
α
+ sup
t≤T
e−αt|Mt| + α
Z t
0
e−α(t−s)|Mt −Ms| ds
. (72) In order to control the third term, first note that the quadratic variation of the martingale is
given as In order to control the third term, first note that the quadratic variation of the martingale is
given as (73)
⟨M⟩t =
Z t
0
ε−1∥Pses∥2 + 2∥Ces∥2 dr , (73) so that so that (74)
⟨M⟩t −⟨M⟩s =
Z t
s
ε−1∥Prer∥2 + 2∥Cer∥2 dr ≤(C1 + 2)
Z t
s
Er dr . (74) In the following let LT,δ := sup0≤s<t≤T |Mt −Ms|/ (⟨M⟩t −⟨M⟩s)
1
2 −δ for δ ∈(0, 1
2). LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER 1165 for some constant C, depending on γ, δ, T, C1 and on the bound on the mean squared error
obtained in Theorem 8. We can therefore estimate (77)
E
"
sup
t≤T
e−αt|Mt| + α
Z t
0
e−α(t−s)|Mt −Ms| ds
#
≤E
"
sup
t≤T
e−αt⟨M⟩
1
2 −δ
t
+ α
Z t
0
e−α(t−s) (⟨M⟩t −⟨M⟩s)
1
2 −δ ds
LT,δ
#
≤(C1 + 2)E
"
sup
t≤T
e−αtt
1
2 −δ + α
Z t
0
e−α(t−s)(t −s)
1
2 −δ ds
sup
t≤T
E
1
2 −δ
t
LT,δ
#
≤(C1 + 2)Γ
3
2 −δ
α
1
2 −δ
E
"
sup
t≤T
E
1
2 −δ
t
LT,δ
#
. (77) Applying Young’s inequality with p =
1
1
2 −δ and q =
1
1
2 +δ we can further estimate the right-hand
side from above by (78)
(C1 + 2)Γ
3
2 −δ
α
1
2 −δ
E
"
sup
t≤T
E
1
2 −δ
t
LT,δ
#
≤
1
2 −δ
E
"
sup
t≤T
Et
#
+
C
α
1−2δ
1+2δ
E
"
L
1
1
2 +δ
T,δ
#
, (78) for some finite constant C depending on C2 and δ. Taking expectation in (72) and using (76)
to estimate the third term gives (79)
E
"
sup
t≤T
Et
#
≤
E [E0] + K
α
+
1
2 −δ
E
"
sup
t≤T
Et
#
+
C
α
1−2δ
1+2δ
E
"
L
1
1
2 +δ
T,δ
#
≤
E [E0] + K
α
+
1
2 −δ
E
"
sup
t≤T
Et
#
+
C
α
1−2δ
1+2δ
ε
δ
1+2δ (79) with some different constant C. Under the assumptions of Theorem 8, in particular E [E0] =
O
ε
1
2
, and thus α−1 = O
ε
1
2
for ε ≤ε0, ε0 sufficiently small, we can now find for any
η ∈
0, 1
4
a finite constant C such that with some different constant C. JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT Theorem
5.1 in [BY82] now implies for any γ ≥1 that there exists a finite constant Cδ,γ such that In the following let LT,δ := sup0≤s<t≤T |Mt −Ms|/ (⟨M⟩t −⟨M⟩s)
1
2 −δ for δ ∈(0, 1
2). Theorem
5.1 in [BY82] now implies for any γ ≥1 that there exists a finite constant Cδ,γ such that (75)
E [(LT,δ)γ]
1
γ ≤Cδ,γE
h
⟨M⟩δγ
T
i 1
γ . (75) Combining the last estimate with Theorem 8 we obtain for γδ ≤1 that Combining the last estimate with Theorem 8 we obtain for γδ ≤1 that (76) E [(LT,δ)γ]
1
γ ≤Cδ,γE
h
⟨M⟩δγ
T
i 1
γ ≤Cδ,γE [⟨M⟩T ]δ ≤Cδ,γ(C1 + 2)δE
Z T
0
Et dt
δ
≤Cε
δ
2 (76) c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER Under the assumptions of Theorem 8, in particular E [E0] =
O
ε
1
2
, and thus α−1 = O
ε
1
2
for ε ≤ε0, ε0 sufficiently small, we can now find for any
η ∈
0, 1
4
a finite constant C such that (80)
E
"
sup
t≤T
Et
#
≤Cε
1
2 −η . (80)
E
"
sup
t≤T
Et
#
≤Cε
1
2 −η . In particular, (80) In particular, (81)
P
"
sup
t≤T
Et ≥cεq
#
≤1
cεq E
"
sup
t≤T
Et
#
= O
ε1/2−η−q
, (81) which implies that for any q ∈(0, 1/2) the estimation error Et = ∥et∥2/2 is of order O (εq)
uniformly on [0, T] with probability close to one. which implies that for any q ∈(0, 1/2) the estimation error Et = ∥et∥2/2 is of order O (εq)
uniformly on [0, T] with probability close to one. c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT 1166 4. Consistency of the ensemble Kalman–Bucy filter for linear systems. In this section,
we provide a detailed analysis of the EnKBF in the case of linear model dynamics, i.e., f(x) =
Ax+b, linear forward map, i.e. h(x) = Hx, full rank diffusion tensor, D, and initial ensemble,
Xi
0, chosen such that P M
0
is invertible. Then the EnKBF (5) reduces to (82) dXi
t = (AXi
t +b)dt+D(P M
t )−1(Xi
t −¯xM
t )dt−1
2P M
t HTR−1 HXi
tdt + H¯xM
t dt −2dYt
, i = 1, . . . , M, from which we can extract the equation for the empirical mean, ¯xt, i = 1, . . . , M, from which we can extract the equation for the empirical mean, ¯xt, (83)
d¯xM
t
= A¯xM
t dt + bdt −P M
t HTR−1(H¯xM
t dt −dYt) (83) and the equation for the empirical covariance matrix, as defined in (6), (84)
d
dtP M
t
= AP M
t
+ P M
t AT + 2D −P M
t HTR−1HP M
t (84) provided P M
t
has full rank. These equations correspond exactly to the classic Kalman–Bucy
filter formulas for the mean and the covariance matrix [Jaz70]. LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER However, while one would set
P M
0
and ¯xM
0
equal to the mean and the covariance matrix, respectively, of the given initial
Gaussian distribution N(¯x0, P0) in the classic Kalman–Bucy filter formulation, the P M
t
and
¯xM
t
arise in our context from sampling from the initial distribution, i.e., Xi
0 ∼N(¯x0, P0). Remark 9. It is well known that solutions to (84) have full rank for all t > 0 even if the
initial P M
0
is singular. However, note that (84) holds true only if P M
0
is nonsingular and that
the diffusion induced contribution in (84) needs to be replaced by D(P M
t )+P M
t
otherwise. This
discrepancy between the Riccati equation for the classic Kalman–Bucy filter and the EnKBF
is caused by our interacting particle approximation to the diffusion term in (1). We will now investigate the asymptotic behavior of the EnKBF in the large ensemble size
limit. More specifically, we will show that the empirical distribution of the EnKBF converges
under appropriate conditions towards a distribution with mean and covariance determined
by the Kalman–Bucy filtering equations. Note that this does not imply that the empirical
distribution of the EnKBF converges to the conditional distribution πt given by the solution
of the Kushner–Zakai equation (4), but by the nonlinear Fokker–Planck equation (13) instead
as we will show in section 5. Let us first state the following a.s. result on the asymptotic behavior of P M
t . Proposition 10. Let π0 be the initial distribution on RNx with finite second moments and
invertible covariance matrix with entries (85)
¯P0(k, l) = π0[xkxl] −π0[xk]π0[xl] , (85) 1 ≤k, l ≤Nx. Let Xi
0, i = 1, 2, . . ., be i.i.d. (π0), and let ¯Pt be the solution of the Kalman–
Bucy filtering equation (99) with initial condition ¯P0. Then there exists a constant 1 ≤k, l ≤Nx. Let Xi
0, i = 1, 2, . . ., be i.i.d. (π0), and let ¯Pt be the solution of the Kalman–
Bucy filtering equation (99) with initial condition ¯P0. Then there exists a constant (86)
˜C = ˜C
t, A, D, HT R−1H, max
0≤s≤t ∥¯Ps∥F, sup
M≥2
V M
0
(86) c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license ⃝2018 SIAM. LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER Published by SIAM under the terms of the Creative Commons 4.0 license 1167 LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER such that (87)
∥P M
t
−¯Pt∥2
F ≤et ˜C∥P M
0
−¯P0∥2
F , (87)
∥P M
t
−¯Pt∥2
F ≤et ˜C∥P M
0
−¯P0∥2
F , ∥P M
t
−¯Pt∥2
F ≤et ˜C∥P M
0
−¯P0∥2
F , (87) where V M
0
is defined by (18) with t = 0. where V M
0
is defined by (18) with t = 0. where V M
0
is defined by (18) with t = 0. Note that the strong law of large numbers implies that supM≥2 V M
0
< ∞π0-a.s. Proof. Using the dynamical equations (84) for P M
t
and (99) for ¯Pt (which, of course,
coincides with (84)), we immediately obtain that (88)
1
2
d
dt∥P M
t
−¯Pt∥2
F ≤⟨A(P M
t
−¯Pt), P M
t
−¯Pt⟩+ ⟨
P M
t
−¯Pt
AT, P M
t
−¯Pt⟩
−⟨P M
t HTR−1HP M
t
−¯PtHTR−1H ¯Pt, P M
t
−¯Pt⟩. (88) Using Using Using (89)
⟨P M
t HTR−1HP M
t
−¯PtHTR−1H ¯Pt, P M
t
−¯Pt⟩
= ⟨P M
t HTR−1H
P M
t
−¯Pt
, P M
t
−¯Pt⟩+ ⟨
P M
t
−¯Pt
HTR−1H ¯Pt, P M
t
−¯Pt⟩
≤∥HT R−1H∥F
∥P M
t ∥F + ∥¯Pt∥F
∥P M
t
−¯Pt∥2
F, (89) we arrive at the following differential inequality: we arrive at the following differential inequality: (90)
1
2
d
dt∥P M
t
−¯Pt∥2
F ≤
2∥A∥F + ∥HT R−1H∥F
∥P M
t ∥F + ∥¯Pt∥F
∥P M
t
−¯Pt∥2
F . (90) Integrating up the last inequality w.r.t. time t yields
(91) )
∥P M
t
−¯Pt∥2
F ≤exp
4t∥A∥F + ∥HT R−1H∥F
Z t
0
∥P M
s ∥F + ∥¯Ps∥F
ds
∥P M
0
−¯P0∥2
F . In the next step we will need a uniform in M upper bound on ∥P M
t ∥F that holds (locally)
uniform w.r.t. time t. To this end first note that (39) implies (92)
∥P M
t ∥F ≤V M
t
≤et∥A∥F
V M
0
+ tr (D)
∥A∥F
, (92) thereby using L+ ≤∥A∥F. LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER Since the solution ¯Pt of (99) is continuous, hence, also locally
bounded, we can estimate the exponential in (91) from above by 2t
2∥A∥F + ∥R−1∥F∥H∥2
F
et ∥A∥F
V M
0
+ tr (D)
∥A∥F
+ max
0≤s≤t ∥¯Ps∥F
which implies the assertion. which implies the assertion. which implies the assertion. We can now state our main result on the asymptotic consistency of the ensemble Kalman
er We can now state our main result on the asymptotic consistency of the ensemble Kalman
filter. c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license 1168
JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT 1168 JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT Theorem 11. Suppose that Xi
0, i = 1, 2, 3, . . ., are i.i.d. (π0) where the initial distribution
π0 has finite second-order moments and invertible covariance matrix (85). Let ¯Pt be the
solution of the Kalman–Bucy filtering equation (99) with initial condition ¯P0, and let ¯xt be
the unique solution of (93)
d¯xt = A¯xt dt + b dt −¯PtHT R−1 (H¯xt dt −dYt) d¯xt = A¯xt dt + b dt −¯PtHT R−1 (H¯xt dt −dYt) (93) with initial condition ¯x0 := π0[x]. Then limM→∞¯xM
t
= ¯xt in L2, in particular in probability,
for all t ≥0. Proof. Since Xi
0 are i.i.d., the strong law of large numbers implies that limM→∞P M
0
= ¯P0
π0-a.s. and in L2, since π0 has finite second moments, thus limM→∞P M
t
= ¯Pt a.s. and in L2
for t ≥0 due to Proposition 10. ownloaded 08/17/18 to 134.225.109.120. Redistribution subject to CCBY license To see that ¯xM
t
converges towards the unique solution ¯xt of (93) note that d
¯xM
t
−¯xt
= A
¯xM
t
−¯xt
dt −
P M
t HTR−1H¯xM
t
−¯PtHTR−1H¯xt
dt
+
P M
t
−¯Pt
HTR−1 dYt (94) and, consequently,
(95) and, consequently,
(
) (95)
∥¯xM
t
−¯xt∥≤∥¯xM
0 −¯x0∥+
Z t
0
∥A∥F + ∥HT R−1H∥F∥¯Ps∥F
∥¯xM
s −¯xs∥ds
+
Z t
0
∥HT R−1H∥F∥P M
s
−¯Ps∥F∥¯xM
s ∥ds +
Z t
0
P M
s
−¯Ps
HTR−1 dYs
. Taking expectations we arrive at Taking expectations we arrive at (96)
E
∥¯xM
t
−¯xt∥
≤E
∥¯xM
0 −¯x0∥
+
Z t
0
∥A∥F + ∥H∥2
F∥R−1∥F∥¯Ps∥F
E
∥¯xM
s −¯xs∥
ds
+
Z t
0
∥H∥2
F∥R−1∥FE
∥P M
s
−¯Ps∥F
∥¯xM
s ∥ds
+ E
Z t
0
P M
s
−¯Ps
HTR−1 dYs
. E
∥¯xM
t
−¯xt∥
≤E
∥¯xM
0 −¯x0∥
+
Z t
0
∥A∥F + ∥H∥2
F∥R−1∥F∥¯Ps∥F
+
Z t
0
∥H∥2
F∥R−1∥FE
∥P M
s
−¯Ps∥F
∥¯xM
s ∥ds
+ E
Z t
0
P M
s
−¯Ps
HTR−1 dYs
. c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license (100) (See [KS72, Theorem 4.11], and [OP96, Lemma 2.2].) (See [KS72, Theorem 4.11], and [OP96, Lemma 2.2].) Now recall that we have assumed in sections 2 and 3 that h(x) = x, i.e., H = I, and that
D = CCT has full rank. In other words, we have assumed a restricted case of (nonlinear)
controllability and observability. It would be of interest to explore, in as far the conditions of
sections 2 and 3 can be relaxed while maintaining the well-posedness, stability, and accuracy
of the associated EnKBF. 5. Asymptotic limiting equations for the extended EnKBF. In this section, we will
derive the non-Markovian stochastic differential equation (11) with (12) of McKean–Vlasov
type. We first have to show now that (11) is well-posed. To this end we assume that f, h
are globally Lipschitz continuous and that the initial condition ˆX0 has finite second moments
with invertible covariance matrix P0. Recall that—given Xt = Xref
t —the observation process
Yt can be interpreted as Brownian motion with covariance operator R and drift term h(Xref
t ),
so that we can solve (11) uniquely up to the first time τ where Pτ becomes singular. Clearly,
τ > 0 a.s. (w.r.t. the distribution of {Ys}). Using Itˆo’s formula, it is then straightforward to
see that the distribution ˆπt of ˆXt indeed satisfies the nonlinear Fokker–Planck equation (13)
(up to time τ). 5.1. Lower bounds on λmin(Pt) and well-posedness of (11). We will prove in Lemma
15 a strictly positive lower bound on the smallest eigenvalue λmin(Pt) of Pt locally uniformly
w.r.t. t, a.s. w.r.t. the distribution of {Ys}, under appropriate assumptions on the coefficients
f, h, D, and R. This implies, in particular, that Pt will stay invertible for all t, a.s. and yields
existence and uniqueness of a strong solution of (11) for all times t (for typical observation
{Ys}). On the other hand, using the algebraic identity (101)
(P M
s )−1 −P−1
s
= (P M
s )−1 Ps −P M
s
P−1
s , (101) we also obtain the following control: (102)
∥(P M
s )−1 −P−1
s ∥2 ≤C(t)2∥Ps −P M
s ∥2 ,
s ≤t , (102) for the distance between the inverse covariance matrix of the EnKBF and Pt. Here, C(t) is a
joint upper bound of ∥P−1
s ∥2 and ∥(P M
s )−1∥2 (uniform in M) for s ≤t. LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER and the solution Pt of the matrix Riccati equation (99)
d
dtPt = APt + PtAT + 2D −PtHTR−1HPt , (99) converges for any initial condition P0 towards P∞as t →∞with exponential rate λ < λ∗,
where converges for any initial condition P0 towards P∞as t →∞with exponential rate λ < λ∗,
where (100)
λ∗:= inf{−Re(λ) | λ eigenvalue of A −P∞HTR−1H} . SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT (96) Using limM→∞E
∥P M
t
−¯Pt∥2
F
= 0 it follows that Using limM→∞E
∥P M
t
−¯Pt∥2
F
= 0 it follows that Using limM→∞E
∥P M
t
−¯Pt∥2
F
= 0 it follows that (97)
lim
M→∞E
Z t
0
P M
s
−¯Ps
HTR−1 dYs
= 0 (97) by dominated convergence, and then Gronwall’s lemma implies that limM→∞E
∥¯xM
t
−¯xt∥
=
0. by dominated convergence, and then Gronwall’s lemma implies that limM→∞E
∥¯xM
t
−¯xt∥
=
0. Remark 12. It
is
well
known
that
if
(A, H)
is
observable,
i.e.,
rank
HT,
(HA)T, . . . , (HANx−1)T
= Nx, and (A, C) is controllable, i.e., rank
C, AC, . . . , ANx−1C
= Nx, then there exists a unique positive definite solution P∞of the matrix Riccati equation Remark 12. It
is
well
known
that
if
(A, H)
is
observable,
i.e.,
rank
HT,
(HA)T, . . . , (HANx−1)T
= Nx, and (A, C) is controllable, i.e., rank
C, AC, . . . , ANx−1C
= Nx, then there exists a unique positive definite solution P∞of the matrix Riccati equation 0 = AP∞+ P∞AT + 2D −P∞HTR−1HP∞, 98)
0 = AP∞+ P∞AT + 2D −P∞HTR−1HP∞, (98) c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license 1169 (100) for the distance between the inverse covariance matrix of the EnKBF and Pt. Here, C(t) is a
joint upper bound of ∥P−1
s ∥2 and ∥(P M
s )−1∥2 (uniform in M) for s ≤t. s
s
To this end let us first state the dynamical equations for the mean ¯xt and the covariance
matrix Pt (analogous to (9) and (10) for the EnKBF): (103)
d¯xt = ¯ft dt −QtR−1 ¯ht dt −dYt
,
t < τ , (103) c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT 1170 with ¯ft = E
f( ˆXt)
and
(
4) with ¯ft = E
f( ˆXt)
and with ¯ft = E
f( ˆXt)
and
(104)
d with ¯ft = E
f( ˆXt)
and
(104)
d
dtPt = E
h
(f( ˆXt) −¯ft)( ˆXt −¯xt)T + ( ˆXt −¯xt)(f( ˆXt) −¯ft)Ti
+ 2D −QtR−1QT
t ,
t < τ . (104)
d
dtPt = E
h
(f( ˆXt) −¯ft)( ˆXt −¯xt)T + ( ˆXt −¯xt)(f( ˆXt) −¯ft)Ti
+ 2D −QtR−1QT
t ,
t < τ . Lemma 13. We have that Lemma 13. We have that (105)
1
√Nx
E
h
∥ˆXt −¯xt∥2i
≤∥Pt∥F ≤E
h
∥ˆXt −¯xt∥2i
,
t ≤τ . (105) Proof. Similar to the proof of Lemma 1, we have the following. Upper bound: Proof. Similar to the proof of Lemma 1, we have the following. Upper bound: Upper bound: ∥Pt∥2
F =
X
k,l
E
h
ˆXt −¯xt
(k)
ˆXt −¯xt
(l)
i2
≤
X
k,l
E
ˆXt −¯xt
2
(k)
E
ˆXt −¯xt
2
(l)
= E
h
∥ˆXt −¯xt∥2i2
. (106) Lower bound: (107)
∥Pt∥2
F =
X
k,l
E
ˆXt −¯xt
(k)
ˆXt −¯xt
(l)
2
≥
X
k
E
ˆXt −¯xt
2
(k)
2
. (107) Lemma 14. For all t < τ there exists some finite constant C4(t)—independent of {Ys}—
such that Lemma 14. For all t < τ there exists some finite constant C4(t)—independent of {Ys}—
such that such that (108)
sup
0≤s≤t
E
h
∥ˆXs −¯xs∥2i
≤C4(t) . (108) Proof. The difference ˆXt −¯xt satisfies the ordinary differential equation Proof. SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license (100) The difference ˆXt −¯xt satisfies the ordinary differential equation (109)
d
dt
ˆXt −¯xt
=
f( ˆXt) −¯ft
+ DP−1
t
ˆXt −¯xt
−1
2QtR−1
h( ˆXt) −¯ht
(109) up to time τ so that for t < τ up to time τ so that for t < τ (110)
d
dtE
h
∥ˆXt −¯xt∥2i
= 2E
h
⟨f( ˆXt) −¯xt, ˆXt −¯xt⟩
i
+ 2E
h
⟨DP−1
t
ˆXt −¯xt
, ˆXt −¯xt⟩
i
−E
h
⟨QtR−1
h( ˆXt) −¯ht
, ˆXt −¯xt⟩
i
≤2L+E
h
∥ˆXt −¯xt∥2i
+ 2 tr (D), (110) ≤2L+E
h
∥ˆXt −¯xt∥2i
+ 2 tr (D), thereby using thereby using (111)
E
h
⟨QtR−1 h( ˆXt) −¯ht
, ˆXt −¯xt⟩
i
= ∥R−1/2QT
t ∥2
F ≥0 . (111) c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER 1171 This implies the same bound This implies the same bound (112)
Var ( ˆXt) := E
h
∥ˆXt −¯xt∥2i
≤e2L+t
E
h
∥ˆX0 −¯x0∥2i
+ tr (D)
L+
(112) as stated in Remark 4 for the EnKBF for h(x) = x; therefore, as stated in Remark 4 for the EnKBF for h(x) = x; therefore, as stated in Remark 4 for the EnKBF for h(x) = x; therefore, (113)
sup
0≤s≤t
Var ( ˆXs) = sup
0≤s≤t
E
h
∥ˆXs −¯xs∥2i
≤C4(t) (113) for some finite constant C4(t) depending on t. Note that C4(t) clearly is independent of
{Ys}. for some finite constant C4(t) depending on t. Note that C4(t) clearly is independent of
{Ys}. Lemma 15. Let ∥f∥2
Lip < 2λmin(D)∥R−1∥F∥h∥2
Lip. If (114)
λmin(P0) ≥κ−:=
2λmin(D)∥R−1∥F∥h∥2
Lip −∥f∥2
Lip
2∥R−1∥2
F∥h∥4
LipC4(t)
, (114) where C4(t) is the upper bound (108) obtained in Lemma 14, then λmin(Ps) ≥κ−for all
s < τ ∧t. In particular, τ > t. where C4(t) is the upper bound (108) obtained in Lemma 14, then λmin(Ps) ≥κ−for all
s < τ ∧t. In particular, τ > t. Proof. We will use the representation λmin(Pt) = inf∥v∥=1⟨Ptv, v⟩. So fix v with ∥v∥= 1. Then Proof. We will use the representation λmin(Pt) = inf∥v∥=1⟨Ptv, v⟩. So fix v with ∥v∥= 1 Then (115)
d
dt⟨Ptv, v⟩= 2E
h
⟨f( ˆXt) −¯ft, v⟩⟨ˆXt −¯xt, v⟩
i
+ 2⟨Dv, v⟩−⟨R−1QT
t v, QT
t v⟩. c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license (100) Then (119)
lim
M→∞E
"
1
M
M
X
i=1
∥Xi
t −ˆXi
t∥2
#
= 0 . In particular,
(120)
lim
M→∞
1
M
M
X
i=1
g(Xi
t) −ˆπt[g] = 0 lim
M→∞E
"
1
M
M
X
i=1
∥Xi
t −ˆXi
t∥2
#
= 0 . (119) In particular, ownloaded 08/17/18 to 134.225.109.120. Redistribution subject to CCBY license Downloaded 08/17/18 to 134.225.109.120. Redistribution subject to CCBY license (120)
lim
M→∞
1
M
M
X
i=1
g(Xi
t) −ˆπt[g] = 0 (120) in L2(P), hence in probability, for any Lipschitz continuous function g. Here, the expectation
is taken also w.r.t. the distribution of {Ys}. in L2(P), hence in probability, for any Lipschitz continuous function g. Here, the expectation
is taken also w.r.t. the distribution of {Ys}. Remark 17. The last theorem implies by general theory that the empirical distribution ˆπM
t ,
defined in (8), of the extended EnKBF with M ensemble members converges weakly towards
the distribution ˆπt of the mean field process (11) in probability w.r.t. the distribution of {Ys}. Remark 18. The conditions of Theorem 16 are satisfied for fully observed processes h(x) =
x, measurement error covariance matrix R = εI, ε > 0 sufficiently small, and full rank
diffusion tensor D, i.e., for the filtering setting considered in sections 2 and 3. Proof of Theorem 16. Itˆo’s formula implies that
(
) Proof of Theorem 16. Itˆo’s formula implies that (121)
d
1
M
M
X
i=1
∥∆Xi
t∥2
! = 2
M
M
X
i=1
⟨f(Xi
t) −f( ˆXi
t), ∆Xi
t⟩dt
+ 2
M
M
X
i=1
⟨D
(P M
t )−1 Xi
t −¯xM
t
−P−1
t
ˆXi
t −¯xt
, ∆Xi
t⟩dt
−1
M
M
X
i=1
⟨QM
t R−1 h(Xi
t) + ¯hM
t
−QtR−1 h( ˆXi
t) + ¯ht
, ∆Xi
t⟩dt
+ 2
M
M
X
i=1
⟨
QM
t
−Qt
R−1 dYt, ∆Xi
t, ⟩
+ 1
M tr
QM
t
−Qt
R−1 QM
t
−Qt
T
dt
= I + · · · + V , with the abbreviation ∆Xi
t = Xi
t −ˆXi
t. Our aim is to estimate the right-hand side of (121)
in terms of
1
M
PM
i=1 ∥Xi
t −ˆXi
t∥2 and then to apply the Gronwall inequality. This requires, c⃝2018 SIAM. (100) Using d
dt⟨Ptv, v⟩= 2E
h
⟨f( ˆXt) −¯ft, v⟩⟨ˆXt −¯xt, v⟩
i
+ 2⟨Dv, v⟩−⟨R−1QT
t v, QT
t v⟩. ⟨Ptv, v⟩= E
h
⟨ˆXt −¯xt, v⟩2i (116)
⟨Ptv, v⟩= E
h
⟨ˆXt −¯xt, v⟩2i (116) and (117)
⟨R−1QT
t v, QT
t v⟩= ⟨R−1E
(h( ˆXt) −¯ht)⟨ˆXt −¯xt, v⟩
, E
(h( ˆXt) −¯ht)⟨ˆXt −¯xt, v⟩
⟩
≤∥R−1∥FE
h
∥h( ˆXt) −¯ht∥2i
E
h
⟨ˆX −¯xt, v⟩2i
≤∥R−1∥F∥h∥2
Lip Var
ˆXt
⟨Ptv, v⟩, (117) we can estimate we can estimate (118)
d )
d
dt⟨Ptv, v⟩≥−2∥f∥Lip Var( ˆXt)
1
2 ∥v∥⟨Ptv, v⟩
1
2 + 2⟨Dv, v⟩−∥h∥2
Lip∥R−1∥FVar( ˆXt)⟨Ptv, v⟩
≥−2∥f∥LipC4(t)1/2⟨Ptv, v⟩
1
2 + 2⟨Dv, v⟩−∥h∥2
Lip∥R−1∥FC4(t)⟨Ptv, v⟩
≥2λmin(D) −
∥f∥2
Lip
∥R−1∥F∥h∥2
Lip
−2∥h∥2
Lip∥R−1∥FC4(t)⟨Ptv, v⟩. Now λmin(P0) ≥κ−implies that ⟨P0v, v⟩≥κ−and thus ⟨Psv, v⟩≥κ−for all s < τ ∧t. Hence
λmin(Ps) ≥κ−> 0 for all s < τ ∧t so that τ > t, since otherwise lims↑τ λmin(Ps) = 0. Now λmin(P0) ≥κ−implies that ⟨P0v, v⟩≥κ−and thus ⟨Psv, v⟩≥κ−for all s < τ ∧t. Hence
λmin(Ps) ≥κ−> 0 for all s < τ ∧t so that τ > t, since otherwise lims↑τ λmin(Ps) = 0. The lower bound on λmin(Pt), locally uniformly w.r.t. t, implies that the coefficients of
(11) are globally Lipschitz on bounded time-intervals, which gives existence and uniqueness
of strong solutions by standard results for all t, a.s. (w.r.t. the distribution of {Ys}). c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT 1172 5.2. Convergence of the extended EnKBF to the solution of (11). We are now ready
to state our main result on the asymptotic behavior of the extended EnKBF. 5.2. Convergence of the extended EnKBF to the solution of (11). We are now ready
to state our main result on the asymptotic behavior of the extended EnKBF. Theorem 16. Assume that ∥f∥2
Lip < 2λmin(D)∥R−1∥F∥h∥2
Lip. Let π0 be a distribution on
RNx with finite support and invertible covariance matrix P0 satisfying λmin(P0) ≥κ−, where
κ−is as in Lemma 15. Let ˆXi
t be solutions of the mean-field process (11) with initial conditions
ˆXi
0 = Xi
0 and Xi
0 are i.i.d. (π0), so that the solutions ˆXi
t to the mean field processes are i.i.d.,
too. ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license (100) Published by SIAM under the terms of the Creative Commons 4.0 license 1173 LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER in particular, controlling the stochastic integral IV w.r.t. the observation {Ys}. Using the
decomposition dYt = h(Xref
t ) dt + R1/2dBt we can split up the stochastic integral IV into (122)
2
M
M
X
i=1
⟨
QM
t
−Qt
R−1dYt, ∆Xi
t⟩= 2
M
M
X
i=1
⟨
QM
t
−Qt
R−1h
Xref
t
, ∆Xi
t⟩dt
+ 2
M
M
X
i=1
⟨
QM
t
−Qt
R−1/2dBt, ∆Xi
t⟩ (122) = IV a + IV b . = IV a + IV b . We can now estimate the right-hand side of the above equation for t ≤T from above as
follows: (123)
d
1
M
M
X
i=1
∥Xi
t −ˆXi
t∥2
! ≤UM(t)
1
M
M
X
i=1
∥Xi
t −ˆXi
t∥2 + RM(t)
! dt
+ 2
M
M
X
i=1
⟨
QM
t
−Qt
R−1/2dBt, Xi
t −ˆXi
t⟩, Downloaded 08/17/18 to 134.225.109.120. Redistribution subject to CCBY lic (123) thereby keeping the stochastic integral IV b. Here, thereby keeping the stochastic integral IV b. Here, (124)
UM(t) = CT
1 +
h
Xref
0:T
2
∞+ 1
M
M
X
i=1
∥ˆXi
t∥2
! ×
1 + 1
M
M
X
i=1
∥Xi
t −¯xM
t ∥2 + 1
M
M
X
i=1
∥ˆXi
t −¯xt∥2
! , (124) with some finite constant CT , and a remainder RM(t) that converges to zero in Lp(P) as
M →∞for all finite p. Indeed, this is obvious for term I, using that f is globally Lipschitz, for terms III, IVa, and
V using (133) in Lemma 19 in the appendix and for term II it follows from (131) in Lemma
19 in the appendix in combination with (102). Applying Itˆo’s product formula to the process e−
R t
0 UM(s)ds 1
M
PM
i=1 ∥Xi
t −ˆXi
t∥2 and taking
expectations w.r.t. the distribution of {Ys}, we arrive at the following estimate: (125)
E
"
e−
R t
0 UM(s)ds 1
M
M
X
i=1
∥Xi
t −ˆXi
t∥2
#
≤CT E
Z t
0
e−
R s
0 UM(r)drUM(s)RM(s)ds
(125) for t ≤T. ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license (100) Since UMRM is bounded by some finite constant plus some power of
1
M
PM
i=1 ∥ˆXi
t∥2
and the latter one has some finite exponential moment by Lemma 21, it follows that for t ≤T. Since UMRM is bounded by some finite constant plus some power of
1
M
PM
i=1 ∥ˆXi
t∥2
and the latter one has some finite exponential moment by Lemma 21, it follows that (126)
lim
M→∞E
"
e−αT
R t
0
1
M
PM
i=1 ∥ˆ
Xi
s∥2ds 1
M
M
X
i=1
∥Xi
t −ˆXi
t∥2
#
= 0 ,
t ≤T , (126) c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license Downloaded 08/17/18 to 134.225.109.120. Redistribution subject to CCBY license 25.109.120. Redistribution subject to CCBY license (128)
f(x) =
10(x2 −x1)
(28 −x3)x1 −x2
x1x2 −8
3x3
, (128) where x = (x1, x2, x3)T. Solutions of the Lorenz-63 system diverge exponentially fast and
filtering is required in order to track a reference solution. Although (128) is only locally
Lipschitz continuous, the results from this paper are likely to be applicable to the Lorenz-63
system due to the existence of a Lyapunov function. where x = (x1, x2, x3)T. Solutions of the Lorenz-63 system diverge exponentially fast and
filtering is required in order to track a reference solution. Although (128) is only locally
Lipschitz continuous, the results from this paper are likely to be applicable to the Lorenz-63
system due to the existence of a Lyapunov function. We apply the EnKBF with ensemble size M = 4 for values of the measurement error
variances ε ∈{10−1, . . . , 10−4, 10−5}. The stochastic evolution equations of the EnKBF are
solved by the following modified Euler-Maruyama scheme
(129) (
)
Xi
n+1 = Xi
n + ∆tf(Xi
n) + ∆t(P M
n )−1(Xi
n −¯xM
n ) −1
2P M
n
P M
n + ε
∆tI3
−1
Xi
n + ¯xi
n −2∆Yn
∆t
with step-size ∆t = 0.00005 over a total of 107 time-steps. Note that
P M
n + ε
∆tI3
−1
≈∆t
ϵ I3 (130)
P M
n + ε
∆tI3
−1
≈∆t
ϵ I3 JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT 1174 for some αT > 0. Now, using Lemma 21 again, we also may now conclude that
(127) for some αT > 0. Now, using Lemma 21 again, we also may now conclude that
(127) )
m
→∞E
"
1
M
M
X
i=1
∥Xi
t −ˆXi
t∥
#2
≤sup
M≥2
E
h
eαT
R t
0
1
M
PM
i=1 ∥ˆ
Xi
s∥2dsi
× lim
M→∞E
"
e−αT
R t
0
1
M
PM
i=1 ∥ˆ
Xi
s∥2ds 1
M
M
X
i=1
∥Xi
t −ˆXi
t∥2
#
= 0 for all t ≤T. for all t ≤T. for all t ≤T. 6. Numerical example. We consider the stochastically perturbed Lorenz-63 system [Lor63,
LSZ15], which leads to Nx = 3, D = C = I3, and drift term given by 6. Numerical example. We consider the stochastically perturbed Lorenz-63 system [Lor63,
LSZ15], which leads to Nx = 3, D = C = I3, and drift term given by 6. Numerical example. We consider the stochastically perturbed Lorenz-63 system [Lor63,
LSZ15], which leads to Nx = 3, D = C = I3, and drift term given by LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER 1175 0
50
10
20
20
x3-coordinate
30
reference trajectory
10
x2-coordinate
40
0
x1-coordinate
50
0
-10
-50
-20
10-5
10-4
10-3
10-2
10-1
measurement noise variance
10-3
10-2
10-1
100
101
time-averaged mean squared error
time-averaged mean squared error
reference line with slope p =1/2
Figure 1. Reference trajectory (left panel) and time-averaged mean squared error as a function of the
measurement error variance ε (right panel). time-averaged mean squared error Downloaded 08/17/18 to 134.225.109.120. Redistribution subject to CCBY license nloaded 08/17/18 to 134.225.109.120. Redistribution subject to CCBY license Figure 1. Reference trajectory (left panel) and time-averaged mean squared error as a function of the
measurement error variance ε (right panel). 10-5
10-4
10-3
10-2
10-1
measurement noise variance
10-3
10-2
10-1
100
101
time-averaged largest eigenvalue of P t
time-averaged largest eigenvalue
reference line with slope p =1/2
10-5
10-4
10-3
10-2
10-1
measurement noise variance
10-3
10-2
10-1
100
time-averaged smallest eigenvalue of P t
time-averaged smallest eigenvalue
reference line with slope p =1/2
Figure 2. Time-averaged largest (left panel) and smallest (right panel) eigenvalues of Pt as a function of
the measurement error variance ε 10-5
10-4
10-3
10-2
10-1
measurement noise variance
10-3
10-2
10-1
100
time-averaged smallest eigenvalue of P t
time-averaged smallest eigenvalue
reference line with slope p =1/2 10-5
10-4
10-3
10-2
10-1
measurement noise variance
10-3
10-2
10-1
100
101
time-averaged largest eigenvalue of P t
time-averaged largest eigenvalue
reference line with slope p =1/2 time-averaged largest eigenvalue of P t time-averaged largest eigenvalue of P t time-averaged smallest eigenvalue of P t Figure 2. Time-averaged largest (left panel) and smallest (right panel) eigenvalues of Pt as a function of
the measurement error variance ε 7. Conclusions. In this paper, we have taken the first steps towards an understanding of
the long-time behavior of the EnKBF and have derived limiting mean-field equations. Natural
extensions include partially observed processes and configurations which lead to singular em-
pirical covariance matrices P M
t . We also plan to extend our analysis to other ensemble filter
algorithms, such as the stochastically perturbed EnKBF and the ensemble transform particle
filter. See, for example, [RC15] for more details. Appendix: Supplement to the proof of Theorem 16. (130) (130) for ∆t sufficiently small and the modification is introduced for numerical stability reasons. See [AKIR14] for more details. The results can be found in Figures 1 and 2. The numerical results are in agreement
with our theoretical findings, which predicted an O(ε1/2) behavior of these quantities. While
this scaling holds for the time-averaged mean squared error and the time-averaged largest
eigenvalue of P M
t
for the whole range of considered values of ε, the time-averaged smallest
eigenvalue truncates slightly offfor the larger values of ε. We can also see that there is a gap
between the smallest and largest eigenvalues of P M
t
on average. We repeated the experiment for ensemble sizes of M = 2 and M = 3, in which case P M
t
is
singular. We still find that the time-averaged mean squared error is roughly of O(ε1/2). See
Figure 3. The results are in line with those obtained in [GTH13] for hyperbolic dynamical
systems. We will further investigate the theoretical properties of the EnKBF under singular
P M
t
in a separate paper. ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER The purpose of this appendix is
to provide two lemmata on the control of ∥P M
t
−Pt∥F and on the existence of exponential
moments of
R t
0
1
M
PM
i=1 ∥ˆXi
s∥2ds used in the proof of Theorem 16. ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT 1176 10-5
10-4
10-3
10-2
10-1
measurement noise variance
10-3
10-2
10-1
100
101
time-averaged mean squared error
time-averaged mean squared error
reference line with slope p =1/2
10-5
10-4
10-3
10-2
10-1
measurement noise variance
10-3
10-2
10-1
100
101
time-averaged mean squared error
time-averaged mean squared error
reference line with slope p =1/2
Figure 3. Time-averaged mean squared error as a function of the measurement error variance ε for ensemble
sizes M = 2 (left panel) and M = 3 (right panel). 10-5
10-4
10-3
10-2
10-1
measurement noise variance
10-3
10-2
10-1
100
101
time-averaged mean squared error
time-averaged mean squared error
reference line with slope p =1/2 10-5
10-4
10-3
10-2
10-1
measurement noise variance
10-3
10-2
10-1
100
101
time-averaged mean squared error
time-averaged mean squared error
reference line with slope p =1/2 time-averaged mean squared error time-averaged mean squared error time-averaged mean squared error
reference line with slope p =1/2 10-2 Figure 3. Time-averaged mean squared error as a function of the measurement error variance ε for ensemble
sizes M = 2 (left panel) and M = 3 (right panel). Lemma 19. We have that Lemma 19. We have that (131)
∥P M
t
−Pt∥F ≤2Σ(t)
1
M −1
X
i
∥Xi
t −ˆXi
t∥2
! 1
2
+ RM(t) (131) with limM→∞RM(t) = 0 a.s. and in L1(P). Here with limM→∞RM(t) = 0 a.s. and in L1(P). Here (132)
Σ(t) :=
1
M −1
X
i
∥Xi
t −¯xM
t ∥2
! 1
2
+
1
M −1
X
i
∥ˆXi
t −¯xt∥2
! 1
2
. (132) Similarly, Similarly, (133)
∥QM
t
−Qt∥F ≤2(1 + ∥h∥Lip)Σ(t)
1
M −1
X
i
∥Xi
t −ˆXi
t∥2
! 1
2
+ SM(t) (133) with limM→∞SM(t) = 0 a.s. and in L1(P). with limM→∞SM(t) = 0 a.s. and in L1(P). Remark 20. Note that the factor Σ(t) is locally bounded in t due to Lemma 14 and an
appropriate generalization of Lemma 4. c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER 1177 Proof of Lemma 19. First, note that we can decompose Proof of Lemma 19. First, note that we can decompose Proof of Lemma 19. First, note that we can decompose Proof of Lemma 19. First, note that we can decompose (134)
P M
t
−Pt =
1
M −1
M
X
i=1
Xi
t −¯xM
t
Xi
t −¯xM
t
T −E
ˆXt −¯xt
ˆXt −¯xt
T
=
1
M −1
M
X
i=1
Xi
t −¯xM
t
−
ˆXi
t −¯xt
Xi
t −¯xM
t
T
+
1
M −1
M
X
i=1
ˆXi
t −¯xt
Xi
t −¯xM
t
−
ˆXi
t −¯xt
T
+
1
M −1
M
X
i=1
ˆXi
t −¯xt
ˆXi
t −¯xt
T
−E
ˆXt −¯xt
ˆXt −¯xt
T (134) ownloaded 08/17/18 to 134.225.109.120. Redistribution subject to CCBY license = I + II + III. In particular, ∥P M
t
−Pt∥F ≤∥I∥F + ∥II∥F + ∥III∥F. Term I can be estimated from above by
(135) In particular, ∥P M
t
−Pt∥F ≤∥I∥F + ∥II∥F + ∥III∥F. Term I can be estimated from above by
(135) (
)
∥I∥F ≤
1
M −1
M
X
i=1
∥Xi
t −¯xM
t
−
ˆXi
t −¯xt
∥2
!1/2
1
M −1
M
X
i=1
∥Xi
t −¯xM
t ∥2
!1/2
≤
1
M −1
M
X
i=1
∥Xi
t −ˆXi
t∥2
!1/2
+
r
M
M −1∥xM
t
−¯xt∥
1
M −1
M
X
i=1
∥Xi
t −¯xM
t ∥2
!1/2
≤
2
1
M −1
M
X
i=1
∥Xi
t −ˆXi
t∥2
!1/2
+
r
M
M −1
1
M
M
X
i=1
ˆXi
t −E
h
ˆXi
t
i
×
1
M −1
M
X
i=1
∥Xi
t −¯xM
t ∥2
!1/2
. Similarly !1/2 !1/2 Similarly, (136)
∥II∥F ≤
2
1
M −1
M
X
i=1
∥Xi
t −ˆXi
t∥2
!1/2
+
r
M
M −1
1
M
M
X
i=1
ˆXi
t −E
h
ˆXi
t
i
×
1
M −1
M
X
i=1
∥ˆXi
t −¯xt∥2
!1/2
. JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT 1178 Adding up all terms we arrive at the estimate Adding up all terms we arrive at the estimate Adding up all terms we arrive at the estimate (138)
∥P M
t
−Pt∥F ≤2Σ(t)
1
M −1
M
X
i=1
∥Xi
t −ˆXi
t∥2
!1/2
+ RM(t) (138) with the remainder (139)
RM(t) = Σ(t)
r
M
M −1
1
M
M
X
i=1
ˆXi
t −E
h
ˆXi
t
i
+ ∥III∥F . (139) The strong law of large numbers now implies that limM→∞RM(t) = 0 in a.s. and in L1(P). The proof of the second estimate is done similarly. The strong law of large numbers now implies that limM→∞RM(t) = 0 in a.s. and in L1(P). The proof of the second estimate is done similarly. Lemma 21. Let ˆXi
t, 1 ≤i ≤M, M ≥2, be the solution of (11) with initial conditions
i.i.d. (π0) and suppose that π0 has bounded support contained in a ball with radius K. Then
for all T > 0 there exist δ0 > 0 and κ0 > 0 depending on T, but independent of M, such that (140)
E
h
eδ0
R t
0
1
M
PM
i=1 ∥ˆ
Xi
s∥2dsi
≤e2κ0
K2
M +∥h(Xref
0:T)∥
2
∞
< +∞
∀t ≤T . (140) Here, the expectation is taken also w.r.t. the distribution of {Ys}. Proof. First, note that Itˆo’s formula and (11) imply that Proof. First, note that Itˆo’s formula and (11) imply that (141)
d
1
M
M
X
i=1
∥ˆXi
t∥2
! = 2
M
M
X
i=1
⟨f
ˆXi
t
, ˆXi
t⟩dt + 2
M
M
X
i=1
⟨DP−1
t
ˆXi
t −¯xt,
, ˆXi
t⟩dt
−1
M
M
X
i=1
⟨QtR−1h
ˆXi
t
, ˆXi
t⟩dt −1
M
M
X
i=1
⟨QtR−1¯ht, ˆXi
t⟩dt
+ 2
M
M
X
i=1
⟨ˆXi
t, QtR−1dYt⟩+ 1
M tr
QtR−1Qt
dt . (141) Using Lipschitz continuity of f and h and the Lemmata 14 and 15, the right-hand side can
be estimated from above for t ≤T by Using Lipschitz continuity of f and h and the Lemmata 14 and 15, the right-hand side can
be estimated from above for t ≤T by (142)
C(T)
1 + 1
M
M
X
i=1
∥ˆXi
t∥2
! LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER Fi
ll ∥II∥F ≤
2
1
M −1
M
X
i=1
∥Xi
t −ˆXi
t∥2
!1/2
+
r
M
M −1
1
M
M
X
i=1
ˆXi
t −E
h
ˆXi
t
i
(136) (136)
i=1
! ×
1
M −1
M
X
i=1
∥ˆXi
t −¯xt∥2
!1/2
.
×
1
M −1
M
X
i=1
∥ˆXi
t −¯xt∥2
! Finally, y
(137) (137)
∥III∥F =
1
M
M
X
i=1
ˆXi
t( ˆXi
t)T −E
h
ˆXi
t( ˆXi
t)Ti
+
1
M(M −1)
ˆXi
t −¯xt
ˆXi
t −¯xt
T
F
≤
1
M
M
X
i=1
ˆXi
t( ˆXi
t)T −E
h
ˆXi
t( ˆXi
t)Ti
F
+ 1
M
1
M −1
M
X
i=1
ˆXi
t −¯xt
ˆXi
t −¯xt
T
F
. c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT + 2
M
M
X
i=1
⟨ˆXi
t, QtR−1dYt⟩ (142) for some uniform constant C(T). Since dYt = h
Xref
t
dt + R−1/2dBt we can further estimate
from above for t ≤T for some uniform constant C(T). Since dYt = h
Xref
t
dt + R−1/2dBt we can further estimate
from above for t ≤T (143)
C(T)
1 +
h
Xref
t
2
+ 1
M
M
X
i=1
∥ˆXi
t∥2
! + 2
M
M
X
i=1
⟨ˆXi
t, QtR−1/2dBt⟩ (143) c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER 1179 for some possibly different constant C(T). Itˆo’s product rule now implies for α := 1 + C(T)
and t ≤T for some possibly different constant C(T). Itˆo’s product rule now implies for α := 1 + C(T)
and t ≤T (144)
d
e−αt 1
M
M
X
i=1
∥ˆXi
t∥2
! ≤e−αtC(T)
1 +
h
Xref
t
2
dt −e−αt
1
M
M
X
i=1
∥ˆXi
t∥2
! dt
+ e−αt 2
M
M
X
i=1
⟨ˆXi
t, QtR−1/2dBt⟩, (144) (144)
+ e−αt 2
M
M
X
i=1
⟨ˆXi
t, QtR−1/2dBt⟩, which implies that which implies that (145)
Z t
0
e−αs 1
M
M
X
i=1
∥ˆXi
s∥2ds ≤1
M
M
X
i=1
∥ˆXi
0∥2 + C(T)
1 +
h
Xref
0:T
2
∞
+
Z t
0
e−αs 2
M
M
X
i=1
⟨ˆXi
s, QtR−1/2dBs⟩. (145) To simplify notation in the following, let To simplify notation in the following, let To simplify notation in the following, let (146)
Mt :=
Z t
0
e−αs 2
M
M
X
i=1
⟨ˆXi
s, QtR−1/2dBs⟩ (146) and observe that the quadratic variation ⟨M⟩t can be estimated from above by (147)
⟨M⟩t =
4
M2
M
X
i=1
Z t
0
e−2αs∥R−1/2QT
s ˆXi
s∥2ds
≤
4∥R−1/2∥2
F∥h∥2
LipC(T)2
M
Z t
0
e−αs 1
M
M
X
i=1
∥ˆXi
s∥2ds , (147) (147)
≤
4∥R−1/2∥2
F∥h∥2
LipC(T)2
M
Z t
0
e−αs 1
M
M
X
i=1
∥ˆXi
s∥2ds , (148)
∥Qs∥2
F ≤∥h∥2
LipE
h
∥ˆXs −¯xs∥2i
≤∥h∥2
LipC(T)2 (148) and Lemma 14. The assumption on the initial condition now implies for δ > 0 and Lemma 14. ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT 1180 thereby using the inequality thereby using the inequality thereby using the inequality (150)
E
h
eδMti
= E
h
e
1
2(2δMt−2δ2⟨M⟩t)e
1
2(2δ2⟨M⟩t)i
≤E
h
e2δMt−2δ2⟨M⟩ti1/2
E
h
e2δ2⟨M⟩ti1/2
= E
h
e2δ2⟨M⟩ti1/2
. (150)
E
h
eδMti
= E
h
e
1
2(2δMt−2δ2⟨M⟩t)e
1
2(2δ2⟨M⟩t)i
≤E
h
e2δMt−2δ2⟨M⟩ti1/2
E
h
e2δ2⟨M⟩ti1/2
= E
h
e2δ2⟨M⟩ti1/2
. (150) Hence for δ0 > 0 with Hence for δ0 > 0 with Hence for δ0 > 0 with (151)
δ0
8∥R−1/2∥2
F∥h∥2
LipC(T)2
M
< 1 (151) (152)
E
h
eδ0
R t
0 e−αs 1
M
PM
i=1 ∥ˆ
Xi
s∥2dsi
≤e2δ0
K2
M +C(T)
1+∥h(Xref
0:T)∥
2
∞
< e2κ0
K2
M +∥h(Xref
0:T)∥
2
∞
< +∞ oaded 08/17/18 to 134.225.109.120. Redistribution subject to CCBY license for a suitable κ0 > 0. for a suitable κ0 > 0. c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER The assumption on the initial condition now implies for δ > (149)
E
h
eδ
R t
0 e−αs 1
M
PM
i=1 ∥ˆ
Xi
s∥2 dsi
≤eδ
K2
M +C(T)
1+∥h(Xref
0:T)∥
2
∞
E
h
eδMti
≤eδ
K2
M +C(T)
1+∥h(Xref
0:T)∥
2
∞
E
h
e2δ2⟨M⟩ti1/2
≤eδ
K2
M +C(T)
1+∥h(Xref
0:T)∥
2
∞
(149)
≤eδ
K2
M +C(T)
1+∥h(Xref
0:T)∥
2
∞
E
h
e2δ2⟨M⟩ti1/2
≤eδ
K2
M +C(T)
1+∥h(Xref
0:T)∥
2
∞
× E
"
e2δ
4∥R−1/2∥2
F∥h∥2
LipC(T )2
M
δ
R t
0 e−αs 1
M
PM
i=1 ∥ˆ
Xi
s∥2ds
#1/2
, (149) ≤e
× E
"
e2δ
4∥R−1/2∥2
F∥h∥2
LipC(T )2
M
δ
R t
0 e−αs 1
M
PM
i=1 ∥ˆ
Xi
s∥2ds
#1/2
, c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license JANA DE WILJES, SEBASTIAN REICH, AND WILHELM STANNAT c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 licen REFERENCES [AKIR14]
J. Amezcua, E. Kalnay, K. Ide, and S. Reich, Ensemble transform Kalman-Bucy filters, Q. J. R. Meteorol. Soc., 140 (2014), pp. 995–1004. [AMGC02]
M.S. Arulampalam, S. Maskell, N. Gordon, and T. Clapp, A tutorial on particle filters for
online nonlinear/non-Gaussian Bayesian tracking, IEEE Trans. Signal Process., 50 (2002),
pp. 174–188. A. Bain and D. Crisan, Fundamentals of Stochastic Filtering, Stoch. Model. Appl. Probab. 60,
Springer-Verlag, New York, 2008. K. Bergemann and S. Reich, A localization technique for ensemble Kalman filters, Q. J. R. Meteorol. Soc., 136 (2010), pp. 701–707. K. Bergemann and S. Reich, An ensemble Kalman-Bucy filter for continuous data assimila-
tion, Meteorolog. Zeitschrift, 21 (2012), pp. 213–219. (
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M. Barlow and M. Yor, Semi-martingale inequalities via the Garcia-Rodemich-Rumsey
lemma, and applications to local times, J. Functional Anal., 49 (1982), pp. 198–229. A. Doucet, N. de Freitas, and N. Gordon, eds., Sequential Monte Carlo Methods in Prac-
tice, Springer-Verlag, New York, 2001. L. Dieci and T. Eirola, On smooth decompositions of matrices, SIAM J. Matrix Anal. Appl.,
20 (1999), pp. 800–819, https://doi.org/10.1137/S0895479897330182. P. Del Moral, A. Kurtzmann, and J. Tugaut, On the Stability and the Uniform Propagation
of Chaos of a Class of Extended Ensemble Kalman-Bucy Filters, Technical Report, INRIA
Bordeaux Research Center, Talence, France, https://arxiv.org/abs/1606.08256, 2016. [Eve06] G. Evensen, Data Assimilation. The Ensemble Kalman Filter, Springer-Verlag, New York, 2006. F. Le Gland, V. Monbet, and V.D. Tran, Large sample asymptotics for the ensemble Kalman
filter, in The Oxford Handbook of Nonlinear Filtering, Oxford University Press, Oxford, 2011,
pp. 598–631. C. Gonz´alez-Tokman and B.R. Hunt, Ensemble data assimilation for hyperbolic systems,
Phys. D, 243 (2013), pp. 128–142. A.H. Jazwinski, Stochastic Processes and Filtering Theory, Academic Press, New York, 1970. A.H. Jazwinski, Stochastic Processes and Filtering T D.T. Kelly, K.J.H. Law, and A. Stuart, Well-posedness and accuracy of the ensemb
Kalman filter in discrete and continuous time, Nonlinearity, 27 (2014), pp. 2579–2604. E. Kwiatowski and J. Mandel, Convergence of the square root ensemble Kalman filter in the
large ensemble limit, SIAM/ASA J. Uncertain. Quantif., 3 (2015), pp. 1–17, https://doi.org/
10.1137/140965363. ⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license LONG-TIME BEHAVIOR OF THE ENSEMBLE KALMAN FILTER 1181 D. Kelly, A.J. Majda, and X.T. Tong, Concrete ensemble Kalman filters with rigorous
catastrophic filter divergence, Proc. Natl. Acad. Sci. USA, 112 (2015), pp. 10589–10594. (
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H. Kwakernaak and R. Sivan, Linear Optimal Control Systems, Wiley Interscience, New
York, 1972. [Lor63] E.N. Lorenz, Deterministic non-periodic flows, J. Atmos. Sci., 20 (1963), pp. 130–141. K. Law, A. Stuart, and K. Zygalakis, Data Assimilation: A Mathematical Introduction,
Springer-Verlag, Cham, 2015. A. Majda and J. Harlim, Filtering Complex Turbulent Systems, Cambridge University Press,
Cambridge, 2012. P. Del Moral, Mean Field Simulation for Monte Carlo Integration, CRC Press, Boca Raton,
FL, 2013. Øksendal, Stochastic Differential Equations, 5th ed., D. Ocone and E. Pardoux, Asymptotic stability of the optimal filter with respect to its ini-
tial condition, SIAM J. Control Optim., 34 (1996), pp. 226–243, https://doi.org/10.1137/
S0363012993256617. S. Reich and C.J. Cotter, Probabilistic Forecasting and Bayesian Data Assimilation, Cam-
bridge University Press, New York, 2015. S. Reich, A dynamical systems framework for intermittent data assimilation, BIT, 51 (2011),
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Kalman filters, Nonlinearity, 29 (2016), pp. 657–691. (
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X.T. Tong, Performance Analysis of Local Ensemble Kalman Filter, Technical Report, National
University of Singapore, Singapore, https://arxiv.org/abs/1705.10598, 2017. c⃝2018 SIAM. Published by SIAM under the terms of the Creative Commons 4.0 license
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https://openalex.org/W3215636253
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https://upcommons.upc.edu/bitstream/2117/359913/1/symmetry-13-02244.pdf
|
English
| null |
Racetrack Microtron—Pushing the Limits
|
Symmetry
| 2,021
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cc-by
| 14,723
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symmetry
S
S symmetry
S
S symmetry
S
S S
S symmetry Article Maxim Borisov 1,2,*, Andrey Ermakov 2,3, Vadim Khankin 2,3, Yuri Kubyshin 4
and Vasiliy Shvedunov 2,3,5 Symmetry 2021, 13, 2244. https://
doi.org/10.3390/sym13122244
Academic Editor: Vitalii A. Okorokov Keywords: electron accelerator; classical microtron; racetrack microtron; multisection LINAC; longi-
tudinal phase space Maxim Borisov 1,2,*, Andrey Ermakov 2,3, Vadim Khankin 2,3, Yuri Kubyshin 4
and Vasiliy Shvedunov 2,3,5 Maxim Borisov 1,2,*, Andrey Ermakov 2,3, Vadim Khankin 2,3, Yuri Kubyshin 4
and Vasiliy Shvedunov 2,3,5 1
Faculty of Physics, Lomonosov Moscow State University, Leninskie Gory, 119991 Moscow, Russia y
y
y
y
2
Laboratory of Electron Accelerators MSU Ltd., Leninskie Gory, 119992 Moscow, Russia;
a_ermak1978@mail.ru (A.E.); v-k32@yandex.ru (V.K.); shved@depni.sinp.msu.ru (V.S.)
3 2
Laboratory of Electron Accelerators MSU Ltd., Leninskie Gory, 119992 Moscow, Russia;
a ermak1978@mail.ru (A.E.); v-k32@yandex.ru (V.K.); shved@depni.sinp.msu.ru (V.S.) Laboratory of Electron Accelerators MSU Ltd., Leninskie Gory, 119992 Moscow, Russia;
a_ermak1978@mail.ru (A.E.); v-k32@yandex.ru (V.K.); shved@depni.sinp.msu.ru (V.S.)
3
Skobeltsyn Institute of Nuclear Physics, Lomonosov Moscow State University, Leninskie Gory,
119991 Moscow, Russia (
)
y
(
)
p
p
(
)
3
Skobeltsyn Institute of Nuclear Physics, Lomonosov Moscow State University, Leninskie Gory,
119991 Moscow, Russia 4
Institute of Energy Technologies, Technical University of Catalonia, 08028 Barcelona, Spain;
iouri.koubychine@upc.edu 4
Institute of Energy Technologies, Technical University of Catalonia, 08028 Barcelona, Spain;
iouri.koubychine@upc.edu y
p
5
P.N. Lebedev Physical Institute of the Russian Academy of Sciences, Leninskiy Prospect 53,
119991 Moscow, Russia 5
P.N. Lebedev Physical Institute of the Russian Academy of Sciences, Leninskiy Prospect 53,
119991 Moscow, Russia *
Correspondence: borisov.ma14@physics.msu.ru Abstract: We consider three types of electron accelerators that can be used for various applications,
such as industrial, medical, cargo inspection, and isotope production applications, and that require
small- and medium-sized machines, namely classical microtron (CM), race-track microtron (RTM),
and multisection linac. We review the principles of their operation, the specific features of the
beam dynamics in these machines, discuss their advantages and weak points, and compare their
technical characteristics. In particular, we emphasize the intrinsic symmetry of the stability region of
microtrons. We argue that RTMs can be a preferable choice for medium energies (up to 100 MeV) and
that the range of their potential applications can be widened, provided that the beam current losses
are significantly reduced. In the article, we analyze two possible solutions in detail, namely increasing
the longitudinal acceptance of an RTM using a higher-order harmonic accelerating structure and
improving beam matching at the injection.
Citation: Borisov, M.; Ermakov, A.;
Khankin, V.; Kubyshin, Y.;
Shvedunov, V. Racetrack
Microtron—Pushing the Limits. Symmetry 2021, 13, 2244. https://
doi.org/10.3390/sym13122244
Academic Editor: Vitalii A. Okorokov
Received: 25 October 2021
Accepted: 17 November 2021
Published: 24 November 2021
Citation: Borisov, M.; Ermakov, A.;
Khankin, V.; Kubyshin, Y.;
Shvedunov, V. Racetrack
Microtron—Pushing the Limits. 1. Introduction https://doi.org/10.3390/sym13122244 Symmetry 2021, 13, 2244 2 of 17
of this
hem to structures, is the MAMI cascade of three RTMs and one double-sided continuous wave
(CW) microtron with normal conducting accelerating structures, which have a final energy
of 1.5 GeV and an average current of 100 µA for fundamental research in the field of nuclear
physics [8–11]. energy of several tens of MeV; these parameters are necessary for the production of med
ical isotopes through the use of photonuclear reactions [12–14]. Particular emphasis can
be placed on methods for reducing beam current losses during acceleration by increasing
the longitudinal acceptance and the better matching of the injected longitudinal beam
emittance with the RTM acceptance. structures, is the MAMI cascade of three RTMs and one double-sided continuous wave
(CW) microtron with normal conducting accelerating structures, which have a final energy
of 1.5 GeV and an average current of 100 µA for fundamental research in the field of nuclear
physics [8–11]. energy of several tens of MeV; these parameters are necessary for the production of med
ical isotopes through the use of photonuclear reactions [12–14]. Particular emphasis can
be placed on methods for reducing beam current losses during acceleration by increasing
the longitudinal acceptance and the better matching of the injected longitudinal beam
emittance with the RTM acceptance. Figure 1. (a) Classical microtron. (b) Racetrack microtron. (c) Multisection linear accelerator. (1)—electron gun (electron
source), (2)—accelerating structure (resonator), (3)—RF energy source (magnetron, klystron) with a high-voltage power
supply (modulator), (4)—bending magnet(s), (5)—beam extraction magnet (or system), (6)—injection magnet, (7)—quad-
rupole lenses. Figure 1. (a) Classical microtron. (b) Racetrack microtron. (c) Multisection linear accelerator. (1)—electron gun (elec-
tron source), (2)—accelerating structure (resonator), (3)—RF energy source (magnetron, klystron) with a high-voltage
power supply (modulator), (4)—bending magnet(s), (5)—beam extraction magnet (or system), (6)—injection magnet,
(7)—quadrupole lenses. Figure 1. (a) Classical microtron. (b) Racetrack microtron. (c) Multisection linear accelerator. (1)—electron gun (electron
source), (2)—accelerating structure (resonator), (3)—RF energy source (magnetron, klystron) with a high-voltage power
supply (modulator), (4)—bending magnet(s), (5)—beam extraction magnet (or system), (6)—injection magnet, (7)—quad-
rupole lenses. Figure 1. (a) Classical microtron. (b) Racetrack microtron. (c) Multisection linear accelerator. (1)—electron gun (elec-
tron source), (2)—accelerating structure (resonator), (3)—RF energy source (magnetron, klystron) with a high-voltage
power supply (modulator), (4)—bending magnet(s), (5)—beam extraction magnet (or system), (6)—injection magnet,
(7)—quadrupole lenses. 1. Introduction This paper is based on the experience of developing and constructing various types
of RTM at the Skobeltsyn Institute of Nuclear Physics at Lomonosov Moscow State Uni-
versity in cooperation with research groups from Russia and other countries [10,15–20]. 2. Comparison of Classical and Racetrack Microtrons
2.1. RTM Advantages
The following features are usually indicated when comparing CM and RTM: Because
of the design geometry in a CM, only one resonator with a moderate electric field strength
can be installed (see Figure 1a); therefore, the synchronous energy gain per turn ∆ܧ௦ is
quite low and is typically equal to the electron rest mass, ∆ܧ௦≈0.5 MeV. In the case of the CMs and RTMs for the resonance conditions of acceleration to be
In this article, we compare CMs, RTMs, and multisection linear accelerators (LINACs),
such as those shown schematically in Figure 1, in terms of design complexity, dimensions,
cost, and capability of achieving the main beam parameters such as energy, energy spread,
pulse and average current, and beam stability. The ultimate goal of this analysis is to
formulate lines of improvement for pulsed RTMs that would allow them to produce
beams with an average beam current that is higher than 100 µA and with an energy
of several tens of MeV; these parameters are necessary for the production of medical
isotopes through the use of photonuclear reactions [12–14]. Particular emphasis can be
placed on methods for reducing beam current losses during acceleration by increasing
the longitudinal acceptance and the better matching of the injected longitudinal beam
emittance with the RTM acceptance. fulfilled, the magnetic field ܤ of the bending magnet and the synchronous energy gain
per turn must be related through the following formula [3–5]:
2ߨ∆ܧ
p
This paper is based on the experience of developing and constructing various types of
RTM at the Skobeltsyn Institute of Nuclear Physics at Lomonosov Moscow State University
in cooperation with research groups from Russia and other countries [10,15–20]. 1. Introduction Since its invention, the pulsed racetrack microtron (RTM) has been the attracting atten-
tion of potential users due to the possibility of its use resulting in obtaining an accelerated
electron beam of sufficiently high energy using a seemingly simple, compact, and quite
economic machine. However, the number of RTMs built and that are in operation is in-
comparably less than the number of linear accelerators, which have an average accelerated
beam current that is too low for many potential applications. In the article, we analyze the
problems that led to this situation and outline solutions that are aimed at increasing the
average current of RTMs. Received: 25 October 2021
Accepted: 17 November 2021
Published: 24 November 2021 Received: 25 October 2021
Accepted: 17 November 2021
Published: 24 November 2021 Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. g
The idea of a classical microtron (CM) (Figure 1a) was first proposed in 1944 in the
pioneering article by V.I. Veksler that was devoted to the principle of phase stability in
cyclic accelerators [1]. The idea of an RTM (Figure 1b), as indicated in Ref. [2], belongs to J.S. Schwinger. The main period of CM and RTM development fell within the 1960s–1990s of
the last century. There is a number of books and review articles in which various versions
of these types of accelerators are described in detail and where references to original articles
are given, see, for example, Refs. [3–7]. The majority of CM and RTM applications are in
the fields of nuclear physics research, radiation therapy, radiography, injection into syn-
chrotrons, gamma-activation analysis, research on the production of medical isotopes, and
the detection of explosives. The pinnacle of microtron development, which is unlikely to be
surpassed because of the development of the technology of superconducting accelerating Copyright: © 2021 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/). https://www.mdpi.com/journal/symmetry Symmetry 2021, 13, 2244. ܤ= ݁ߥܿߣ,
where e is the elementary electric charge, λ is the wavel
2. Comparison of Classical and Racetrack Microtrons
2.1. RTM Advantages For an energy of, for example, 50 MeV,
the number of orbits will be close to 100, the last orbit radius will be approximately 1.7 m,
and the outer diameter of the magnet will be about 4 m. In practice, CMs are operated at larger value of the synchronous energy gain, which
makes it possible to decrease the dimensions of the accelerator slightly. However, this
also reduces the stability of the resonator operation, and for an energy of tens of MeV, the
dimensions of the accelerator and the number of orbits are still large. In an RTM, a multi-cavity accelerating structure can be placed in the drift space
between the bending magnets (see Figure 1b) so that the energy gain per turn can be
increased considerably. Therefore, if, for example, ∆Es = 5 MeV, ν = 1, λ = 0.1 m, and the
final energy is 50 MeV, then the magnetic field will increase to 1 T, and consequently, the
maximum orbit radius will decrease to 0.17 m. Thus, the RTM design makes it possible to
build significantly more compact accelerators that are able to produce higher energy beams. Another advantage of RTMs is the possibility of implementing various beam focusing
schemes. In CMs, the problem of focusing in the vertical plane (a plane perpendicular to
the plane of the orbits) is partially solved by introducing RF quadrupole focusing by means
of elliptical resonator beam holes [22,23]. The main disadvantages of this approach are the
dependence of the optical power on the phase of the particle relative to the accelerating field
that leads to the coupling of the longitudinal and transverse planes and the appearance of
defocusing in the horizontal plane. RTM design creates different possibilities for electron injection, thus being more
flexible than the CM design. In fact, a large number of injection schemes for both low-
energy beams from an electron gun and relativistic beams from a linear pre-accelerator can
be implemented in RTMs. To stress the importance of optimal injection, we would like
to note that CMs became widespread in various applications after the invention of new
injection schemes in the 1960s and 1970s that made it possible to increase the accelerated
beam current significantly [24]. ܤ= ݁ߥܿߣ,
where e is the elementary electric charge, λ is the wavel
2. Comparison of Classical and Racetrack Microtrons
2.1. RTM Advantages Finally, it is straightforward to obtain electrons of different energies in an RTM by
simply extracting the beam from the different orbits; a review of these extraction schemes
can be seen in Ref. [4]. ܤ= ݁ߥܿߣ,
where e is the elementary electric charge, λ is the wavel
2. Comparison of Classical and Racetrack Microtrons
2.1. RTM Advantages free space, ν is the increase of the harmonic number per turn, and c is the speed of light. The following features are usually indicated when comparing CM and RTM: Because
of the design geometry in a CM, only one resonator with a moderate electric field strength
can be installed (see Figure 1a); therefore, the synchronous energy gain per turn ∆Es is
quite low and is typically equal to the electron rest mass, ∆Es ≈0.5 MeV. In the case of the CMs and RTMs for the resonance conditions of acceleration to be
fulfilled, the magnetic field B0 of the bending magnet and the synchronous energy gain per
turn must be related through the following formula [3–5]: B0 = 2π∆Es
eνcλ ,
(1) (1) where e is the elementary electric charge, λ is the wavelength of the accelerating field in
free space, ν is the increase of the harmonic number per turn, and c is the speed of light. We would like to note that ν is essentially the number of the accelerating field wavelengths where e is the elementary electric charge, λ is the wavelength of the accelerating field in
free space, ν is the increase of the harmonic number per turn, and c is the speed of light. We would like to note that ν is essentially the number of the accelerating field wavelengths Symmetry 2021, 13, 2244 3 of 17 3 of 17 by which the length of the orbit increases from turn to turn. The maximum width of the
region of stable phase oscillations is achieved for ν = 1 [21]. Thus, for a typical value of
λ = 0.1 m, the field in the CM magnet is B0 ≈0.1 T. For an energy of, for example, 50 MeV,
the number of orbits will be close to 100, the last orbit radius will be approximately 1.7 m,
and the outer diameter of the magnet will be about 4 m. by which the length of the orbit increases from turn to turn. The maximum width of the
region of stable phase oscillations is achieved for ν = 1 [21]. Thus, for a typical value of
λ = 0.1 m, the field in the CM magnet is B0 ≈0.1 T. 2.2. Common Problems of CM and RTM CM and RTM share a number of common problems. The most serious one is the
narrow stable phase oscillation region. For ν = 1, the region of stability is at its maximum
for the synchronous phase ϕs = 16◦and is of only 32◦width in phase, whereas its size in
energy is given by |δEn/∆Es| < 0.05. Here, δEn = En −Es,n is the deviation of the beam
energy at the nth orbit from the synchronous particle energy Es,n = Einj + n∆Es, and Einj is
the injection energy. The problem that is caused by the stable phase oscillation region being narrow is
aggravated by the presence of nonlinear resonances. The most dangerous nonlinear
resonances causing beam losses are the third-order and forth-order resonances situated
for ν = 1 at the synchronous phase values ϕs = 25.5◦and ϕs = 17.7◦, respectively. If the
number of orbits is not small, 10 or more, and if ϕs is close to the resonance, then the stable
phase oscillation region narrows sharply [25–27]. Previous studies have also revealed quite
non-trivial properties of the stable phase oscillation region in RTMs. It turns out to be
symmetrical with respect to certain symmetry lines, whose shape is determined by the
accelerating voltage as a function of the phase. Additionally, the stability region includes
stable elliptic islands that are separated from the longitudinal acceptance which, in terms
of the theory of dynamical systems, is a connected to a local stability domain that includes
the synchronous trajectory (see Ref. [27] for details). Symmetry 2021, 13, 2244 4 of 17 Within the framework of the present work, we studied a possibility of expanding the
region of stable phase oscillations by linearizing the time dependence of the accelerating
field by adding a second harmonic (see Section 4.1). Another problem that is common for both types of accelerators is a high-current
longitudinal instability that can occur for a high total load of the resonator or accelerating
structure by the beam current [28–30]. To a certain extent, this instability is similar to the
Robinson instability in synchrotrons [31], but there are also significant differences: first, in
CMs and RTMs the accelerating structure is simultaneously loaded by the beam current
from all of the orbits and second, the stable phase oscillation region in the microtrons is
considerably smaller than that of the synchrotrons. y
y
In Ref. 2.2. Common Problems of CM and RTM [30], a model describing the behavior of a beam current-loaded accelerating
structure fed by a klystron and longitudinal beam dynamics in an RTM is considered. Computer simulations show that the threshold current is 20–30 mA with an instability
development time of the order of 1 µs for a 70 MeV pulsed RTM with 14 orbits. The
threshold current can be increased by reducing the effective shunt impedance of the accel-
erating structure, diminishing the number of orbits, optimizing the coupling factor of the
accelerating structure with the feeding waveguide, and increasing the size of the effective
aperture (i.e., the aperture that takes into account field errors and the misalignments of
machine elements) in the horizontal plane on the return orbits. Finally, the acceleration of bunches with a large charge and a small phase length both in
CMs and RTMs leads to an increase of the beam emittance due to the coherent synchrotron
radiation in the bending magnets [32]. According to results obtained in Refs. [16,32] for
the wavelengths of λ~0.1 m, if no special measures to suppress this radiation are taken,
then the upper limit of the bunch charge for which no significant increase of the emittance
occurs is about 10 pC. This corresponds to a pulse current of approximately 30 mA. The
suppression of the coherent synchrotron radiation can be achieved by reducing the height
of the vacuum chamber section inside of the bending magnets to a value close to the bunch
length [33]. However, in this case, the vertical aperture may decrease, leading to a decrease
of the transverse acceptance of the accelerator. 2.3. RTM Problems As it has been explained above, dividing the CM magnet into two 180◦dipoles and
separating them by a drift space allows a multi-cavity accelerating structure to be placed
within a common orbit. However, this also leads to new problems that complicate the beam
dynamics and that limit the value of the accelerated beam current in RTMs. We consider
these problems below. 2.3.1. Beam Defocusing and Distortion by the Magnet Fringe Field 2.3.1. Beam Defocusing and Distortion by the Magnet Fringe Field In contrast to the CM magnet, the RTM magnets have a fringe field that exerts a strong
defocusing effect in the vertical plane on the beam. To compensate it, an additional narrow
dipole magnet is installed at the entrance of the main bending magnet that has a field
of polarization that is opposite to that of the main field [34]. The focal length f0 of this
magnetic system is determined by the expression [8]: 1
f0
=
R l
0(B(z)/B0 )2dz −R l
0(B(z)/B0 )dz
R2
(2) (2) where B(z) is the magnetic field profile as a function of the distance z = 0 . . . l in the
direction orthogonal to the edge of the magnet, and B0 and R are the value of the field and
bending radius in the region of the uniform field of the main dipole, respectively. g
g
y
By properly selecting the position, shape, and magnitude of the inverse field, it is
possible to adjust the focal length of the 2-dipole magnetic system over a wide range. It is also possible to achieve the closure of the orbit and reflection of the beam back to
the accelerating structure after the first acceleration, and in this way, it is possible solve Symmetry 2021, 13, 2244 5 of 17
beam the problem of the beam bypassing the accelerating structure in RTMs; see Ref. [4] for
more details. length from the median plane given by the formula [8]:
2
ଶ ቀܤᇱ(ݖ)ൗ
ቁ
ଶ
݀
The beam defocusing the fringe field also causes the nonlinear distortion of the beam
phase space due to aberrations and an increase in the vertical effective emittance. One of
the manifestations of this effect is the contribution to the deviation of the quadratic focal
length from the median plane given by the formula [8]:
1
݂ଵ
=
2ݕଶ ቀܤ(ݖ)
ܤ
ൗ
ቁ݀ݖ
3ܴଶ
(3)
where y is the particle vertical displacement and ܤᇱ(ݖ) is derivative of the magnetic field
profile It is clear that generally the aberrations in the magnetic system with an inverse 1
f1
= 2y2 R l
0(B′(z)/B0)2dz
3R2
(3)
y
g
y
than in an ordinary main bending magnet. 2.3.1. Beam Defocusing and Distortion by the Magnet Fringe Field Indeed, the inte-
former case, there are two regions with varying magnetic
ro derivative, namely the main magnet fringe field region (3)
e
netic
i where y is the particle vertical displacement and B′(z) is derivative of the magnetic field
profile. It is clear that generally, the aberrations in the magnetic system with an inverse
dipole will be much stronger than in an ordinary main bending magnet. Indeed, the
integrand is positive, and in the former case, there are two regions with varying magnetic
fields and therefore a non-zero derivative, namely the main magnet fringe field region and
the inverse field one, whereas in the latter case, there is just one fringe field region. and the inverse field one, whereas in the latter case, there is just one fringe field region. The contribution of aberrations to the emittance growth is determined by the ratio of
the vertical beam size ߪ௬ to the pole gap height h. For example, in the cascade of high
energy CW RTMs [8–11], ߪ௬≪ℎ, and as a consequence, the aberrations are small. How-
ever, an increase in the pole gap height leads to a proportional increase of the current in
the magnet coils and an increase in the size and mass of the magnet that is not acceptable The contribution of aberrations to the emittance growth is determined by the ratio
of the vertical beam size σy to the pole gap height h. For example, in the cascade of high
energy CW RTMs [8–11], σy ≪h, and as a consequence, the aberrations are small. However,
an increase in the pole gap height leads to a proportional increase of the current in the
magnet coils and an increase in the size and mass of the magnet that is not acceptable in
the case of accelerators for applied purposes because it results in a significant increase in
the size and cost of the whole machine. Therefore, for energies of up to 100 MeV in pulsed
RTMs, a usual choice is h = 2–3 cm with the vertical beam size in the region of the fringe
field reaching σy ≈1 cm, leading to strong nonlinear distortions of the phase space and
noticeable losses of the beam current. in the case of accelerators for applied purposes because it results in a significant increase
in the size and cost of the whole machine. 2.3.1. Beam Defocusing and Distortion by the Magnet Fringe Field Therefore, for energies of up to 100 MeV in
pulsed RTMs, a usual choice is h = 2–3 cm with the vertical beam size in the region of the
fringe field reaching ߪ௬≈ 1 cm, leading to strong nonlinear distortions of the phase space
and noticeable losses of the beam current. As an example, in Figure 2, the results of the numerical simulations of the beam dy-
namics in the 55 MeV RTM exit are shown [18]. In this case, the pole gap height of the
magnets is h = 2 cm. Nonlinear distortions of the phase space are clearly seen in the vertical
plane. The results discussed here show that when choosing the shape of the fringe field, one As an example, in Figure 2, the results of the numerical simulations of the beam
dynamics in the 55 MeV RTM exit are shown [18]. In this case, the pole gap height of
the magnets is h = 2 cm. Nonlinear distortions of the phase space are clearly seen in the
vertical plane. g
p
g
,
should minimize the aberrations given by Equation (3). Moreover, the pole gap height
should be at least 3 cm, and the optics of the RTM should be optimized with the minimi-
zation criteria for the vertical beam size and should be in the region of the fringe field of
the magnets. (a)
(b)
Figure 2. Results of numerical simulations of the beam dynamics of the 55 MeV RTM [18]; (a) phase space in the vertical
plane, (b) beam spot at the RTM exit. The pole gap height of the magnet is 2 cm. (a) (a) (b) (b) (b) (a) Figure 2. Results of numerical simulations of the beam dynamics of the 55 MeV RTM [18]; (a) phase space in the vertical
plane, (b) beam spot at the RTM exit. The pole gap height of the magnet is 2 cm. The results discussed here show that when choosing the shape of the fringe field,
one should minimize the aberrations given by Equation (3). Moreover, the pole gap
height should be at least 3 cm, and the optics of the RTM should be optimized with the The results discussed here show that when choosing the shape of the fringe field,
one should minimize the aberrations given by Equation (3). 2.3.1. Beam Defocusing and Distortion by the Magnet Fringe Field Moreover, the pole gap
height should be at least 3 cm, and the optics of the RTM should be optimized with the Symmetry 2021, 13, 2244 6 of 17 minimization criteria for the vertical beam size and should be in the region of the fringe
field of the magnets. minimization criteria for the vertical beam size and should be in the region of the fringe
field of the magnets. 2.3.2. Phase Slip Because of the presence of the drift space between the magnets, electrons with even
a slight deviation in their velocity from the speed of light experience a significant phase
slip with respect to the synchronous phase. The slip decreases from orbit to orbit, as the
electron energy increases and approaches ultrarelativistic values. In addition, the fringe
field of the bending magnets causes a deviation in the electron trajectory from the ideal
circular field, which also contributes to the phase shift that changes from orbit to orbit. The
variable phase slip in the drift space and phase shift in the fringe field limit the minimum
allowable energy of electrons in the first orbit, which is determined by the length of the
drift space and the shape of the fringe field. As shown in Refs. [35,36], if the energy of the
electrons in the first orbit exceeds this threshold value, then it is possible to provide an
asymptotic approach of the phase of a particle to the synchronous phase ϕs through the
correct choice of the injection phase. j
p
Mitigating the phase slip effect of a low-energy beam injected from an electron gun
can be achieved in a scheme with reflection back to the beam in the bending magnet after
the first acceleration and the subsequent acceleration of that beam to an energy that is
approximately equal to twice the synchronous energy gain. The beam of this energy will be
further accelerated with less phase slip. The exact value of the energy and injection phase of
bunches into the microtron acceleration regime are controlled by the choice of the position
of the bending magnet that reflects the beam (see, for example, [4] and references therein). g
g
(
p
)
A phase shifter installed in the first return orbit can be used to correct the phase slip
effect. Since insufficient beam energy leads to a lag of the bunch phase with respect to
the optimal one, such a device should change the phase by more than 360◦. A simple
chikane cannot provide a phase shift that is this large. In Ref. [37], a phase shifter that
was able to control the bunch phase over a large range was described, and its successful
implementation in the 70 MeV RTM was reported in Ref. [17]. 2.3.3. Errors in Magnets Manufacturing and Magnet Poles Positioning 2.3.3. Errors in Magnets Manufacturing and Magnet Poles Positioning The poles of a CM magnet can be manufactured and positioned relative to each other
with high accuracy that, in principle, allows high field uniformity to be obtained in the
entire working area and a high degree of symmetry with respect to the vertical plane
passing through the center of the resonator gap and the center of the magnet. Nevertheless,
in practice, a problem related to the non-uniformity of the field exists due to inaccuracies
in the manufacturing and assembling of the magnet, the effects of steel saturation, the
inhomogeneity of its magnetic properties, and the deformation of the poles under the
influence of atmospheric pressure as well as other factors that require the use of correcting
coils or the introduction of shims [7]. In the case of RTMs, the situation is noticeably more complicated. In the presence
of a drift space of about 1 m, an error in the bending angle of 1 mrad caused by the first
magnet of an electron after crossing the drift space arrives at the entrance of the second
magnet with a displacement of about 1 mm. Such displacements grow from turn to turn,
resulting with a complete beam loss. It is important to keep in mind that in a 180◦bending
magnet, an error of 1 mrad means a relative difference of the field integrals along the
two halves of the trajectory in the magnet at a level of just 3 × 10−4. Usually, in RTMs
for applied purposes, the field inhomogeneity that is primarily caused by edge effects
and a strayed field in the drift space is noticeably higher [38]. In addition to errors in the
bending angle, other errors that are caused by imprecisions in the magnet positioning are
of great importance. g
In RTMs, beam steering along the orbits is often provided by pairs of steering coils
that displace the beam in both the horizontal and vertical planes. To correct both the offset
and slope of the beam trajectory, two pairs of coils need to be installed in each orbit. This Symmetry 2021, 13, 2244 7 of 17 inevitably leads to the appearance of apertures in the drift space between the magnets, on
which the beam current can be lost. Keep in mind that these are sections with a significant
increase in the horizontal beam size due to the dispersion. 2.3.4. Beam Blow-Up Along with the aforementioned longitudinal instability, which can arise in both CMs
and RTMs, the RTM may also exhibit transverse instability, namely a beam blow-up that is
associated with an excitation of parasitic modes with a transverse magnetic field on the
axis in the accelerating structure. The threshold current for this instability depends on the
effective shunt impedance of the parasitic modes, the optics of the RTM, and a number of
other parameters [39,40]. p
Accurate estimates of the threshold current and for the time in which instability devel-
ops for specific characteristics of the RTM and its accelerating structure can be obtained by
numerical simulations using codes such as, for example, HBBU (stationary case) [40] and
TDBBU (time evolution of the process) [41]. In Ref. [40], the following formula is given for
the conservative estimate of the threshold current for the stationary case obtained under the
assumption of the resonance between the parasitic mode and transverse beam oscillations: Ithr = 4∆Esλtr
rtrπLβ f
×
1
Nln
Ef /Ei
(4) (4) where λtr is the wavelength of the parasitic mode with a transverse magnetic field on the
axis, rtr is its effective shunt impedance per unit length, L is the length of the accelerating
structure, β f is the value of the RTM beta-function at the center of the accelerating structure,
N is the number of orbits, Ei is the injection energy, and Ef is the energy at the exit of
the accelerator. The beta function depends on the RTM’s optical scheme, which should
have the relationship β f ∼= (0.5 −2)C, where C is the orbit length, which can be used
for estimates. As an example, let us consider the 55 MeV pulsed RTM described in Ref. [18]. Its
parameters are ∆Es = 5 MeV, L = 0.4 m, N = 9, β f = 3 m, λtr = 0.06 m, rtr = 18 MΩ/m,
Ef = 55 MeV, and Ei = 10 MeV in the RTM mode. In this case, after the first acceleration,
a 5 MeV beam is reflected back into the accelerating structure by the bending magnet
and is consequently accelerated to 10 MeV energy. Equation (4) provides the estimate
Ithr ≈7 mA. A more accurate result for the threshold current obtained in Ref. 2.3.3. Errors in Magnets Manufacturing and Magnet Poles Positioning The mitigation of the effects of these errors is achieved by increasing the accuracy of
manufacturing and assembling the magnets and the supports on which they are positioned,
the better alignment of the magnets, improving the field uniformity, and expanding the
uniform field region by shimming. Active and passive magnetic screens to control the
strayed field in the drift space are also used. Other important aspects of the design, building,
and adjusting of an RTM magnetic system include high accuracy field measurements in
manufactured magnets and beam tracing in the measured fields that is conducted using
existing programs for numerical simulations of the beam dynamics that take into account
the position of the axis of the accelerating structure [38]. If necessary, the pole shimming
is used as a local field correction technique. Finally, the design of the beam steering
coils and their placement should only limit the aperture in the horizontal and vertical
planes minimally. 2.3.4. Beam Blow-Up [40] through
the numerical simulations with the real optics parameters for the RTM produces a value
that exceeds the conservative estimate by about an order of magnitude. Hence, in the
design of a concrete RTM project, in order to achieve estimates for the current and time of
instability development thresholds, it is advisable to rely on numerical simulations of the
beam blow-up phenomenon. Symmetry 2021, 13, 2244 8 of 17 3. Comparison of RTM and LINAC An RTM can be regarded as a LINAC with non-isochronous beam recirculation in
many aspects. In this respect, an RTM with N orbits replaces a LINAC with an accelerating
structure with N sections, each section being fed by a separate klystron (see Figure 1b,c). Thus, there is an obvious gain in the size of the accelerator and, possibly, in its cost, since
the cost of a klystron, its power supply, a modulator, and the accelerating structure make
a decisive contribution to the cost budget of the entire machine. Of course, normally
conducting electron LINACs for energies up to 100 MeV, as a rule, are built following a
different scheme, namely less but more powerful klystrons and longer accelerating sections
are used. Moreover, most LINACs operate in a traveling wave mode; however, this makes
little difference on the results in the analysis of RF power consumption by these two types
of accelerators given below. Beam blow-up caused by the excitation of the hybrid modes with a transverse mag-
netic field on the axis can also occur in LINACs [42]. However, for the range of energies
of the accelerated beam that is discussed here and, accordingly, for a small number of
relatively short accelerating sections, the threshold current turns out to be a few hun-
dreds of milliamperes, especially if dedicated suppression measures are taken for the
parasitic modes. p
An important advantage of RTMs over linear accelerators is high energy stability and
the energy spectrum of the accelerated beam, which is quite narrow
∼10−3
, which are
due to specific features of the longitudinal dynamics of the RMT. Achieving similar values
in a LINAC requires a complex injection system that forms short bunches and an expensive
RF system with high parameter stability. We would like to note that energy stability and a
narrow energy spectrum are important for accelerators that are dedicated to the production
of isotopes where a magnetic system for switching the beam between targets is required. When estimating the gain in the cost of the accelerator, one must take into account
the total consumption of the RF power for the beam acceleration. 3. Comparison of RTM and LINAC This not only
leads to an increase in the RF power consumption, but it also leads to a high radiation
background from the accelerator and to the appearance of significantly induced activity
on the accelerator elements. In the subsequent parts of this article, possible approaches for
reducing beam current losses that have not been previously tested in RTMs are discussed
p
y
However, in the most of the previously built pulsed RTMs with a low-energy injection
from an electron gun, large beam current losses take place at the orbits. This not only
leads to an increase in the RF power consumption, but it also leads to a high radiation
background from the accelerator and to the appearance of significantly induced activity on
the accelerator elements. In the subsequent parts of this article, possible approaches for
reducing beam current losses that have not been previously tested in RTMs are discussed. reducing beam current losses that have not been previously tested in RTMs are discussed. As a conclusion of this section, we would like to note that to accelerate a significantly
larger average beam current where both a high duty cycle and a large pulse current are
required there is certainly no alternative to LINACs
As a conclusion of this section, we would like to note that to accelerate a significantly
larger average beam current where both a high duty cycle and a large pulse current are
required, there is certainly no alternative to LINACs. required, there is certainly no alternative to LINACs. Another observation is pertinent here. An attractive option is to accelerate a beam
with a moderately high average current using a superconducting LINAC. In this case, the
losses of the RF power in the walls of the accelerating structure are negligible, and the
electronic efficiency will be larger than that of the RTM. However, the complexity and cost
of the injection system, which should form short bunches of electrons with a sufficiently
high energy to allow acceleration in a structure with β = 1, as well as the high cost of an
accelerating structure with a cryostat, result in this LINAC design not being competitive
ith RTM
Another observation is pertinent here. An attractive option is to accelerate a beam
with a moderately high average current using a superconducting LINAC. 3. Comparison of RTM and LINAC For
example, for Ib = 20 mA and beam energy 50 MeV, the RTM electronic efficiency is 54% and
the total RF pulse power consumption is about 1.9 MW, whereas in the case of the LINAC,
these parameters are 11% and 8.8 MW, respectively. Taking into account these estimates and the effects limiting the pulse beam current
discussed above, it can be argued that RTMs have undoubted advantages over LINACs
in those applications for which the required beam energy is of tens of MeV and for which
a pulse current about 20 mA is sufficient. Taking into account these estimates and the effects limiting the pulse beam current
discussed above, it can be argued that RTMs have undoubted advantages over LINACs in
those applications for which the required beam energy is of tens of MeV and for which a
pulse current about 20 mA is sufficient. p
One potential application of RTMs is the production of medical isotopes, which re-
quires an average current of at least 100 μA. To achieve this value with a pulse current of
20 mA, the RTM RF system must operate with a duty cycle D > 0.5%. Thus, to produce a
beam with the energy 50 MeV, the pulse current ܫ = 20 mA and the average current 100
μA of the RTM RF power source must provide a pulse and an average RF power that is
about 2 MW and 10 kW, respectively. One potential application of RTMs is the production of medical isotopes, which
requires an average current of at least 100 µA. To achieve this value with a pulse current of
20 mA, the RTM RF system must operate with a duty cycle D > 0.5%. Thus, to produce a
beam with the energy 50 MeV, the pulse current Ib = 20 mA and the average current 100 µA
of the RTM RF power source must provide a pulse and an average RF power that is about
2 MW and 10 kW, respectively. about 2 MW and 10 kW, respectively. However, in the most of the previously built pulsed RTMs with a low-energy injec-
tion from an electron gun, large beam current losses take place at the orbits. 3. Comparison of RTM and LINAC If we take the following typical RTM values as an example: ∆Es = 5 MeV, N = 10,
Ze = 80 MΩ/m, L = 0.4 m, and ϕs = 16◦, then we obtain the plots of ηRTM
e
, ηLinac
e
and
PRTM
Σ
, PLinac
Σ
/PRTM
Σ
as functions of the beam current, as shown in Figure 3a,b. ߟ
/ ఀ
(
)
If we take the following typical RTM values as an example: ∆ܧ௦ = 5 MeV, ܰ = 10, ܼ
= 80 MΩ/m, ܮ = 0.4 m, and ߮௦ = 16° , then we obtain the plots of ߟ
ோ்ெ, ߟ
and
ܲఀ
ோ்ெ, ܲఀ
/ܲఀ
ோ்ெ as functions of the beam current, as shown in Figure 3a,b. (a) (b) (a) (b) Figure 3. (a) Electronic efficiency of the RTM and LINAC as functions of the pulse beam current ܫ; (b) ratio ܲఀ
/ܲఀ
ோ்ெ
of the LINAC and RTM total RF power consumption and the RTM total RF power consumption ܲఀ
ோ்ெ as functions of ܫ. Figure 3. (a) Electronic efficiency of the RTM and LINAC as functions of the pulse beam current Ib; (b) ratio Plinac
Σ
/PRTM
Σ
of
the LINAC and RTM total RF power consumption and the RTM total RF power consumption PRTM
Σ
as functions of Ib. As it can be seen from Figure 3, for a pulse beam current ܫ < 100 mA in the LINAC,
most of the consumed RF power is spent on building-up an accelerating field so that the
RTM obviously has advantages in terms of efficiency and total RF power consumption. For example, for ܫ = 20 mA and beam energy 50 MeV, the RTM electronic efficiency is
54% and the total RF pulse power consumption is about 1.9 MW, whereas in the case of
the LINAC, these parameters are 11% and 8.8 MW, respectively. As it can be seen from Figure 3, for a pulse beam current Ib < 100 mA in the LINAC,
most of the consumed RF power is spent on building-up an accelerating field so that the
RTM obviously has advantages in terms of efficiency and total RF power consumption. 3. Comparison of RTM and LINAC In the case of RTM,
the RF power consumption that is required to build-up the accelerating field is given by
the formula:
2 PRTM
w
=
∆Es
e cos ϕs
2
ZeL
(5) (5) where Ze is the effective shunt impedance of the fundamental mode per unit length. For a LINAC, which shown in Figure 1c, with an acceleration that is in the phase of
the maximum field
2 PLinac
w
= N ∆E2
s
e2ZeL
(6) (6) The total RF power consumption for the accelerating field that is building-up and the
beam acceleration neglecting current losses is given by PRTM
Σ
=
∆Es
cos ϕs
2
e2ZeL
+ Pb
(7)
PLinac
Σ
= N (∆Es)2
e2ZeL + Pb
(8) (7) PLinac
Σ
= N (∆Es)2
e2ZeL + Pb
(8) (8) where Pb = (N∆EsIb)/e is the pulse beam power, and Ib is the pulse beam current. The electronic efficiencies of the RTM and LINAC are determined by the expressions: ηRTM
e
= Pb/PRTM
Σ
(9)
ηlinac
e
= Pb/Plinac
Σ
(10) (9) (10) Symmetry 2021, 13, 2244 9 of 17 If we take the following typical RTM values as an example: ∆Es = 5 MeV, N = 1
Ze = 80 MΩ/m, L = 0.4 m, and ϕs = 16◦, then we obtain the plots of ηRTM
e
, ηLinac
e
an
PRTM
Σ
, PLinac
Σ
/PRTM
Σ
as functions of the beam current, as shown in Figure 3a,b. ߟ
= ܲ/ܲఀ
(10)
If we take the following typical RTM values as an example: ∆ܧ௦ = 5 MeV, ܰ = 10, ܼ
= 80 MΩ/m, ܮ = 0.4 m, and ߮௦ = 16° , then we obtain the plots of ߟ
ோ்ெ, ߟ
and
ܲఀ
ோ்ெ, ܲఀ
/ܲఀ
ோ்ெ as functions of the beam current, as shown in Figure 3a,b. (a)
(b)
Figure 3. (a) Electronic efficiency of the RTM and LINAC as functions of the pulse beam current ܫ; (b) ratio ܲఀ
/ܲఀ
ோ்ெ
of the LINAC and RTM total RF power consumption and the RTM total RF power consumption ܲఀ
ோ்ெ as functions of ܫ. Figure 3. (a) Electronic efficiency of the RTM and LINAC as functions of the pulse beam current Ib; (b) ratio Plinac
Σ
/PRTM
Σ
of
the LINAC and RTM total RF power consumption and the RTM total RF power consumption PRTM
Σ
as functions of Ib. 3. Comparison of RTM and LINAC In this case, the
losses of the RF power in the walls of the accelerating structure are negligible, and the
electronic efficiency will be larger than that of the RTM. However, the complexity and cost
of the injection system, which should form short bunches of electrons with a sufficiently
high energy to allow acceleration in a structure with β = 1, as well as the high cost of an
accelerating structure with a cryostat, result in this LINAC design not being competitive
with RTM. Symmetry 2021, 13, 2244 10 of 17 10 of 17 4. Approaches for Minimizing Beam Current Losses in RTM In the case, the beam current in an RTM is lower than the threshold value determined
by the longitudinal and transverse instabilities; the main reason for the loss of the beam
current along the orbits is the small value of the longitudinal and transverse acceptances. Of course, if an injected beam is relativistic and if its transverse and longitudinal emittances
are much smaller than the acceptance values, then the current loss can be reduced to almost
zero. A good example is the above-mentioned cascade of CW microtrons with the final
beam energy of 1.5 GeV [8–11]. It includes a low-energy line for the formation of short
bunches and has a small transverse emittance as well as a 3.5 MeV CW LINAC injector. Another example is the 35 MeV pulsed RTM with bunches formed by an RF gun that has a
photocathode and a 5 MeV booster-accelerating structure [16]. However, because of the
design complexity and high cost of such approaches, their use is not appropriate when
using pulsed RTM for applied purposes. From previous vast experience in the design, construction, and operation of RTMs the
following lines of improvement for the machine beam dynamics and for the optimization
of its elements with the aim of minimizing current losses at the orbits and increasing the
electronic efficiency can be suggested: (1) increasing the threshold of the current due to the
development of longitudinal and transverse instabilities; (2) increasing the longitudinal
and transverse acceptances; (3) matching the longitudinal and transverse emittances of the
injected beam with the corresponding acceptances; and (4) setting limits on the accuracy of
the machining, tuning, and positioning of RTM elements and the stability of the accelerating
and magnetic fields to ensure the passage of the beam along the orbits with the minimal
trajectory corrections. j
y
Here, we discuss two of these approaches, namely increasing the longitudinal ac-
ceptance of the RTM through the linearization of the accelerating field time dependence
and through the matching of the longitudinal emittance of the injected beam with the
acceptance by optimizing the initial part of the accelerating structure. 4.1. Increasing the Longitudinal Acceptance of the RTM by Linearizing the Accelerating Field The width of the stable phase oscillation region in a cyclic accelerator is limited by the
harmonic law of variation of the accelerating field. In early works devoted to the theory
of synchrotrons [43,44], it was shown that the linearization of the time dependence of
the accelerating field can widen the stable phase oscillation region significantly with the
addition of higher harmonics. g
In the case of CMs, a theoretical proof for the possibility of expanding the stable phase
oscillation region with the addition of a second or third harmonic to the field was given
in Ref. [45]. An experiment with a third harmonic resonator added to the main resonator
that was reported in Ref. [46] did not produce tangible results, which was primarily due to
the complexity of placing this additional resonator. Nevertheless, it was shown that the
excitation of the third harmonic resonator by the beam leads to a certain increase of the
accelerated current. Using its drift space, an RTM offers significantly more options for placing a higher
harmonic resonator. To assess this possibility of increasing the longitudinal acceptance
in RTMs, we performed computer simulations of the phase motion for the following two
cases: (1) with the fundamental harmonic field only and (2) with the fundamental and
second harmonics. The voltage across the infinitely narrow gap of the equivalent resonator
in the presence of the second harmonic is given by (11) U(t) = U1 cos ωt + U2 cos(2ωt + θ)
(11) where U1 and U2 are the amplitudes of the fundamental and second harmonics, ω is the
angular frequency of the fundamental harmonic, and θ is the phase of the second harmonic
with respect to the fundamental one. The simulations were conducted for a fundamental frequency of 2856 MHz. To
calculate the acceptance in the presence of the fundamental harmonic alone, the value Symmetry 2021, 13, 2244 11 of 17 11 of 17 U1 = 5.2 MV was chosen so that the synchronous energy gain of 5 MeV would be achieved
for the synchronous phase ϕs = 16◦. In the case of two harmonics the parameters U1, U2,
and θ were optimized with the condition of obtaining the maximum acceptance, while the
magnetic field remained the same as it did in the case for the fundamental harmonic on
its own. 4.1. Increasing the Longitudinal Acceptance of the RTM by Linearizing the Accelerating Field (a) Voltage across the resonator gap as a function of the phase ϕ = ωt given by Equation (11) for one (U2 = 0) and
two harmonics; (b) longitudinal acceptance as functions of δϕ; the deviation of the phase from the synchronous phase ϕs for
the cases of harmonics one (ϕs = 16◦) and two (ϕs = 2.8◦) in the accelerating field. In Figure 4b, the longitudinal acceptances for the case of one (orange region) and two
(blue region) harmonics are shown. The vertical axis is the ratio ߜܧ⁄ ∆ܧ௦ of the devia-
tion of the particle energy at the injection from the synchronous particle energy to the
synchronous energy gain. One can see that the addition of the second harmonic leads to a
significant, approximately 20-fold, increase in the area of the acceptance region. From the
comparison of the plots in Figure 4a,b, it can be concluded that this increase in the stable
phase oscillation region is due to the flat part in the voltage plot in the in phase interval
between −50° and 70°. In Figure 4b, the longitudinal acceptances for the case of one (orange region) and
two (blue region) harmonics are shown. The vertical axis is the ratio δEinj∆Es of the
deviation of the particle energy at the injection from the synchronous particle energy to the
synchronous energy gain. One can see that the addition of the second harmonic leads to a
significant, approximately 20-fold, increase in the area of the acceptance region. From the
comparison of the plots in Figure 4a,b, it can be concluded that this increase in the stable
phase oscillation region is due to the flat part in the voltage plot in the in phase interval
between −50◦and 70◦. The installation of an additional active accelerating structure with its own RF power
supply system operating at the second harmonic would significantly complicate the de-
sign of the RTM. In cases where the microtron would operate at a fixed beam current, a
passive accelerating structure mounted on the axis of the main structure can be used to
solve the problem. The voltage in the passive cavities was excited by the beam itself; thus,
no external RF source is required. 4.1. Increasing the Longitudinal Acceptance of the RTM by Linearizing the Accelerating Field 5.2 MV was chosen so that the synchronous energy gain of 5 MeV would be achieved for
the synchronous phase ߮௦= 16. In the case of two harmonics the parameters ܷଵ, ܷଶ,
and θ were optimized with the condition of obtaining the maximum acceptance, while
the magnetic field remained the same as it did in the case for the fundamental harmonic
on its own. The results of the computer simulations are shown in Figure 4. In Figure 4a plots of
the voltage across the equivalent resonator gap as a function of the phase ϕ = ωt for one
and two harmonics is given. In the case of two harmonics, the maximum acceptance is
obtained for U1 = 7.17 MV, U2 = 2.3 MV, θ = 155◦, and ϕs = 2.8◦. The results of the computer simulations are shown in Figure 4. In Figure 4a plots of
the voltage across the equivalent resonator gap as a function of the phase ߮= ߱ݐ for one
and two harmonics is given. In the case of two harmonics, the maximum acceptance is
obtained for ܷଵ = 7.17 MV, ܷଶ = 2.3 MV, θ = 155°, and ߮௦ = 2.8°. (a)
(b)
Figure 4. (a) Voltage across the resonator gap as a function of the phase ߮= ߱ݐ given by Equation (11) for one (ܷଶ= 0)
and two harmonics; (b) longitudinal acceptance as functions of ߜ߮; the deviation of the phase from the synchronous phase
߮௦ for the cases of harmonics one (߮௦= 16) and two (߮௦= 2.8) in the accelerating field. Figure 4. (a) Voltage across the resonator gap as a function of the phase ϕ = ωt given by Equation (11) for one (U2 = 0) and
two harmonics; (b) longitudinal acceptance as functions of δϕ; the deviation of the phase from the synchronous phase ϕs for
the cases of harmonics one (ϕs = 16◦) and two (ϕs = 2.8◦) in the accelerating field. (b) (a) (b) (a) Figure 4. (a) Voltage across the resonator gap as a function of the phase ߮= ߱ݐ given by Equation (11) for one (ܷଶ= 0)
and two harmonics; (b) longitudinal acceptance as functions of ߜ߮; the deviation of the phase from the synchronous phase
߮௦ for the cases of harmonics one (߮௦= 16) and two (߮௦= 2.8) in the accelerating field. Figure 4. 4.1. Increasing the Longitudinal Acceptance of the RTM by Linearizing the Accelerating Field In the absence of the structure coupling with the exter-
nal loads, it is equal to [47]:
The installation of an additional active accelerating structure with its own RF power
supply system operating at the second harmonic would significantly complicate the design
of the RTM. In cases where the microtron would operate at a fixed beam current, a passive
accelerating structure mounted on the axis of the main structure can be used to solve
the problem. The voltage in the passive cavities was excited by the beam itself; thus, no
external RF source is required. In the absence of the structure coupling with the external
loads, it is equal to [47]: ܷଶ= −ܫ
ఀܼ
(ଶ)ܮ(ଶ) ܿݏ߰(ଶ)
(12)
U2 = −IΣ
b Z(2)
e
L(2) cos ψ(2)
(12) 12)
(12) where ܫ
ఀ is the sum of the beam currents from all of the RTM orbits, ܼ
(ଶ) and ܮ(ଶ) are
the effective shunt impedance per unit length and length of the second harmonic acceler-
ating structure, respectively, and ߰(ଶ) is the detuning angle determined by the difference
between the second harmonic of the bunch repetition rate and the operating frequency of
the structure. The negative sign in the right-hand side of Equation (12) is due to the fact
that the accelerating field in the structure is induced by the beam in the decelerating phase. where IΣ
b is the sum of the beam currents from all of the RTM orbits, Z(2)
e
and L(2) are the
effective shunt impedance per unit length and length of the second harmonic accelerating
structure, respectively, and ψ(2) is the detuning angle determined by the difference between
the second harmonic of the bunch repetition rate and the operating frequency of the
structure. The negative sign in the right-hand side of Equation (12) is due to the fact that
the accelerating field in the structure is induced by the beam in the decelerating phase. To Symmetry 2021, 13, 2244 12 of 17 12 of 17 ensure the required phase ratio of the first and second harmonics, the detuning angle in
Formula (11) should be
(2) ensure the required phase ratio of the first and second harmonics, the detuning angle in
Formula (11) should be
( ) ψ(2) = θ −π
(13) ψ(2) = θ −π (13) For the example considered above, the second harmonic frequency is 5712 MHz, and
the accelerating structure is described in Refs. 4.1. Increasing the Longitudinal Acceptance of the RTM by Linearizing the Accelerating Field [48,49], which allows the use of an effective
shunt impedance of 98 MΩ/m For an accelerated current of 20 mA and for neglecting
beam losses in 10 beam passages through the accelerating structure, the total current
IΣ
b = 0.2 A. For the second harmonic phase θ = 155◦, the detuning angle is ψ(2) = 25◦, and
for U2 = 2.3 MV, we obtain the length L(2) = 0.13 m. The period of the accelerating structure
is 2.625 cm; thus, it must contain five accelerating cells. Since it is the beam that excites
the field in these cells, the coupling between them is not necessary and the accelerating
structure is composed of six properly detuned and uncoupled cavities. As we have shown, the addition of the second harmonic to the accelerating field
enlarges the longitudinal acceptance; in particular, the RTM accepts a relative deviation
∆E/∆Es of the energy from the synchronous one by up to 30% with respect to the syn-
chronous energy gain (see Figure 4b). However, such a large deviation in energy can lead
to a loss of particles because of the limited size of the aperture in the horizontal plane in
the return orbits. This limitation is due to installed steering coils, quadrupole lenses, or
beam current monitors. The deviation ∆x of the particle trajectory from the synchronous one due to the particle
momentum offset ∆p with respect to the synchronous value ps is equal to ∆x = 2Rs∆pps ,
where Rs is the radius of the synchronous orbit. If the relative energy deviation in energy
is within the range |∆E∆Es | < 0.3, then for the shift of the entire beam to be within the
acceptance, the aperture radius must satisfy the inequality a > νλ
π × ∆p
∆Es ≈νλ
π × ∆E
∆Es . Thus,
for ν = 1, a > 0.3λ
π
in the presence of the second harmonic. For the RF field wavelength
λ = 10 cm, the aperture radius a > 0.95 cm, which is a quite feasible condition. Notice that
νλ
π is the distance between the RTM orbits. 4.2. Matching the Longitudinal Emittance of the Injected Beam with the RTM Acceptance by
Optimizing the Initial Part of the Accelerating Structure 4.2. Matching the Longitudinal Emittance of the Injected Beam with the RTM Acceptance by
Optimizing the Initial Part of the Accelerating Structure In addition, schemes with an external pre-buncher complicate the accelerator RF system
significantly and require a dispersion-free injection system. phases from the synchronous particle values that are too large and that are outside of RTM
acceptance. In addition, schemes with an external pre-buncher complicate the accelerator
RF system significantly and require a dispersion-free injection system. Figure 5. Theoretical and measured capture efficiency for the first passage of the beam through the
accelerating structure as functions of the pre-buncher field phase [53]. Figure 5. Theoretical and measured capture efficiency for the first passage of the beam through the
accelerating structure as functions of the pre-buncher field phase [53]. Figure 5. Theoretical and measured capture efficiency for the first passage of the beam through the
accelerating structure as functions of the pre-buncher field phase [53]. We have studied the possibility of increasing the RTM capture efficiency by optimiz-
ing the initial part of the accelerating structure with the aim of maximizing the fraction of
electrons injected from the gun within the longitudinal acceptance. In Figure 6a, the loca-
tion of the longitudinal beam emittance after the first acceleration for a beam with zero
transverse emittance in both planes with respect to the acceptance of the 55 MeV RTM
with its accelerating structure described in Ref. [18] is shown. Figure 6b shows the emit- Figure 5. Theoretical and measured capture efficiency for the first passage of the beam through the
accelerating structure as functions of the pre-buncher field phase [53]. Figure 5. Theoretical and measured capture efficiency for the first passage of the beam through the
accelerating structure as functions of the pre-buncher field phase [53]. tion of the longitudinal beam emittance after the first acceleration for a beam with zero
transverse emittance in both planes with respect to the acceptance of the 55 MeV RTM
with its accelerating structure described in Ref. [18] is shown. Figure 6b shows the emit- We have studied the possibility of increasing the RTM capture efficiency by optimiz-
ing the initial part of the accelerating structure with the aim of maximizing the fraction of
electrons injected from the gun within the longitudinal acceptance. In Figure 6a, the loca-
tion of the longitudinal beam emittance after the first acceleration for a beam with zero
transverse emittance in both planes with respect to the acceptance of the 55 MeV RTM
with its accelerating structure described in Ref. 4.2. Matching the Longitudinal Emittance of the Injected Beam with the RTM Acceptance by
Optimizing the Initial Part of the Accelerating Structure [18] is shown. Figure 6b shows the emit-
tance in the case of the optimized accelerating structure. The accelerating field amplitudes
for both variants of the accelerating structure are shown in Figure 7. Finally, plots depict-
ing the decay to the beam current along the orbits for the considered variants of the accel-
erating structure are given in Figure 8. As one can clearly see, the optimization of the
initial cells allows the RTM capture efficiency to increase from 21 to 81%. We have studied the possibility of increasing the RTM capture efficiency by optimizing
the initial part of the accelerating structure with the aim of maximizing the fraction of
electrons injected from the gun within the longitudinal acceptance. In Figure 6a, the
location of the longitudinal beam emittance after the first acceleration for a beam with zero
transverse emittance in both planes with respect to the acceptance of the 55 MeV RTM with
its accelerating structure described in Ref. [18] is shown. Figure 6b shows the emittance in
the case of the optimized accelerating structure. The accelerating field amplitudes for both
variants of the accelerating structure are shown in Figure 7. Finally, plots depicting the
decay to the beam current along the orbits for the considered variants of the accelerating
structure are given in Figure 8. As one can clearly see, the optimization of the initial cells
allows the RTM capture efficiency to increase from 21 to 81%. tance in the case of the optimized accelerating structure. The accelerating field amplitudes
for both variants of the accelerating structure are shown in Figure 7. Finally, plots depict-
ing the decay to the beam current along the orbits for the considered variants of the accel-
erating structure are given in Figure 8. As one can clearly see, the optimization of the
initial cells allows the RTM capture efficiency to increase from 21 to 81%. With a nonzero transverse beam emittance and in the presence of magnetic field er-
rors and errors in the RTM elements, positioning particles with parameters near the ac-
ceptance boundary can be lost during the acceleration. The addition of the second har-
monic of the field, as discussed in Section 4.1, moves the acceptance boundary farther
away, allowing a high capture efficiency to be maintained and reducing the particle cur-
rent loss that may take place during the acceleration. 4.2. Matching the Longitudinal Emittance of the Injected Beam with the RTM Acceptance by
Optimizing the Initial Part of the Accelerating Structure When developing modern electron LINACs for applied purposes with beam injection
from an electron gun without intermediate systems for beam bunching and focusing, the
initial part of the accelerating structure is optimized with conditions to provide a high
capture efficiency up to 60–90% (see, for example, [49–52]). As a rule, for this aim, it is
sufficient to choose the correct lengths and field amplitudes of the first three accelerating
cells. Their function is beam bunching and focusing, and they also provide a sufficient
increase in the energy of the particles in order to further their acceleration in subsequent
regular β = 1 cells. However, this optimization principle has not been applied to the accelerating struc-
tures of the existing RTMs. Usually, the field amplitude of the first accelerating cell is set
close to that of the regular cells, and its length is chosen to be approximately equal to λ/4. With this design, the beam current at the exit of the accelerating structure is 30–40% of the
injected current and, according to numerical simulations, only 20% of the injected particles
reach the RTM beam exit. Taking into account the magnetic field errors and errors in the
positioning of the accelerator elements discussed above, the fraction of the electrons at the
end of acceleration turns out to be even lower. In the 70 MeV RTM described in Ref. [17], a pre-buncher was installed at the exit of the
electron gun in order to increase the capture efficiency. In Figure 5, theoretical and measured
values of the ratio Ib1/Igun, where Ib1 is the current at the exit of the accelerating structure
after the first beam passage, and Igun is the electron gun current, is shown [53]. It can be
seen that in principle, the capture efficiency can be increased by up to 60–70%. However,
in this case, a significant number of particles have energy deviations and phases from the
synchronous particle values that are too large and that are outside of RTM acceptance. Symmetry 2021, 13, 2244 13 of 17 13 of 17 In addition, schemes with an external pre-buncher complicate the accelerator RF system
significantly and require a dispersion-free injection system. phases from the synchronous particle values that are too large and that are outside of RTM
acceptance. In addition, schemes with an external pre-buncher complicate the accelerator
RF system significantly and require a dispersion-free injection system. 4.2. Matching the Longitudinal Emittance of the Injected Beam with the RTM Acceptance by
Optimizing the Initial Part of the Accelerating Structure On-axis distribution of the accelerating field for the accelerating structure of the 55 MeV
RTM [18] (blue line) and for the structure with the optimized initial part (orange line). Figure 7. On-axis distribution of the accelerating field for the accelerating structure of the 55 MeV
RTM [18] (blue line) and for the structure with the optimized initial part (orange line). Figure 8. Decay of the beam current along the orbits for the two variants of the accelerating structure
considered in Section 4.2. Figure 8. Decay of the beam current along the orbits for the two variants of the accelerating structure
considered in Section 4.2. Figure 8. Decay of the beam current along the orbits for the two variants of the accelerating structure
considered in Section 4.2. Figure 8. Decay of the beam current along the orbits for the two variants of the accelerating structure
considered in Section 4.2. Figure 8. Decay of the beam current along the orbits for the two variants of the accelerating structure
considered in Section 4.2. Figure 8. Decay of the beam current along the orbits for the two variants of the accelerating structure
considered in Section 4.2. 5. Conclusions
The analysis presented in this article shows that for applications requiring relatively
small pulse currents (20–30 mA) and energies up to tens of MeV, RTMs have clear ad-
vantages over LINACs in terms of efficiency, size, and cost. An average current of about
100 μA can be achieved by operating an RTM RF system with a high duty cycle. However,
5. Conclusions
The analysis presented in this article shows that for applications requiring relatively
small pulse currents (20–30 mA) and energies up to tens of MeV, RTMs have clear ad-
vantages over LINACs in terms of efficiency, size, and cost. An average current of about
100 μA can be achieved by operating an RTM RF system with a high duty cycle. However,
th
i
ifi
t b
t l
th t
t k
l
d
i
th
l
ti
th t
With a nonzero transverse beam emittance and in the presence of magnetic field errors
and errors in the RTM elements, positioning particles with parameters near the acceptance
boundary can be lost during the acceleration. 4.2. Matching the Longitudinal Emittance of the Injected Beam with the RTM Acceptance by
Optimizing the Initial Part of the Accelerating Structure With a nonzero transverse beam emittance and in the presence of magnetic field
rors and errors in the RTM elements, positioning particles with parameters near the
ceptance boundary can be lost during the acceleration. The addition of the second h
monic of the field, as discussed in Section 4.1, moves the acceptance boundary fart
away, allowing a high capture efficiency to be maintained and reducing the particle c
rent loss that may take place during the acceleration. (a)
(b)
Figure 6. Longitudinal phase space (green and red dotted line) of the beam after the first acceleration superimposed on the
RTM acceptance (a) for the accelerating structure of the 55 MeV RTM [18]; (b) for the structure with optimized initial part. e beam emittance and in the presence of magnetic f
ements, positioning particles with parameters near
t during the acceleration. The addition of the secon
ed in Section 4.1, moves the acceptance boundary
efficiency to be maintained and reducing the partic
uring the acceleration. (b) rors and errors in the RTM
ceptance boundary can be
monic of the field, as discu
away, allowing a high captu
rent loss that may take plac
(a) (b) (a) Figure 6. Longitudinal phase space (green and red dotted line) of the beam after the first acceleration superimposed on the
RTM acceptance (a) for the accelerating structure of the 55 MeV RTM [18]; (b) for the structure with optimized initial part. 14 of 17
on
ial
on
tial Symmetry 2021, 13, 2244
Figure 6. Longitu
the RTM acceptan
Figure 6. Longitu
the RTM acceptan Figure 7. On-axis distribution of the accelerating field for the accelerating structure of the 55 MeV
RTM [18] (blue line) and for the structure with the optimized initial part (orange line). Figure 7. On-axis distribution of the accelerating field for the accelerating structure of the 55 MeV
RTM [18] (blue line) and for the structure with the optimized initial part (orange line). Figure 7. On-axis distribution of the accelerating field for the accelerating structure of the 55 MeV
RTM [18] (blue line) and for the structure with the optimized initial part (orange line). Figure 7. On-axis distribution of the accelerating field for the accelerating structure of the 55 MeV
RTM [18] (blue line) and for the structure with the optimized initial part (orange line). Figure 7. 4.2. Matching the Longitudinal Emittance of the Injected Beam with the RTM Acceptance by
Optimizing the Initial Part of the Accelerating Structure The addition of the second harmonic of the
field, as discussed in Section 4.1, moves the acceptance boundary farther away, allowing a
high capture efficiency to be maintained and reducing the particle current loss that may
take place during the acceleration. the significant be
in pulsed RTMs
g
in pulsed RTMs
l
l
5. Conclusions p
g
g
y
accelerator elements. The article describes a number of approaches that aim to reduce the
losses of the beam current. These include decreasing the fringe field aberrations of the
magnets; minimizing the inhomogeneity of the magnetic field in the area of the orbits;
reducing the strayed magnetic field in the drift space; increasing the accuracy of the ma-
chining and positioning of the magnets; expanding the aperture dimensions on the return
accelerator elements. The article describes a number of approaches that aim to reduce the
losses of the beam current. These include decreasing the fringe field aberrations of the
magnets; minimizing the inhomogeneity of the magnetic field in the area of the orbits;
reducing the strayed magnetic field in the drift space; increasing the accuracy of the ma-
chining and positioning of the magnets; expanding the aperture dimensions on the return
The analysis presented in this article shows that for applications requiring relatively
small pulse currents (20–30 mA) and energies up to tens of MeV, RTMs have clear ad-
vantages over LINACs in terms of efficiency, size, and cost. An average current of about
100 µA can be achieved by operating an RTM RF system with a high duty cycle. However,
the significant beam current losses that can take place during the acceleration that occurs
in pulsed RTMs lead to a significant radiation background and induced activity on the
accelerator elements. The article describes a number of approaches that aim to reduce the
losses of the beam current. These include decreasing the fringe field aberrations of the
magnets; minimizing the inhomogeneity of the magnetic field in the area of the orbits; Symmetry 2021, 13, 2244 15 of 17 15 of 17 reducing the strayed magnetic field in the drift space; increasing the accuracy of the ma-
chining and positioning of the magnets; expanding the aperture dimensions on the return
orbits; increasing the current thresholds due to the longitudinal and transverse instability;
enlarging the RTM longitudinal acceptance by adding the second harmonic of the accelerat-
ing field; and matching the emittance of the injected beam with the RTM acceptance better
by optimizing the initial part of the accelerating structure. We also explored the possibility
of enlarging the stability of the phase oscillation region using its intrinsic symmetry, which
was mentioned in Section 2.2. References 1. Veksler, V.I. A new method of accelerating of relativistic particles. J. Phys. USSR 1945, 9, 153–168. 2. Schiff, L.I. Production of particle energies beyond 200 MeV. Rev. Sci. Instrum. 1946, 17, 6–14. [Cross 3. Kapitza, S.; Melekhin, V. The Microtron; Rowe, E.M., Ed.; Harwood Academic Publishers: London, p
4. Rand, R.E. Recirculating Electron Accelerators; Harwood Academic Publishers: New York, NY, USA, 1984. 5. Lidbjôrk, P. Microtrons. In Proceedings of the CAS—CERN Accelerator School: 5th General Accelerat
Finland, 7–18 September 1994. 5. Lidbjôrk, P. Microtrons. In Proceedings of the CAS—CERN Accelerator School: 5th General Accelerator Physics Course, Jyväskylä,
Finland, 7–18 September 1994. Finland, 7–18 September 1994. 6. Jankowiak, A. Microtrons and Recirculators. In Proceedings of the CERN Accelerator School Programme, Zeegse, The Net otrons and Recirculators. In Proceedings of the CERN Accelerator School Programme, Zeegse, The Nether
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7. Tsipenyuk, Y.M. Microtron: Development and App 8. Herminghaus, H.; Feder, A.; Kaiser, K.; Manz, W.; Schmitt, H. The design of a cascaded 800 MeV normal conducting C.W. race
track microtron. Nucl. Instrum. Methods 1976, 138, 1–12. [CrossRef] 9. Herminghaus, H.; Dreher, B.; Futeneuer, B.; Kaiser, K.H.; Kelliher, M.; Klein, R.; Kreidel, H.J.; Loch, M.; Ludwig-Mertin, U.;
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11. Dehn, M.; Aulenbacher, K.; Heine, R.; Kreidel, H.-J.; Ludwig-Mertin, U.; Jankowiak, A. The mami c accelerator. Eur. Phys. J. Spec. Top. 2011, 198, 19–47. [CrossRef] 12. Khryachkov, V.A. Current status and prospects of 225Ac production by the photonuclear method at JSC “SSC RF-IPPE”. In
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g
in pulsed RTMs
l
l
5. Conclusions We plan to implement the approaches for reducing beam current losses that occur
during the acceleration process that were outlined here in the development of a specific
RTM project that is intended for the production of medical isotopes. Author Contributions: Conceptualization, V.K.; methodology, V.S.; software, M.B.; validation, V.S. and Y.K.; formal analysis, V.S. and M.B.; investigation, A.E. and V.K.; writing—original draft prepa-
ration, V.S., M.B. and Y.K; writing—review and editing, V.S., M.B. and Y.K; visualization, V.S. and
M.B.; supervision, V.S.; project administration, V.S. All authors have read and agreed to the published
version of the manuscript. Funding: This research received no external funding. Acknowledgments: The authors are grateful to Mamoru Fujiwara, whose interest in a racetrack
microtron with a high average beam current stimulated this work. Acknowledgments: The authors are grateful to Mamoru Fujiwara, whose interest in a racetrack
microtron with a high average beam current stimulated this work. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. References (In Russian) 24. Kapitsa, S.P.; Bykov, V.P.; Melekhin, V.N. Effective high-current microtron. J. Exp. Theor. Phys. 1 25. Melekhin, V.N.; Luganskii, L.B. High-current microtron instability. Sov. Phys.–Tech. Phys. 1971, 15, 1930 26. Grishin, V.K.; Sotnikov, M.A.; Shvedunov, V.I. Phase motion in a classical microtron near nonlinear resonances. Moscow Univ. Bull. 1986, 41, 28. 27. Kubyshin, Y.; Larreal, O.; Ramirez-Ros, R.; Seara, T. Stability of the phase motion in race-track microtrons. Phys. D Nonlinear
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Milovanov, O.S.; Sobenin, N.P.; et al. An Injection and Acceleration System of a Pulsed Race-Track Microtron. Instrum. Exp. Tech. 2002, 45, 482–489. [CrossRef]
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O uso da informação e a prática clínica de médicos residentes
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Perspectivas em Ciência da Informação
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O uso da informação e a prática clínica de médicos
residentes O uso da informação e a prática clínica de médicos
residentes O uso da informação e a prática clínica de médicos
id
t Maria Gorete Monteguti Savi;
Edna Lucia da Silva O uso da informação e a prática clínica
de médicos residentes Maria Gorete Monteguti Savi Maria Gorete Monteguti Savi Mestre
em
Ciência
da
Informação
pela
Universidade
Federal
de
Santa
Catarina.Bibliotecária da Universidade Federal de
Santa Catarina, Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 Edna Lucia da Silva Doutora
em
Ciência
da
Informação
IBICT-
UFRJ.Professora do Departamento de Ciência da
Informação e do Programa de Pós-Graduação
em Ciência da Informação da Universidade
Federal de Santa Catarina Relato
de
pesquisa
que
aborda
as
necessidades
informacionais e o uso de informação dos médicos
residentes, na prática clínica. Contextualiza a pesquisa
realizada no Hospital Universitário da UFSC, que teve
como participantes os médicos residentes. Levanta as
necessidades
informacionais
na
prática
clínica
dos
médicos residentes, que atuam nos ambulatórios do
hospital. Mapeia o processo de escolha das fontes de
informação e indica as mais utilizadas. Os resultados
mostram que: durante sua prática ambulatorial, o médico
residente se depara com questões classificadas como
foreground,
mais
ligadas
a
aspectos
clínicos
do
tratamento do paciente, em detrimento de questões
ligadas a aspectos básicos, tais como epidemiologia e
etiologia; utilizam como principais fontes de informação:
periódicos,
textbooks
e
handbooks,
guidelines
e
preceptores, quase que de maneira equitativa; a Internet
foi o meio mais utilizado na busca de informação; dentre
os sistemas informatizados utilizados com frequência,
destacam-se: UptoDate, Portal de Periódicos da CAPES e
PubMed/Medline. Os resultados permitem inferir que os
médicos residentes estão conscientes da importância do
uso da informação para uma melhor prática clínica. Palavras-chave: Uso da informação; Prática clínica;
Médicos residentes; Hospital universitário. 232 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 O uso da informação e a prática clínica de médicos
residentes O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva O uso da informação e a prática clínica de médicos
id Information use and clinical practice
by resident physicians This
paper
describes
the
study
of
information
requirements
and
use
of
information
by
resident
physicians in clinical practice. It contextualizes the study
undertaken at UFSC University Hospital of resident
physicians and outlines the information requirements in
clinical practice by the resident physicians in the hospital. It then maps the process of choosing the information
sources to be used and shows those most widely
used. The results suggest that: in the course of their work
resident physicians are faced with issues classified as
foreground issues which are more connected with the
clinical aspects of patient treatment, to the detriment of
issues connected with basic aspects such as epidemiology
and etiology; for their main sources of information they
use periodicals, textbooks and handbooks, guidelines and
other manuals in an almost equal way; the internet was
the most used method for information searches; within
those
information
systems
the
most
used
were:
UptoDate, the CAPES journal portal and PubMed/Medline. These results suggest that the resident physicians are
aware of the importance of information use for more
efficient clinical practice. Keywords: Information Use; Clinical Practice; Resident
Physicians; University Hospital. Recebido em 08.06.2009 Aceito em 30.07.2011 Keywords: Information Use; Clinical Practice; Resident
Physicians; University Hospital. Recebido em 08.06.2009 Aceito em 30.07.2011 Recebido em 08.06.2009 Aceito em 30.07.2011 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 1 Introdução No cenário da sociedade da informação e de um mundo globalizado,
no qual o desenvolvimento da ciência e tecnologia tem como
consequência para a área médica a criação incessante de novos métodos
diagnósticos, terapêuticos e preventivos, o acesso à informação para a
prática clínica é essencial. Nesta pesquisa, procurou-se identificar as
necessidades informacionais dos médicos residentes e as fontes de
informação utilizadas no processo de busca de solução para as questões
clínicas, surgidas no atendimento ambulatorial de um hospital. Os resultados foram descritos e analisados a partir da coleta de
dados obtidos através de questionário e entrevista aplicados aos médicos
residentes do Hospital Universitário (HU) da UFSC. As informações
obtidas nas entrevistas, realizadas através da técnica do incidente crítico, 233 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva Maria Gorete Monteguti Savi;
Edna Lucia da Silva foram agrupadas por semelhança de conteúdo (categorias) e foram
analisadas
juntamente
com
as
respostas
dos
questionários
que
apresentavam
pertinência
temática. Algumas
questões
elencaram
respostas com indicação de prioridades, sendo que foi analisado até o
nível de prioridade 3, por ter sido considerado o nível médio respondido
nessas questões. Os dados transcritos farão indicação ao código
alfanumérico da entrevista correspondente, compreendido entre E01 e
E12. A análise e a interpretação dos dados realizaram-se privilegiando
duas categorias: necessidades informacionais e fontes de informação. Os resultados mais pontuais foram confrontados com pesquisas
realizadas no Brasil e no exterior, a fim de se estabelecerem paralelos e
de se identificarem semelhanças ou diferenças. 2 Contextualização da pesquisa Tabela 1- Distribuição de horas dedicadas a RM, ao atendimento
ambulatorial, às atividades teóricas e indicação do número de pacientes
atendidos nos ambulatórios pelos médicos residentes do da UFSC Medidas
Horas/dia dedicados
a RM
Horas/dia de
atendimento
ambulatorial
Horas/dia de
atividades teóricas
Pacientes/dia
atendidos nos
ambulatórios
Média
10
4
2
7
Mínimo
8
0
0,5
0
Máximo
18
9
6
16
Fonte: Dados da pesquisa. Medidas
Horas/dia dedicados
a RM
Horas/dia de
atendimento
ambulatorial
Horas/dia de
atividades teóricas
Pacientes/dia
atendidos nos
ambulatórios
Média
10
4
2
7
Mínimo
8
0
0,5
0
Máximo
18
9
6
16
Fonte: Dados da pesquisa. Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 2 Contextualização da pesquisa Para melhor entendimento das questões aqui tratadas, faz-se
necessário a caracterização do lócus da pesquisa e seus dos participantes. A pesquisa foi realizada com 38 médicos residentes, que atuam na
prática clínica ambulatorial do Hospital Universitário Professor Polydoro
Ernani de São Thiago da UFSC, sendo 22 mulheres (57,89%), com idade
mínima de 24 anos e máxima de 31 anos, e 16 homens (42,10%), com
idade mínima de 25 anos e máxima de 32 anos. Com relação à distribuição dos pesquisados por ano, no Programa
de Residência Médica, verificou-se que 42,11% (n=16) encontravam-se
no 1º. ano (R1); 42,11% (n=16) no 2º. ano (R2); e 15,79% (n=6) no 3º. ano (R3).Quanto aos anos de graduação acadêmica dos médicos
residentes, verificou-se que estavam compreendidos no período de 1996 a
2006, destacando-se o ano de 2005, com 12 médicos residentes. Em
relação à instituição em que se graduaram, observa-se que a UFSC
formou a grande maioria dos médicos, 28 pesquisados (73,68%); 6
(15,78%) eram provenientes de outras universidades do Estado de Santa
Catarina: UNISUL e FURB, ambas com três (7,89%); quatro eram
provenientes de universidades brasileiras de outros estados: UNICAMP,
UFMG, UFPel e UFRGS com um pesquisado para cada universidade
(2,63%). Normalmente, as atividades dos médicos residentes ligados às áreas
clínicas se dividem entre o atendimento ambulatorial, o atendimento nas
unidades de internação, o atendimento na emergência e atividades
teóricas. Os médicos residentes participantes desta pesquisa, indicaram
que utilizavam a média de dez horas/dia (desvio padrão 1,77), com
mínimo de oito horas/dia e máximo de 18 horas/dia, para suas atividades
profissionais. Sendo que, para o atendimento ambulatorial, utilizavam a
média de quatro horas/dia (desvio padrão 1,90), oscilando entre nenhum
tempo e, no máximo, nove horas/dia (TAB. 1). Nesta pesquisa, os dados referentes ao número de pacientes atendidos,
diariamente, se ateve ao atendimento ambulatorial. Assim, com relação a Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 234 O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva essa variável, obteve-se a média de sete pacientes/dia (desvio-padrão
3,36), que oscilou entre zero e 16 pacientes/dia. 3 As necessidades informacionais na prática clínica Portanto, temos a média de 21% de respostas não
atendidas, ou seja, de cada cinco questões clínicas que foram realizadas
diariamente, uma ficava sem resposta. foi de 79% (desvio padrão de 15,20), com mínimo de 30% e máximo de
100% (TAB. 2). Portanto, temos a média de 21% de respostas não
atendidas, ou seja, de cada cinco questões clínicas que foram realizadas
diariamente, uma ficava sem resposta. Resultado praticamente igual foi levantado por Green, Ciampi e Ellis
(2000), que detectaram que os médicos residentes atenderam a 80% das
questões. E, por Ramos, Linscheid e Schafer (2003), cujos resultados
mostram que os médicos residentes atenderam a 74% e os professores a
39%, ressaltando-se, nesta última pesquisa, o índice dos médicos
residentes. Já na pesquisa de Covell, Uman e Manning (1985), os autores
observaram um índice muito inferior, pois somente 30% das necessidades
de informação dos médicos foram satisfeitas. Com relação ao tempo gasto na resolução de cada questão clínica,
foi indicado o tempo médio de 20 minutos (desvio padrão 15,46), com
tempo mínimo de dois minutos e máximo de 60 minutos (TAB. 2). Na
literatura estrangeira, verifica-se que existe diferença no tempo médio
utilizado para resolução da questão clínica. Os dados da pesquisa de Woolf
e Benson (1989) indicam que 49% dos médicos e estudantes de medicina
levavam entre 10 e 30 minutos para a resolução de cada questão clínica. Os dados de Gorman (2001) indicam um tempo médio de 12 minutos; os
de Green, Ciampi e Ellis (2000) a média é de 15 minutos; e na de Ramos,
Linscheid e Schafer (2003) entre 5 e 15 minutos. Já contrastando com
esse resultado, a pesquisa de Ely et al. (1999) indica um tempo muito
inferior, ou seja, cada médico levava apenas dois minutos para responder
a uma questão clínica. Essas três variáveis (número de questões clínicas,
percentual de respostas encontradas e tempo gasto para resposta) foram
calculadas com 37 pesquisados, já que um deles não informou esses
dados. 3 As necessidades informacionais na prática clínica Na prática clínica, o médico se depara com um número variável de
questões que necessitam de respostas. Essas questões resultantes do
fluxo informacional, que se estabelece na relação médico/paciente, e que
geram uma necessidade de informação, deverão ser claras e objetivas,
para que possam ser efetivamente respondidas. Para responder às
questões clínicas, torna-se necessário que o médico busque informações
para subsidiar esse processo, que deverão ser identificadas, interpretadas,
integradas à realidade do paciente e aplicadas à decisão clínica. Green, Ciampi e Ellis (2000, p. 220, tradução nossa) definiram “a
necessidade informacional do médico como a exigência para novos
conhecimentos médicos no que se refere ao cuidado de um paciente ou de
um grupo de pacientes”. Para Osheroff et al. (1991), as necessidades
informacionais do médico são variáveis e complexas, e diversas fontes de
informação são passíveis de consulta. Outras variáveis também são apontadas na literatura, como fatores
intervenientes nas necessidades informacionais. Para Leckie, Pettigrew e
Sylvain (1996), os fatores demográficos, o contexto, a frequência, o grau
de importância e a complexidade, podem direcionar as necessidades
informacionais. Na pesquisa realizada, foi identificado que os médicos residentes do
HU da UFSC formulavam a média diária de 5,25 questões (desvio padrão
2,13), tendo sido indicado o mínimo de uma e o máximo de dez questões
por dia. Considerando que a média de atendimento ambulatorial é de sete
pacientes ao dia, conclui-se que os médicos residentes elaboravam 0,75
questão por paciente. q
p
p
Alguns autores da literatura estrangeira apontam resultados
aproximados. Dee e Blazek (1993) apontaram 0,3 necessidades por
paciente; Gorman e Helfand (1995) e Green, Ciampi e Ellis (2000) 0,7;
Cogdill et al. (2000) indicaram 0,29, quando o médico estava na presença
de estudantes de medicina e 0,42, quando estava sozinho no atendimento
clínico; Ramos, Linscheid e Schafer (2003) indicaram que entre os
residentes o índice foi 1,5 e, entre os professores, de 0,8. p
Procurou-se saber, também, qual o percentual de respostas
encontradas para as questões clínicas formuladas. A média de respostas 235 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva Maria Gorete Monteguti Savi;
Edna Lucia da Silva foi de 79% (desvio padrão de 15,20), com mínimo de 30% e máximo de
100% (TAB. 2). Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 3 As necessidades informacionais na prática clínica Tabela 2- Indicação do número de questões clínicas formuladas, do
percentual de respostas encontradas e do tempo gasto em cada resposta
pelos médicos residentes do HU da UFSC Tabela 2- Indicação do número de questões clínicas formuladas, do
percentual de respostas encontradas e do tempo gasto em cada resposta
pelos médicos residentes do HU da UFSC
Variável
Média
Mínima
Máxima
Nº de respondentes
Questões clínicas (indicação diária)
5,25
01
10
37
Respostas encontradas (percentual)
79%
30%
100%
37
Tempo gasto em cada resposta (minutos)
20
02
60
37
Fonte: Dados da pesquisa Variável
Média
Mínima
Máxima
Nº de respondentes
Questões clínicas (indicação diária)
5,25
01
10
37
Respostas encontradas (percentual)
79%
30%
100%
37
Tempo gasto em cada resposta (minutos)
20
02
60
37
Fonte: Dados da pesquisa Com relação à frequência com que os médicos buscavam informação
para resolver suas questões, a pesquisa apontou que 42,10% (n=16)
indicaram quase todos os dias, 31,58% (n=12) duas ou três vezes por
semana, 23,68% (n=9) buscavam todos os dias, e 2,63% (n=1) menos
de uma vez por semana. A opção “uma vez por semana” não foi indicada
por nenhum dos pesquisados. 236 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 O uso da informação e a prática clínica de médicos
residentes O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva Maria Gorete Monteguti Savi;
Edna Lucia da Silva A elaboração da questão clínica deve considerar o enfoque do
problema, que pode estar relacionado a aspectos básicos, tais como
causa, fisiopatologia; ou a aspectos clínicos, como diagnóstico, tratamento
ou prognóstico. Nesta pesquisa, foi identificado que a maioria (73,68%,
n=28) dos médicos residentes buscava resposta para questões clínicas
direcionadas para tratamento, seguidas de questões relacionadas com
diagnóstico (21,05%, n=8) e, por último, com prevenção (5,26%, n=2). Questões relacionadas a prognóstico, etiologia, epidemiologia e outros não
tiveram nenhuma indicação. ç
Este resultado em que o alto índice das questões está relacionado
com a terapêutica também fica explicitado nas falas dos pesquisados: [...] eu utilizo o critério da fonte de informação, aquilo que
chega mais próximo possível [...] da melhor terapêutica que
existe no momento (E01). [São usados os] consensos pra ajudar na decisão terapêutica
d
i
( 0 ) [...] eu utilizo o critério da fonte de informação, aquilo que
chega mais próximo possível [...] da melhor terapêutica que
existe no momento (E01). 3 As necessidades informacionais na prática clínica Gráfico 1 - Aplicabilidade da solução da questão clínica pelos
médicos residentes do HU da UFSC Gráfico 1 - Aplicabilidade da solução da questão clínica pelos
médicos residentes do HU da UFSC 0
10
20
30
40
50
60
70
80
90
100
Intervencão no paciente
Recomendacões ao
paciente
Programar retorno do
paciente
Aumentar conhecimento
Modificar decisão
Outros
Percentual de respostas
Frequentemente
Ás vezes
Pouco
Não utiliza
Fonte: Dados da pesquisa. Fonte: Dados da pesquisa. No item “às vezes”, os resultados obtidos pelas opções de modificar
decisão anterior, programar retorno do paciente, passar recomendações
para o paciente e definição de intervenção no paciente ficaram mais
equilibrados, entre 36,84% e 57,89% (entre 14 e 22 indicações). O alto
índice (86,84%, n=33) da opção “outros” como não utilizados pelos
médicos residentes indicou que todas as opções sobre a aplicabilidade da
resposta da questão clínica foram sugeridas. As variáveis indicadas nas
opções “pouco” e “não utiliza” foram, de maneira geral, inexpressivas. Portanto, os médicos residentes do HU da UFSC elaboraram suas
questões clínicas para problemas relacionados ao tratamento do paciente,
seguido
do
diagnóstico. A
solução
das
questões
clínicas
está
frequentemente relacionada com o aumento do nível de conhecimento, ou
seja, os médicos precisam de mais informações para melhor direcionar a
prática clínica. Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 3 As necessidades informacionais na prática clínica [...] eu utilizo o critério da fonte de informação, aquilo que
chega mais próximo possível [...] da melhor terapêutica que
existe no momento (E01). [São usados os] consensos pra ajudar na decisão terapêutica
dos pacientes. (E05). [São usados os] consensos pra ajudar na decisão terapêutica
dos pacientes. (E05). Também surgem nos depoimentos, questões relacionadas ao
diagnóstico, segundo item indicado pelos médicos residentes do HU da
UFSC, conforme as falas ilustrativas transcritas abaixo: Pesquiso o que tem mais recente na literatura, em relação aos
consensos na prática clínica, em relação àquela doença que
estou suspeitando no paciente (E05). Contribuíram pra diagnóstico. O diagnóstico estava difícil pra
se fazer. Através de testes que eu aprendi nestes artigos, deu
pra definir o diagnóstico do paciente (E07). Na literatura nacional, a pesquisa de Martinez-Silveira (2005)
aponta que as questões mais importantes estavam relacionadas ao
diagnóstico, seguido do tratamento. Alguns resultados presentes em literatura estrangeira corroboram
com os resultados encontrados nesta pesquisa, quando indicam que as
questões estão relacionadas com a terapêutica e o diagnóstico (DEE;
BLAZEK, 1993; ELY et al., 1999; GREEN; CIMPI; ELLIS, 2000). Smith
(1996), em trabalho de revisão que incluiu 13 pesquisas, concluiu que a
maioria das questões clínicas estava relacionada com o tratamento do
paciente. Para os médicos residentes do HU, a solução da questão clínica
(GRÁF. 1) está frequentemente relacionada ao aumento do seu nível de
conhecimento (86,84%, n=33), definição de intervenção no paciente
(63,16%,n=24), passar recomendações para o paciente (28,95%, n=11),
a modificar decisão anterior (10,53%, n=4) e para programar retorno do
paciente (7,89%, n=3). 237 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva Gráfico 1 - Aplicabilidade da solução da questão clínica pelos
médicos residentes do HU da UFSC
0
10
20
30
40
50
60
70
80
90
100
Intervencão no paciente
Recomendacões ao
paciente
Programar retorno do
paciente
Aumentar conhecimento
Modificar decisão
Outros
Percentual de respostas
Frequentemente
Ás vezes
Pouco
Não utiliza
Fonte: Dados da pesquisa. 4 A seleção de fontes e de canais de informação Atualmente, a grande quantidade de informação disponível na área
médica tem exigido do médico o desenvolvimento de sua capacidade
crítica para avaliar as fontes de informação disponíveis, a fim de
selecionar as que possam responder mais adequadamente suas questões
clínicas, seja através de canais formais ou informais, de fontes de
informação impressas ou eletrônicas. Para os médicos residentes do HU da UFSC que realizam
atendimento ambulatorial, a informação é ponto de destaque na prática
clínica, assumindo um papel primordial. A grande maioria, ou seja, 37
(97,36%) dos médicos residentes, considerou que a informação científica
é muito importante na prática clínica e apenas um deles (2,63%)
considerou “importante”. As opções que indicavam “pouco importante” e
“não considera importante” não tiveram nenhuma indicação. 238 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 O uso da informação e a prática clínica de médicos
residentes O uso da informação e a prática clínica de médicos
residentes O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva Maria Gorete Monteguti Savi;
Edna Lucia da Silva Maria Gorete Monteguti Savi;
Edna Lucia da Silva Os depoimentos, abaixo, reforçam a constatação de que a
informação é muito importante para os médicos residentes, seja para
esclarecer ou para decidir qual conduta médica tomar: Contribuíram pra tomar a conduta, não necessariamente pra
mudar uma decisão anterior (E10). Contribui bastante. Porque a gente estava numa contradição,
porque uma especialidade, no caso a [...] sugeria uma via de
parto diferente da que a gente estava pensando pra esta
paciente. E realmente no Cochrane a gente pode comprovar
por metanálise que um número muito grande de pacientes
com o mesmo problema igual à nossa [paciente], que a via de
parto que a gente optou era a melhor pra aquela paciente. Foi
bem legal, bem importante (E11). De acordo com alguns depoimentos, percebe-se que a importância
das fontes de informação está muito ligada à confirmação da resposta
clínica, o que Smith (1996) indicou em sua pesquisa como a necessidade
informacional que ultrapassa o conhecimento médico e se estende para
uma sustentação psicológica, uma confirmação da resposta: Acho que sim [importância da informação]. Principalmente,
pra gente ter certeza daquilo que a gente está fazendo (E06). Contribuíram bastante [as fontes de informação]. Só depois
que a gente consultou [fontes de informação] é que foi
tomada uma decisão. Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 4 A seleção de fontes e de canais de informação Antes disso, a gente estava bem
reticente quanto a iniciar o tratamento, e foi depois desta
consulta que foi começado (E08). A questão referente aos principais meios que os médicos residentes
utilizavam no processo de busca da informação (GRÁF. 2), para resolver
suas questões clínicas, foi elucidada com base na indicação de prioridades. Com prioridade 1 (mais importante), a Internet foi apontada por 68,42%
(n=26), seguida da consulta ao acervo particular, com 13,16% (n=5) e da
junção das opções: bibliotecas, contato com pares e contato com médicos
da instituição, incluindo preceptores, com 18,41% (n=7). A opção
“contato com médicos fora da instituição” não foi indicada com prioridade 1. 239 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva Gráfico 2 – Busca da informação: canais de informação utilizados pelos
médicos residentes do HU da UFSC
0
10
20
30
40
50
60
70
80
Prioridade 1
Prioridade 2
Prioridade 3
Percentual de respostas
Internet
Bibliotecas
Pares
M édicos da
instituição
M édicos fora da
instituição
Acervo Particular
Outros
Fonte: Dados da pesquisa. Gráfico 2 – Busca da informação: canais de informação utilizados pelos
médicos residentes do HU da UFSC Fonte: Dados da pesquisa. Este dado referente ao expressivo uso da Internet como canal de
acesso à informação entre os profissionais da área da saúde já foi
apontado em pesquisas mais recentes, que abordam exclusivamente esse
tema, tais como a de Devitt e Murphy (2004), Cuenca e Tanaka (2005),
Oliveira e Silva (2005), Renwick (2005) e Gómez-Tello et al.(2006). Nas entrevistas realizadas com os médicos do HU, o uso da Internet
como canal de informação é claramente evidenciado: Quando eu precisei, a última vez que eu consultei foi a
Internet (E04). Quando eu precisei, a última vez que eu consultei foi a
Internet (E04). [...] mas na maioria das vezes [a consulta] foi na fonte on-line
(E06). Eu tenho procurado bastante em Internet, mas nos meios que
eu considero confiáveis, sites de revistas: New England e
Jama, ou então o UptoDate. Ou acabo consultando os colegas
pela facilidade, afinal de contas está todo mundo junto e
acaba discutindo as coisas (E08) Internet (E04). [...] mas na maioria das vezes [a consulta] foi na fonte on-line
(E06). [...] mas na maioria das vezes [a consulta] foi na fonte on-line
(E06). Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 4 A seleção de fontes e de canais de informação [...] mas na maioria das vezes [a consulta] foi na fonte on-line
(E06). Eu tenho procurado bastante em Internet, mas nos meios que
eu considero confiáveis, sites de revistas: New England e
Jama, ou então o UptoDate. Ou acabo consultando os colegas
pela facilidade, afinal de contas está todo mundo junto e
acaba discutindo as coisas (E08). Eu tenho procurado bastante em Internet, mas nos meios que
eu considero confiáveis, sites de revistas: New England e
Jama, ou então o UptoDate. Ou acabo consultando os colegas
pela facilidade, afinal de contas está todo mundo junto e
acaba discutindo as coisas (E08). Porém, com relação à Internet, mesmo tendo sido considerada pelos
médicos residentes do HU como a fonte mais utilizada, percebe-se que a
questão da confiabilidade da informação encontrada nesse ambiente é
apontada como fator preocupante pelos médicos residentes. Com prioridade 2 prevaleceu o contato com os pares (outros
médicos residentes) e com os médicos do próprio hospital, nos quais se
enquadra a figura do preceptor. Eles foram os mais representativos,
respectivamente com 28,94% (n=11) e 23,68% (n=9), conforme Gráfico
2. Esse dado é compatível com os dados indicados na pesquisa de
Haug (1997), que também apontou os pares como a opção mais indicada
com prioridade 2. 240 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 O uso da informação e a prática clínica de médicos
residentes O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva Maria Gorete Monteguti Savi;
Edna Lucia da Silva As fontes de informação ajudam, nesse caso, a formar uma opinião
clínica abalizada e permitem que a consulta e a discussão do caso, com
profissionais mais experientes, sejam mais produtivas. Nas falas abaixo,
essa afirmação é ratificada, já que os pesquisados inicialmente fazem
menção ao uso da fonte de informação, para, só depois, indicarem a
procura pelos preceptores e pares: Bom, uma coisa que tenho utilizado bastante é o Uptodate
[...] Também procurei, no caso, o staff e o residente mais
graduado (E08). Bom, uma coisa que tenho utilizado bastante é o Uptodate
[...] Também procurei, no caso, o staff e o residente mais
graduado (E08). A gente consulta guidelines, também a opinião dos chefes. E é
basicamente isto. A gente consulta banco de dados [...] quando tem casos
mais específicos tem que ir fazer a pesquisa (E09). 1 Nas pesquisas indicadas, categorizou-se por “outro médico” os pares, os médicos da instituição e médicos de
outras instituições. 4 A seleção de fontes e de canais de informação Em relação à consulta que os médicos residentes fazem aos pares,
somente
em
um
segundo
momento,
parece
estar
associado
à
responsabilidade que pode gerar para os pacientes uma decisão
equivocada, já que, mesmo após a informação ter sido repassada por
outro médico residente, o médico procura referendá-la na literatura. Abaixo, destacam-se algumas falas que ilustram essa situação: [A informação] sugerida por colegas não era bem o que estava
escrito nas fontes de informação (E01). Colegas [consulto] mais pela facilidade. Tenho medo de pegar
alguma coisa errada e trazer para a prática. Confiabilidade em
primeiro lugar [...] Foi depois de olhar esta literatura um
pouco mais que achei o artigo no Uptodate, mas foi um
residente mais graduado que achou uma revisão, se não me
engano foi no Chest, uma revista um pouco mais conceituada,
e acabamos usando aquela informação e depois fui olhar no
site para ver se a informação batia. Mas, é bem comum
quando alguém toma uma decisão ou pra corroborar com o
que a gente fez, dar uma olhadinha depois (E08). No Brasil, a pesquisa de Breglia (1989) indica que os pares e outros
médicos tiveram baixa expressão como fonte de informação, mas são
muito procurados, especialmente os preceptores, como um guia para
indicar qual a melhor fonte de informação a ser utilizada. Os dados da
pesquisa de Martínez-Silveira (2005) apontam os preceptores e os pares
como os mais consultados, seguidos da coleção particular; este último
item coincide com esta pesquisa, que também indicou o acervo particular
como o segundo mais importante meio de acesso às fontes de informação. Na pesquisa de Martínez-Silveira (2005), a Internet foi indicada como o
terceiro canal de informação mais utilizado, enquanto que os médicos
residentes do HU a apontaram como o mais utilizado. Na literatura estrangeira, algumas pesquisas (STINSON; MUELLER,
1980; DEE; BLAZEK, 1993; RAMOS; LINSCHEID; SCHAFER, 2003) deixam Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 241 O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva Maria Gorete Monteguti Savi;
Edna Lucia da Silva claro que o contato com outro médico1 é indicado como o canal de
informação mais importante, sendo que outras pesquisas, tais como Woolf
e Benson (1989), Osherhoff et al. (1991), Cogdill et al. (2000) e Green,
Ciampi e Ellis (2000) consideram como segunda opção mais importante. Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 4 A seleção de fontes e de canais de informação claro que o contato com outro médico1 é indicado como o canal de
informação mais importante, sendo que outras pesquisas, tais como Woolf
e Benson (1989), Osherhoff et al. (1991), Cogdill et al. (2000) e Green,
Ciampi e Ellis (2000) consideram como segunda opção mais importante. Diferentemente desta pesquisa, a de Gorman (2001) identificou que
os médicos que atendiam em comunidades rurais e urbanas pouco
utilizavam os computadores e as bases de dados, preferindo contato com
os pares. Na prioridade 3, conforme mostra o GRÁF. 2, obtiveram indicações:
consulta ao acervo particular com dez incidências (26,32%), consulta aos
médicos da instituição com nove (23,68%), contato com colegas com oito
(21,05%), consulta à Internet e à biblioteca, ambas com cinco cada
(13,16%) e consulta a médicos de fora da instituição com uma (2,63%). O baixo índice de utilização da biblioteca indicado nesta pesquisa já
foi percebido em pesquisas anteriores. Na pesquisa de Martínez-Silveira
(2005), a biblioteca ocupou o 6º. lugar na preferência dos médicos
residentes. Na literatura estrangeira, Stinson e Mueller (1980) e Dee e
Blazek (1993) também constataram a baixa utilização das bibliotecas. Quando se depara com dificuldades para encontrar informações que
possam responder sua questão clínica, ou seja, em um segundo momento do
processo de busca de informação, o médico residente recorre a agentes que
possam ajudá-lo. Na pesquisa, foram apontados como agentes desse
processo (prioridade 1): preceptores (63,15%, n=24), pares (34,31%, n=13)
e outros médicos da instituição (2,63%, n=1), conforme GRÁF. 3. Com relação à importância do preceptor no processo de busca da
informação, novamente ele aparece como mais importante, mas na hora
da dificuldade. Em análise anterior, quando foram colocados em questão
os meios utilizados na busca de informação, o preceptor não obteve dados
expressivos dentre os indicados como prioridade 1, mas assumiu a
primeira posição dentre os indicados na prioridade 2. Os bibliotecários só foram indicados na prioridade 3, com frequência
de duas respostas (5,26%). Portanto, novamente, obteve-se outro
indicador que leva ao questionamento da posição da biblioteca e do
bibliotecário nesse processo. A opção “outros” não foi indicada por
nenhum dos pesquisados. 242 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 4 A seleção de fontes e de canais de informação 2011 O uso da informação e a prática clínica de médicos
residentes
Maria Gorete Monteguti Savi;
Edna Lucia da Silva O uso da informação e a prática clínica de médicos
residentes O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva Gráfico 3 - Agentes de apoio informacional dos médicos
residentes do HU da UFSC
0
10
20
30
40
50
60
70
80
Pares
Preceptores
Professionais
da instituição
Profissionais
externos
Bibliotecários
Outros
Percentual de respostas
Prioridade 1
Prioridade 2
Prioridade 3
Fonte: Dados da pesquisa. Gráfico 3 - Agentes de apoio informacional dos médicos
residentes do HU da UFSC Fonte: Dados da pesquisa. Na questão referente ao grau de frequência com que os médicos
residentes utilizam as fontes de informação (GRÁF. 4), obteve-se nesta
pesquisa, a indicação de uso frequente para os periódicos (84,21%),
textbooks e handbooks (73,68%), guidelines (73,68%) e preceptores
(73,68%) quase que de maneira eqüitativa, apenas com um pouco mais
de ênfase nos periódicos. p
Na prática clínica, as questões podem ser classificadas como básicas
(background) e aplicadas (foreground). As respostas para questões
básicas dependem de conhecimentos comumente relacionadas com
etiologia, patogênese de doenças, mecanismos de ação e efeitos adversos
de medicamentos. A questão aplicada (foreground) tem relação mais
direta com a conduta a ser adotada, seja a conduta terapêutica ou
conduta diagnóstica e, também, pode estar relacionada com o
conhecimento sobre fatores indicadores de prognóstico. (BERNARDO;
NOBRE; JATENE, 2003). De maneira geral, os dados da pesquisa
apontam que, para os médicos residentes do HU da UFSC resolverem suas
questões clínicas, são necessárias informações em nível de foreground em
maior escala, geralmente disponíveis em periódicos técnico-científicos e
guidelines e, em nível de background, geralmente disponíveis em
textbooks (exceção para os baseados em evidência) e handbooks. Sobre o uso frequente dos periódicos, constata-se que, ao longo do
tempo, eles sempre assumiram uma posição de destaque na comunidade
científica, porém, foram, paulatinamente, sendo incorporados no ambiente
da prática profissional. Em relação ao uso dos periódicos no metiêr
médico, a afirmação de Coutinho e Li (2004, p. 30) respalda o resultado
desta pesquisa: O processo de formação e transmissão do conhecimento
sofreu uma mudança radical nas últimas décadas. Se, no
passado, o tratado médico era a fonte de referência por
excelência, hoje os periódicos científicos tomaram seu lugar,
dada a grande rapidez na expansão do conhecimento. Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 4 A seleção de fontes e de canais de informação O processo de formação e transmissão do conhecimento
sofreu uma mudança radical nas últimas décadas. Se, no
passado, o tratado médico era a fonte de referência por
excelência, hoje os periódicos científicos tomaram seu lugar,
dada a grande rapidez na expansão do conhecimento. 243 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 O uso da informação e a prática clínica de médicos
residentes O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva Maria Gorete Monteguti Savi;
Edna Lucia da Silva Os preceptores (73,68%), pares (60,53%) e outros especialistas
(50,00%) também são consultados frequentemente. Porém, quando se
leva em consideração os dados analisados anteriormente, pode-se concluir
que os mesmos são consultados com frequência, mas não em um primeiro
momento. Na literatura estrangeira, a pesquisa de Green, Ciampi e Ellis (2000)
indicou que 28% das questões eram resolvidas com o uso de literatura de
background e 66% de foreground. De maneira geral, as mesmas fontes de informação indicadas na
presente pesquisa aparecem como mais utilizadas na literatura revisada,
porém, não necessariamente na mesma ordem. Gráfico 4 - Fontes de informação: uso pelos médicos residentes do
HU da UFSC 0
10
20
30
40
50
60
70
80
90
Frequentemente
Às vezes
Muito pouco
Não consulta
Percentual de respostas
Textbooks/Handbooks
Artigos de periódicos
Guidelines
Eventos
Teses
Boletins
Videos
Outros recursos eletrônicos
Pares
Preceptores
Especialistas
Outras fontes
Fonte: Dados da pesquisa. Fonte: Dados da pesquisa. No Brasil, nas pesquisas de Martínez-Silveira (2005) e de Lima
(2005), os livros aparecem como a fonte de informação mais consultada,
seguidos dos periódicos. Porém, deve ser ressaltado que, em sua
pesquisa, Lima (2005) colocou em uma única listagem as fontes de
informação em seus diferentes suportes (por exemplo: CD-ROMs, slides,
fitas de videocassete), juntamente com bases de dados específicas (por
exemplo: Medline, Lilacs, Cochrane, SciELO), o que torna os resultados
pouco reveladores. Breglia (1989) aponta que a fonte mais utilizada foram
os textbooks, seguidos das bibliografias. Algumas pesquisas utilizam
“livros” para designar os textbboks, handbooks, guidelines e outras
publicações avulsas. A revisão de 12 pesquisas realizadas por Haug (1997), entre o
período de 1975 a e 1992, indica que os periódicos e os livros eram as
fontes de informação mais consultadas. Coumou (2006), em revisão
realizada no período de 1992 a 2005, indica os pares e as fontes de
informação impressa. Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 4 A seleção de fontes e de canais de informação A pesquisa de Green, Ciampi e Ellis (2000) indica os
textbooks, seguidos dos periódicos e dos preceptores. 244 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 O uso da informação e a prática clínica de médicos
residentes O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva Maria Gorete Monteguti Savi;
Edna Lucia da Silva Na presente pesquisa, na opção “às vezes” são consultadas, foram
indicadas as fontes de informação: recursos eletrônicos on-line, como
imagens e sites institucionais com 52,63%, pares e especialistas ambos
com 31,58%, e guidelines e textbooks/handbooks ambos com 26,32%. Dentre as fontes indicadas como “muito pouco” consultadas, temos as
teses (65,79%), os trabalhos apresentados em eventos (57,89%) e os
boletins informativos (50%). Entre as indicações de fontes não
consultadas, temos outras fontes (84,21%), os vídeos (39,47%), os
boletins informativos (31,58%), as teses, dissertações e trabalhos
acadêmicos (26,32%), os trabalhos apresentados em eventos (18,42%) e
outros recursos eletrônicos on-line (2,63%). O alto índice de indicação dos
médicos residentes do HU para a opção “não consulta outras fontes de
informação” (84,21%), indica que as fontes de informação utilizadas, em
maior ou menor escala, são as referendadas na questão. Os que
responderam que utilizam outras fontes de informação com a opção “às
vezes” (2,63%) e com consulta “muito pouco” (10,53%), não fizeram
indicação de quais são essas outras fontes utilizadas. Pelos dados desta pesquisa, em relação ao baixo índice de uso das
teses, dissertações e trabalhos acadêmicos (indicação de “muito pouca”
consulta – 65,79%), pode-se inferir que não existe uma tradição de uso
dessas fontes pelos médicos residentes do HU da UFSC. Esse mesmo
resultado foi observado na pesquisa realizada por Lima (2005), na qual o
uso das teses e dissertações impressas ocupou a 13ª colocação, e o uso
das teses e dissertações eletrônicas a 16ª. colocação. Na pesquisa de
Breglia (1989), as teses e dissertações não foram incluídas entre as fontes
consultadas em um primeiro momento; somente em um segundo
momento elas aparecem, com apenas 0,9%. Na literatura estrangeira
analisada, essa variável não faz parte das abordagens realizadas. Gráfico 5 - Médicos residentes do HU da UFSC e o uso de sistemas informatizados de
informação 4 A seleção de fontes e de canais de informação O processo de busca da informação, por meio de bases de dados,
tem sido alvo de muitas pesquisas, desde o início deste século (por
exemplo: DEVITT; MURPHY, 2004; REWINCK, 2005, CUENCA; TANAKA,
2003; 2005 e GÓMEZ-TELLO et al., 2006), considerando o momento
ímpar liderado pelo desenvolvimento das TIC e pela quantidade de
informação técnico-científica produzida e disponibilizada diariamente. Para
Bernardo, Nobre e Jatene (2004, p. 106), “as bases de dados
informatizadas e acessadas pela Internet têm se constituído na principal
fonte de busca de informação” para o médico. A pesquisa com os médicos residentes do HU da UFSC sobre o uso
de bases de dados (GRÁF. 5) indicou acesso frequente ao UptoDate
(71,05%), Portal de Periódicos da CAPES (65,79%), PubMed – incluindo
MEDLINE (63,16%), bases de dados da BIREME (39,47%), ferramentas
de busca tipo Google, Cadê, Yahoo (26,32%), SciELO (23,68%), Cochrane
Library (21,05%), bases de dados Web of Science e EBMR (ambas com
5,26% cada) e MD Consult (2,63%). Gráfico 5 - Médicos residentes do HU da UFSC e o uso de sistemas informatizados de
informação 245 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 O uso da informação e a prática clínica de médicos
residentes
Maria Gorete Monteguti Savi;
Edna Lucia da Silva O uso da informação e a prática clínica de médicos
residentes O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva 0
10
20
30
40
50
60
70
80
90
Frequentemente
Às vezes
Muito Pouco
Não consulta
Percentual de respostas
Bireme
PubMed
Cochrane
Portal de Periódicos/ CAPES
Scielo
Web of Science
UpToDate
EBMR
ACP Medicine
MD_Consult
Ferramenta de busca
Outros
Fonte: Dados da pesquisa Fonte: Dados da pesquisa Na entrevistas, o uso do Uptodate e PubMed foi referenciado como
fontes de informação consultadas para resolver uma questão clínica
relevante: No PubMed apareceu vários artigos que me interessavam,
selecionei os mais recentes e procurei fontes européias,
porque já conhecia as americanas, para comparar as duas
(E03). [Consulto] na Internet, via PubMed. O que mais uso na minha
prática clínica é usar o PubMed para ver o que tenho mais
dúvida (E05). Nas fontes que geralmente eu consulto [...] PubMed ou
UptoDate e algumas coisas em livros (E06). Bom, uma coisa que eu tenho utilizado bastante é o Uptodate,
que o hospital assinou há pouco tempo. Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 4 A seleção de fontes e de canais de informação Primeiro por ser
confiável e segundo por estar disponível facilmente em
qualquer computador do hospital, e está disponível também no
nosso quarto [quarto dos residentes], onde tem uma
impressora e é muito fácil de imprimir. [...] UptoDate, que é
um site idôneo que até hoje eu não vi comentário de erro nas
revisões deles (E08). Como a base de dados Uptodate, cujo conteúdo é conciso e dirigido
especialmente para quem atua na prática clínica, foi assinada no ano de
2007 pela UFSC e disponibilizada nos computadores do HU, deve ter
desencadeado seu alto índice de uso. Na pesquisa de Ospina, Herault e
Cardona (2005), foi revelado que os médicos acessavam cinco vezes mais
as bases de dados gratuitas do que as que requerem pagamento. Além
disso, outros diferenciais da base de dados Uptodate, que estão contidos
em uma das falas citadas acima, referem-se à questão da confiabilidade
da informação e à sua disponibilidade de acesso. 246 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 O uso da informação e a prática clínica de médicos
residentes O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva Maria Gorete Monteguti Savi;
Edna Lucia da Silva Em relação ao PubMed, serviço criado pela NLM, que inclui as bases
de dados MEDLINE, é importante ressaltar que o nome desse serviço, para
a grande maioria dos médicos, é sinônimo da base de dados MEDLINE. O alto índice de utilização do Portal de Periódicos da CAPES
demonstra que esse instrumento está, cada vez mais, sendo incorporado
no meio acadêmico e profissional. As bases de dados com literatura nacional e latino-americana
disponíveis no site da BIREME são utilizadas com certa cautela. As bases
de dados da BIREME e a SciELO, mesmo que tenham obtido,
respectivamente, a quarta e a sexta indicações de uso frequente,
apresentaram uma grande diferença nos percentuais, quando comparadas
com o uso do UptoDate e do PubMed. O depoimento de um entrevistado
pode ser um indicador de motivo dessa diferença: Ah! O Scielo que é outra fonte [consultada] e outra a Bireme, às
vezes não tem artigos bons como na literatura inglesa2 (E03). Na pesquisa de Martínez-Silveira (2005), a base de dados MEDLINE
teve o mais alto índice de utilização (71%), seguida pela LILACS e
Cochrane Library, ambas com 12%. 2 Nota dos autores: “literatura inglesa”, referindo-se à literatura disponível em inglês. 4 A seleção de fontes e de canais de informação Já na de Lima (2005), considerando-
se somente as bases de dados acessadas, tem-se: MEDLINE (ocupa a 3ª. posição na listagem geral, que inclui também fontes impressas), LILACS
(6ª. posição), Cochrane (7ª. posição), Outras bases da Bireme (8ª. posição), SciELO (14ª. posição), OVID (15ª. posição) e ProBE (16ª. –
última posição). p
ç
)
Entre os sistemas informatizados indicados como “às vezes”
consultados, temos as ferramentas de busca (47,37%), Cochrane Library
(44,74%), BIREME (39,470%), PubMed e SciELO (ambos com 28,95%
cada) e Portal de Periódicos da CAPES (23,68%) e UptoDate (21,05%). Percebe-se que as fontes de informação que foram indicadas como as
mais utilizadas aparecem com os menores índices na opção “às vezes”. Um dado que surpreendeu foi a indicação de ferramentas de busca
como a primeira opção em “às vezes” é consultada, além de constarem
entre os usados “frequentemente”, indicando que, mesmo utilizando
fontes de informação de caráter científico, existia a procura de informação
em mecanismos gerais de busca. Porém, considerando o que foi apontado
anteriormente sobre a questão da confiabilidade dos sites, supõe-se que
os médicos residentes, quando recorriam às ferramentas de busca,
deviam empregar algum critério de seleção para uso das informações
encontradas. Dentre os sistemas indicados como “pouco consultados”, os mais
apontados foram Web of Science e SciELO, respectivamente com 47,37%
e 36,84%. Os sistemas de informação não consultados pelos médicos
residentes do HU da UFSC tiveram alto índice para ACP Medicine e para
outros sistemas (ambos com 84,21%), sendo seguidos do MD Consult Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 247 O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva Maria Gorete Monteguti Savi;
Edna Lucia da Silva (68,42%), EBMR (60,53%) e Web of Science (36,84%). Como as bases
de dados ACP Medicine, MD Consult e EBMR não são bases de dados de
acesso livre e a UFSC não mantém assinatura, este pode ser outro
indicador de que a disponibilidade gratuita da informação é fator
primordial na seleção das fontes de informação, conforme observado
anteriormente. (68,42%), EBMR (60,53%) e Web of Science (36,84%). Como as bases
de dados ACP Medicine, MD Consult e EBMR não são bases de dados de
acesso livre e a UFSC não mantém assinatura, este pode ser outro
indicador de que a disponibilidade gratuita da informação é fator
primordial na seleção das fontes de informação, conforme observado
anteriormente. Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 4 A seleção de fontes e de canais de informação Ospina, Herault e Cardona (2005), em pesquisa com médicos latino-
americanos dos países de língua espanhola, identificaram algumas fontes
de informação mais consultadas, que são: MEDLINE, motores de busca
geral (Google, Yahoo e Altavista) e BIREME. g
(
g
)
O médico pode fazer uso da informação que foi selecionada e
analisada antecipadamente, normalmente representada pelas fontes
terciárias de informação, ou ele próprio realizar a seleção e análise da
informação, através da consulta às fontes primárias ou secundárias. Na
pesquisa, quando questionados sobre o tema, 26 (70,27%) dos médicos
residentes do HU da UFSC informaram que utilizavam a informação já
selecionada e analisada, e 11 (29,72%) preferiam realizar a seleção e
análise da informação. Dessa forma, a maioria estava preferindo consultar
fontes de informação terciárias, em detrimento do uso de publicações
primárias e secundárias, que envolvem um processo mais complexo de
seleção e análise da informação. Esse dado é confirmado na análise da
questão
anterior,
quando
se
detectou
que,
dentre
os
sistemas
informatizados de recuperação da informação, o UptoDate, base de dados
que dispõe da informação já selecionada e analisada, apresentou o maior
índice de utilização freqüente. Essa fonte foi complementada pelo PubMed
que, dependendo dos critérios da estratégia de busca, pode, também,
apresentar a informação já selecionada e analisada, também pelo acesso
à Cochrane Library, que não teve forte indicação de uso frequente, mas
que ocupou o segundo lugar na opção “às vezes”. Outro ponto enfocado na pesquisa está relacionado aos critérios que
os médicos residentes utilizavam para escolher as fontes de informação. De acordo com o Gráfico 6, pode-se verificar que as respostas indicaram
como muito importante a atualidade da informação com 84,21% (n=32),
a confiabilidade da informação com 73,68% (n=28), a facilidade de
acesso à informação com 71,05% (n=27), a facilidade de uso com
44,74% (n=17) e os custos da informação com 34,21% (n=13). Pelos dados analisados nas questões anteriores, já foi possível
perceber, especialmente pelas entrevistas, a incidência de três variáveis
preponderantes nos critérios de seleção de fontes de informação, que
agora
são
confirmadas
como
as
mais
importantes:
atualidade,
confiabilidade e acessibilidade. Na opção “importante”, por ordem de indicação obteve-se: custos da
informação representando 47,37% (n=18), facilidade de uso com 44,74%
(n=17), confiabilidade com 23,68% (n=9), acessibilidade com 21,05% (n=8)
e atualidade da informação com 15,79% (n=7). 248 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 4 A seleção de fontes e de canais de informação A busca da informação na prática clínica interage com uma
diversidade de motivos que impulsionam o médico a priorizar a busca de
respostas. p
Nesta pesquisa, verificou-se que os médicos residentes buscavam
informação para resolver uma questão clínica, considerando como fator
máximo de prioridade a urgência do caso clínico em 47,37% (n=18), o
interesse pelo caso em 28,95% (n=11), dúvidas sobre os procedimentos
no caso clínico em 19,53% (n=4), caso raro em 7,89% (n=3) e receio de
não realizar uma boa prática e receio de cometer erro médico em 2,63%
cada (n=1 cada), conforme indicado no GRÁF. 7. Gráfico 7 - Busca da informação: fatores priorizados pelos médicos
residentes do HU da UFSC
0
5
10
15
20
25
30
35
40
45
50
Urgência
Expectativa
do paciente
Interesse
pelo caso
Caso raro
Dúvida
Receio
prática
Receio erro
Outros
Sem
prioridade
Percentual de respostas
Prioridade 1
Prioridade 2
Prioridade 3
Fonte: Dados da pesquisa
Pesquisa anterior, realizada na Bahia por Martínez-Silveira (2005),
aponta que a dúvida ou insegurança no caso clínico (72,6%), a existência
de caso raro (71,2%), a apresentação do caso clínico em reunião (67,1%)
e o interesse pelo caso do paciente (65,8%) eram os principais motivos
que levavam os médicos residentes à busca de informação. Na literatura
estrangeira, Green, Ciampi e Ellis (2000) constataram que os motivos
estavam relacionados com a expectativa do paciente e o receio de
cometer erro médico, este último item podendo ter estreita ligação com o
rigor da legislação americana para casos dessa natureza. Na pesquisa de
Gorman e Helfand (1995), foi identificado o mesmo resultado da presente
pesquisa, ou seja, a urgência do caso clínico foi o fator que mais
contribuiu para a busca da informação. 4 A seleção de fontes e de canais de informação 2011 O uso da informação e a prática clínica de médicos
residentes O uso da informação e a prática clínica de médicos
residentes O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva A maioria dos médicos residentes do HU da UFSC, exatamente 32
respondentes (84,21%), indicou que não considera importante outros
critérios além dos indicados na pesquisa. Gráfico 6 - Critérios de seleção das fontes de informação dos
médicos residentes HU/UFSC 0
10
20
30
40
50
60
70
80
90
Muito importante
Importante
Pouco importante
Não considera
importante
Percentual de respostas
Acessibilidade
Confiabilidade
Atualidade
Facilidade
Custo
Outros
Fonte: Dados da pesquisa Fonte: Dados da pesquisa Nos preceitos da metodologia da MBE, quando se busca na
literatura, especialmente nos artigos de periódicos, respostas para as
questões clínicas, o médico se depara com diferentes tipos de pesquisa ou
desenhos de pesquisa e necessita determinar a sua validade e sua
aplicabilidade para o problema em questão. Quando instigados sobre o
tema, os médicos residentes do HU da UFSC indicaram como mais
importantes os artigos de revisão com 44,74% (n=17), as revisões
sistemáticas e/ou metanálises com 28,95%(n=11), os ensaios clínicos
com 23,68% (n=9) e 2,63% (n=1) informou não ter preferências. Pelas
entrevistas, percebe-se que os artigos de revisão e as metanálises
predominam nas falas dos entrevistados: Geralmente [o que consulto] são artigos de revisão. [...]
Geralmente são revisões ou grandes metanálises (E04). Dou preferência para os livros de revisão, metanálises. Teoricamente são melhores (E06). [Utilizo] porque são artigos de revisão. Já selecionaram vários
outros estudos, eles pegam os principais pra fazer os artigos
de revisão. Por isto (E07). [Utilizo] Portal que apresenta metanálise, [porque] estão uma
seleção de vários trabalhos que passam por critérios rigorosos
de metodologia, que foram selecionados pra montar uma fonte
um pouco maior (E11). O ensaio clínico, terceiro mais indicado pelos médicos residentes,
teve seu uso ressaltado por um dos entrevistados: 249 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 Maria Gorete Monteguti Savi;
Edna Lucia da Silva O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva Geralmente eu utilizo o critério da fonte de informação, aquilo
que
chega
mais
próximo
possível
do
ensaio
clínico
randomizado controlado duplo cego com placebo ou com a
melhor terapêutica que existe no momento (E01). Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 5 Considerações finais Notadamente, os médicos residentes do HU da UFSC estão
conscientizados da importância da informação científica e já incorporaram
o seu uso, como fator determinante do processo de decisão clínica. Dos
resultados alcançados, foi possível perceber que, durante sua prática
ambulatorial, o médico residente se depara com questões classificadas
como foreground, mais ligadas a aspectos clínicos do tratamento do
paciente, em detrimento de questões ligadas a aspectos básicos, tais
como epidemiologia e etiologia. Tais resultados permitem inferir que o
formando de medicina está saindo para o mercado de trabalho com um
bom
nível
de
conhecimentos,
que
suprem
suas
necessidades
informacionais, relacionadas a aspectos básicos da profissão. p
p
Dentre as fontes de informação utilizadas com mais frequência pelos
médicos residentes do HU da UFSC, foram indicados os periódicos, com
pequena vantagem sobre os textbooks e handbooks, os guidelines e os
preceptores. Dentre as fontes com menor indicação de uso estavam os
vídeos, os boletins informativos, as teses, dissertações e os trabalhos
acadêmicos e os apresentados em eventos. Com relação aos sistemas informatizados utilizados frequentemente,
verificou-se a preferência pelo UptoDate, Portal de Periódicos da CAPES e
PubMed/Medline. A preferência por informação já selecionada e analisada
em idioma inglês, a confiabilidade da fonte de informação e a gratuidade
no acesso foram, em maior ou menor grau, determinantes na indicação
das bases de dados. As bases de dados nacionais, como as da BIREME e a
SciELO, eram utilizadas com mais cautela. O uso de fontes terciárias teve predominância, através da indicação
de uso frequente da base de dados UptoDate, sendo que também tiveram
destaque as fontes primárias, através do Portal de Periódicos da CAPES, e
as fontes secundárias, com a indicação do PubMed. Com relação ao uso das bases de dados, verificou-se que o médico
residente do HU da UFSC dava preferência à busca por termos livres e
estava deixando de usar os recursos disponíveis para tornar a recuperação
da informação mais produtiva, em termos de relevância e pertinência. Essa constatação abre espaço para as bibliotecas oferecerem treinamento
a usuários para uso das bases de dados, especialmente para explorar as
potencialidades que cada sistema oferece. Da análise empreendida, mesmo não sendo o foco principal desta
pesquisa, vale destacar a pouca relevância dada à biblioteca nesse
processo. 4 A seleção de fontes e de canais de informação Gráfico 7 - Busca da informação: fatores priorizados pelos médicos
residentes do HU da UFSC Gráfico 7 - Busca da informação: fatores priorizados pelos médicos
residentes do HU da UFSC
0
5
10
15
20
25
30
35
40
45
50
Urgência
Expectativa
do paciente
Interesse
pelo caso
Caso raro
Dúvida
Receio
prática
Receio erro
Outros
Sem
prioridade
Percentual de respostas
Prioridade 1
Prioridade 2
Prioridade 3
Fonte: Dados da pesquisa Fonte: Dados da pesquisa Fonte: Dados da pesquisa Pesquisa anterior, realizada na Bahia por Martínez-Silveira (2005),
aponta que a dúvida ou insegurança no caso clínico (72,6%), a existência
de caso raro (71,2%), a apresentação do caso clínico em reunião (67,1%)
e o interesse pelo caso do paciente (65,8%) eram os principais motivos
que levavam os médicos residentes à busca de informação. Na literatura
estrangeira, Green, Ciampi e Ellis (2000) constataram que os motivos
estavam relacionados com a expectativa do paciente e o receio de
cometer erro médico, este último item podendo ter estreita ligação com o
rigor da legislação americana para casos dessa natureza. Na pesquisa de
Gorman e Helfand (1995), foi identificado o mesmo resultado da presente
pesquisa, ou seja, a urgência do caso clínico foi o fator que mais
contribuiu para a busca da informação. 250 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 O uso da informação e a prática clínica de médicos
residentes O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva Maria Gorete Monteguti Savi;
Edna Lucia da Silva Maria Gorete Monteguti Savi;
Edna Lucia da Silva Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 5 Considerações finais Os resultados mostram que parece haver um importante papel
a ser desempenhado pelo bibliotecário que atua na área médica, de modo
que o planejamento dos serviços da biblioteca seja estruturado a partir de
estudos de usuários que enfoquem as necessidade informacionais e as
dificuldades encontradas pelo usuário na busca e recuperação da
informação. Para tal, faz-se necessário investir no desenvolvimento de
habilidades e de conhecimentos específicos do bibliotecário para essa
atuação. Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 251 Maria Gorete Monteguti Savi;
Edna Lucia da Silva O uso da informação e a prática clínica de médicos
residentes O uso da informação e a prática clínica de médicos
residentes Referências BERNARDO, W. M.; NOBRE, M. R. C.; JATENE, F. B. A prática clínica
baseada em evidências: parte II - buscando as evidências em fontes de
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IBICT/Universidade Federal do Rio de Janeiro, Rio de Janeiro, 1989. BREGLIA, V. L. A. A comunicação da informação na residência médica. 1989. 203 f. Dissertação (Mestrado em Ciência da Informação)-
IBICT/Universidade Federal do Rio de Janeiro, Rio de Janeiro, 1989. COGDILL, K. W. et al. Information needs and information seeking in
community medical education. Academic Medicine, v. 75, n. 5, p. 484-
486, 2000. COUMOU, H. C. H. How do primary care physicians seek answers to
clinical questions? A literature review. Journal of the Medical Library
Association, Chicago, v. 94, n. 1, p. 55-60, jan. 2006. COUTINHO, M.; LI, S. M. Como ter acesso à literatura médica. In:
DRUMMOND, J. P.; SILVA, E.; COUTINHO, M. Medicina baseada em
evidências: novo paradigma assistencial e pedagógico. 2. ed. São Paulo:
Atheneu, 2004. cap. 2. COVELL, D. G.; UMAN, G. C.; MANNING, P. R. Information needs in office
practice: are they being met? Annals of Internal Medicine, Philadelphia, v. 103, n. 4, p.596-599, Oct. 1985. CUENCA, A. M. B.; TANAKA, A. C. D. As novas tecnologias na comunicação
científica: o uso da Internet pela comunidade de docentes da área de
saúde pública. In: ENCONTRO NACIONAL DE PESQUISA EM CIÊNCIA DA
INFORMAÇÃO, 5., 2003, Belo Horizonte. Anais... Belo Horizonte: UFMG,
2003. CUENCA, A. M. B.; TANAKA, A. C. D. As novas tecnologias na comunicação
científica: o uso da Internet pela comunidade de docentes da área de
saúde pública. In: ENCONTRO NACIONAL DE PESQUISA EM CIÊNCIA DA
INFORMAÇÃO, 5., 2003, Belo Horizonte. Anais... Belo Horizonte: UFMG,
2003. ______. Influência da internet na comunidade acadêmico-científica da
área de saúde pública. Revista de Saúde Pública, São Paulo, v. 39, n. 5, p. 840-846, 2005. ______. Influência da internet na comunidade acadêmico-científica da
área de saúde pública. Revista de Saúde Pública, São Paulo, v. 39, n. 5, p. 840-846, 2005. DEE, C.; BLAZEK, R. Information needs of the rural physician: a
descriptive study. Bulletin of the Medical Library Association, Chicago, v. 81, n. 3, p. 259-264, 1993. Referências DEE, C.; BLAZEK, R. Information needs of the rural physician: a
descriptive study. Bulletin of the Medical Library Association, Chicago, v. 81, n. 3, p. 259-264, 1993. DEVITT, N.; MURPHY, J. A survey of the information management and
technology training needs of doctors in an acute NHS trust in the United
Kingdom. Health Information and Libraries Journal, v. 21, n. 3, p. 164-
172, 2004. ELY, J. W. et al. Analysis of questions asked by family doctors regarding
patient care. British Medical of Journal, London, v.319, p. 358-361, Aug. 1999. Disponível em: <http://www.bmj.com/cgi/reprint/319/7206/358>. Acesso em: 27 mar. 2007. ELY, J. W. et al. Analysis of questions asked by family doctors regarding
patient care. British Medical of Journal, London, v.319, p. 358-361, Aug. 1999
Disponível em: <http://www bmj com/cgi/reprint/319/7206/358> patient care. British Medical of Journal, London, v.319, p. 358-361, Aug. 1999. Disponível em: <http://www.bmj.com/cgi/reprint/319/7206/358>. Acesso em: 27 mar. 2007. Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 252 O uso da informação e a prática clínica de médicos
residentes Maria Gorete Monteguti Savi;
Edna Lucia da Silva GOMÉZ-TELLO, V. et al. Uso de Internet y recursos electrónicos entre
médicos intensivistas españoles: primera encuesta nacional. Medicina
Intensiva, Madrid, v. 30, n. 6, Aug./Sept. 2006. GOMÉZ-TELLO, V. et al. Uso de Internet y recursos electrónicos entre
médicos intensivistas españoles: primera encuesta nacional. Medicina
Intensiva, Madrid, v. 30, n. 6, Aug./Sept. 2006. GORMAN, P. N. Information needs in primary care: a survey of rural and
nonrural primary care physicians. Medinfo, Edmonton, v. 10, pt. 1, p. 338-342,
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Newton, v. 109, p. 218-223, Aug. 2000. HAUG, J. D. Physicians’ preferences for information sources: a meta-
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p.223-232,
July
1997. Disponível
em: http://www.pubmedcentral.nih.gov/picrender.fcgi?artid=226263&blobtype
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seeking of professional: a general model derived from research on
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n. 2, p. 161-193, 1996. LIMA, H. M. C. Experiências em buscas de informações por residentes de
medicina. Referências Revista Brasileira de Educação Médica, Rio de Janeiro, v. 29, n. 1, p. 13-21, jan./abr. 2005. MARTINEZ-SILVEIRA, M. S. A informação científica na prática médica:
estudo do comportamento informacional do médico residente. 2005. 184
f. Dissertação (Mestrado em Ciência da Informação) - Programa de Pós
Graduação em Ciência da Informação, IBICT/Universidade Federal da
Bahia, 2005. OLIVEIRA, A. M.; SILVA, I. Study of information channels utilized by
associated doctors of UNIMED - Ponta Grossa, Paraná-Brazil. 2005. In:
CONGRESSO MUNDIAL DE INFORMAÇÃO EM SAÚDE E BIBLIOTECAS, 9.,
Salvador,
2005. Anais... Salvador:
[s.n.],
2005. Disponível
em:
<http://www.icml9.org/>. Acesso em: 12 fev. 2007. OSHEROFF, J. A . et al. Physicians’ information needs: analysis of
questions posed during clinical teaching. Annals of Internal Medicina, v. 114, n. 7, p. 576-581, 1991. OSHEROFF, J. A . et al. Physicians’ information needs: analysis of
questions posed during clinical teaching. Annals of Internal Medicina, v. 114, n. 7, p. 576-581, 1991. OSHEROFF, J. A . et al. Physicians’ information needs: analysis of
questions posed during clinical teaching. Annals of Internal Medicina, v. 114, n. 7, p. 576-581, 1991. OSPINA, E. G.; REVEIZ HERAULT, L.; CARDONA, A. F. Uso de bases de
datos bibliográficas por investigadores biomédicos latinoamericanos
hispanoparlantes: estudio transversal. Revista Panamericana de Salud
Pública, Washington, v. 17, n. 4, p. 230-236, Apr. 2005. Disponível em:
<http://www.ingentaconnect.com/content/paho/pajph;jsessionid=299c5v3x7kl9n.alice>. Acesso em: 04 jun. 2008. OSPINA, E. G.; REVEIZ HERAULT, L.; CARDONA, A. F. Uso de bases de
datos bibliográficas por investigadores biomédicos latinoamericanos
hispanoparlantes: estudio transversal. Revista Panamericana de Salud
Pública, Washington, v. 17, n. 4, p. 230-236, Apr. 2005. Disponível em:
<http://www.ingentaconnect.com/content/paho/pajph;jsessionid=299c5v3x7kl9n.alice>. Acesso em: 04 jun. 2008. 253 Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 Maria Gorete Monteguti Savi;
Edna Lucia da Silva O uso da informação e a prática clínica de médicos
residentes RAMOS, K.; LINSCHEID, R.; SCHAFER, S. Real-time information-seeking
behavior of residence physicians. Family Medicine, v. 35, n. 4, p. 257-
260, Apr. 2003. RENWICK, S. Knowledge and use of electronic information resources by
medical sciences faculty at the University of the West Indies. Journal of
Medical Library Association, Chicago, v. 93, n.1, p. 21-31, jan. 2005. Disponível
em: <http://www.pubmedcentral.nih.gov/picrender.fcgi?artid=545116&
blobtype=pdf>. Acesso em: 16 fev. 2007. SMITH, R. What clinical information do doctors need? British Medical
Journal, London, v. 313, n. 7064, p. 1062-1068, Oct. 1996. STINSON, E. R.; MUELLER, D. A. Perspectivas em Ciência da Informação, v.16, n.3, p.232-254, jul./set. 2011 Referências Survey of health professionals’
information habits and needs: conducted through personal interviews. The
Journal of the American Medical Association, Chicago, v. 243, n. 2, p. 140-
143, 1980. WOOLF, S. H.; BENSON, D. A. The medical information needs of internists
and pediatricians at an academic medical center. Bulletin of the Medical
Library Association, Chicago, v. 77, n. 4, p. 372-380, 1989. WOOLF, S. H.; BENSON, D. A. The medical information needs of internists
and pediatricians at an academic medical center. Bulletin of the Medical
Library Association, Chicago, v. 77, n. 4, p. 372-380, 1989. 254
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Big Science e Tecnologia no século XX
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1 Este artigo foi originalmente escrito pelo autor para a Fronteiras: revista catarinense de História, e
traduzido livremente pelo Prof. Dr. Jo Klanovicz (PPGIDC/LHAG/UNICENTRO). O tradutor manteve a
expressão Big Science inalterada por entender que esse é o termo corrente utilizado na literatura
internacional no campo de história da tecnologia.
2 Professor de História no Colby College, Maine, EUA, e da Universidade Estatal de Tomsk, Rússia.
Doutor pelo Massachussets Institute of Technology, mestre em estudos soviéticos pela Universidade de
Harvard. Campos de atuação: História da Ciência e da Tecnologia no século XX, História Soviética e
Russa e História Ambiental. E-mail: paul.josephson@colby.edu. Big Science and Technology in the Twentieth Century Paul Robert Josephson2 Resumo: Neste artigo argumento
que
um
dos
caminhos
mais
profícuos para pensar histórias da
ciência e da tecnologia no século
XX
é
considerás-las
como
constructos
humanos
de
larga
escala, nunca como objetos em si,
mas sim grandes sistemas de
instituições políticas, econômicas,
sociais e de engenharia. Abstract: In this essay I argue that
one of the most fruitful ways to
consider the history of science and
technology in the twentieth century
is to consider them as large scale
human constructs, never as objects in
themselves, but extensive systems of
political, engineering, economic, and
social institutions. Ciência, Palavras-chave:
Tecnologia, Século XX. Keywords: Science, Technology,
20th century. Keywords: Science, Technology,
20th century. 149 Neste artigo argumento que um dos caminhos mais profícuos para
pensar histórias da ciência e da tecnologia no século XX é considerás-las
como constructos humanos de larga escala, nunca como objetos em si, mas
sim grandes sistemas de instituições políticas, econômicas, sociais e de
engenharia. Uma hidrelétrica obviamente nasceu de esforços de oficiais de
governo, de engenheiros e de trabalhadores que represaram um rio,
construíram uma barrage, moldaram dezenas de milhares de metros cúbicos
de concreto, implantaram turbogeradores e linhas de transmissão e enviaram
energia para uma rede de indústrias e cidades – comumente localizadas
muito longe e servindo a pessoas igualmente distantes. Um computador – e
seus microcircuitos – é uma tecnologia de larga escala que nasceu da corrida
especial entre a URSS e os EUA e agora alcança a maior parte do globo no
seu abraço apaixonante. A história da ciência no século XX trabalha com coisas que são
muito grandes, outras que são muito pequenas e rápidas – como fótons e
partículas elementares. Astrônomos e agências espaciais foram muito além
do sistema solar, enquanto físicos buscam detectar neutrinos subatômicos
com vistas a explicar o decaimento beta em multimilionários projetos. Engenheiros continuam a construir reatores nucleares e usinas, manipulando
moléculas e elétrons em física do estado sólido, pesquisa que resulta em
aparelhos de comunicação miniaturizados e de alta velocidade e que
promete avanços nanotecnológicos. Eles usam aminoácidos na engenharia
genética com aplicações na agricultura, na medicina e em outros setores. Big Science and Technology in the Twentieth Century Mas, mesmo quando especialistas lidam com o que é muito pequeno, quase
sempre o fazem em laboratórios grandiosos, industriais, governamentais ou
de instituições de ensino superior, em times gabaritados de pesquisadores –
no CERN, em Genebra, no Instituto Kurtchátov de Energia Atômica
(Moscou), no Instituto Nacional de Pesquisas da Amazônia (INPA), em
Manaus, ou na Johns Hopkins University, em Baltimore, Maryland (EUA)
com suas 10 divisões e fundos de pesquisa que ultrapassam US$3,2 bilhões. A big science e a tecnologia da pesquisa em química aplicada, em
agronomia, em hidreletricidade, em projetos de bombas atômicas, na
exploração genômica tornou-se paradigma de pesquisa no século XX. Se,
num momento, cientistas tenderam a trabalhar sozinhos em pequenos
laboratórios que eram autofinanciados em grupos íntimos de universidades e
ocasionalmente projetos de pesquena escala em conexão com academias de
ciência que foram estabelecidas na virada do século XVIII para o XIX,
então, por volta dos anos 1920, eles passaram a fazer parte de grupos mais
amplos de especialistas, o que refletiu a aglomeração de interesses de
governo, da engenharia, do mundo financeiro e científico e, frequentemente,
de novos interesses e organizações. A pesquisa de larga escala necessitou 150 não apenas laboratórios e institutos científicos grandiosos mas também
apoio governamental, fundos privados e demanda industrial ou de consumo,
e uma visão de mundo baseada na crença que a tecnologia e os governos
deveriam trabalhar juntos para promover o fortalecimento militar, a
melhoria da saúde pública, a economia, a exploração de recursos e o
binômio Pesquisa e Desenvolvimento a alto custo. De muitas formas, a big science e a tecnologia no século XX são
diluídas num mundo crescentemente industrial e refletem um ethos
industrial. 3 BUCK, Peter. Adjusting to Military Life: The Social Sciences Go to War, 1941-1950. In: SMITH,
Merritt R. (org.). Military enterprise and technological change: perspectives on the American
experience. Cambridge: MIT Press, 1985; LOWEN, Rebecca S. Creating the Cold War University: the
transformation of Stanford. Berkeley: University of California Press, 1997. Big Science and Technology in the Twentieth Century Ao começar pela Primeira Guerra Mundial, estados buscaram a
vitória militar por meio das tecnologias de produção em massa
desenvolvidas em instalações de engenharia e armaria, bem como
laboratórios mantidos por dinheiro estatal para a produção de metralhadoras,
tanques, navios, aviões, armas químicas e nucleares, e até de soldados que
foram recrutados em larga escala por meio de testes sociais como os de QI
para determinar sua capacidade e confiabilidade na batalha (BUCK, 1985;
LOWEN, 1997).3 No manejo de recursos naturais, as metáforas industriais
começaram a suplantar as de ordem biológica, na medida em que
especialistas começavam a trabalhar com oficiais de governo para explorá-
los em nome do poder estatal ou econômico, fazendo emergir a agricultura
industrial e as indústrias da pesca e da floresta. p
As atividades de larga escala industriais e de base científica são
apoiadas por uma série crescentemente complexa de instituições e artefatos. Thomas Hughes define os sistemas tecnológicos como constituídos de
componentes
físicos,
recursos
naturais
e
organizações
(firmas
manufatureiras,
companhias
utilitárias,
bancos
de
investimento,
organizações científicas e de engenharia, além de universidades) que
interagem com outros artefatos. Os construtores de sistemas e seus
associados trazem os sistemas à tona por meio de processos dificultosos de
invenção, de desenvolvimento, de inovação e de transferência tecnológica;
por meio de financiamentos, relações públicas, transitando entre obstáculos
regulatórios, políticos e de outras ordens. Em outros termos, não podemos
olhar para os objetos – uma hidrelétrica ou uma floresta industrializada, por
exemplo – isoladamente, mas devemos considerá-los em meio a uma
caótica interação de engenharia, ciência, financiamento, governos,
consumidores e instituições sociais que lhes dão ímpeto – ou criam 151 obstáculos – para a disseminação de tecnologia, e devemos reconhecer
todos os atores envolvidos nessa história. Como lembra David Nye, muitas tecnologias “tornam-se mais
rígidas e menos capazes de responder às pressões sociais” uma vez que a
propriedade, o controle e as especificações tecnológicas são estabelecidas, e
desde que os interesses investidos começam a insistir na modificação e
direcionamento do sistema.”4 Nós vemos com frequênccia esse
comportamento em institutos, centros de pesquisa, corporações, associações
e órgãos reguladores. Esse é o fenômeno do momentum tecnológico,5 por
exemplo quando grupos comerciais encontraram dificuldades de se
distanciar do governo ao mesmo tempo em que se opõem a regulamentos
que podem exigir mudanças. g
p
5 Alvin Weinberg, ex-diretor do Oak Ridge National Laboratory e um dos defensores da inovação no
design de poder de reatores, considerou, entre outros fatores, o momentum na organização e
financiamento da Big Science e na tecnologia na obra Reflections on Big Science (Cambridge: MIT
Press, 1968). 6 NOBLEm, David. America by design: science, technology and the rise of corporate capitalism.
Cambridge: MIT Press, 1977. 7 Ver ROSENKRANTZ, Barbara. Public health and the state. Cambridge: Harvard University Press,
1972, ou BRANDT, Allan. No magic bullet. New York: Oxford University Press, 1987. 4 NYE, David. Consuming power. Cambridge: MIT Press, 1998. p. 2-3. NYE, David. Consuming power. Cambridge: MIT Press, 1998. p. 2 3.
5 Alvin Weinberg, ex-diretor do Oak Ridge National Laboratory e um dos defensores da inovação no
design de poder de reatores, considerou, entre outros fatores, o momentum na organização e
financiamento da Big Science e na tecnologia na obra Reflections on Big Science (Cambridge: MIT
Press, 1968).
6 NOBLEm, David. America by design: science, technology and the rise of corporate capitalism.
Cambridge: MIT Press, 1977.
7 Ver ROSENKRANTZ, Barbara. Public health and the state. Cambridge: Harvard University Press,
1972 ou BRANDT Allan No magic bullet New York: Oxford University Press 1987 Big Science and Technology in the Twentieth Century Mas é, certamente, aparente em laboratórios
nacionais ao redor do globo que eles encontram maneiras de manter o
financiamento fluindo para seus cofres e para expandir suas atividades para
novas direções de pesquisa. Press, 1968).
6 NOBLEm, David. America by design: science, technology and the rise of corporate capitalism.
Cambridge: MIT Press, 1977.
7 Ver ROSENKRANTZ, Barbara. Public health and the state. Cambridge: Harvard University Press, A escalada da Big Science: os laboratórios nacionais patrocinados pelo
estado Ainda no final do século XIX, várias empresas industriais
estabeleceram laboratórios no esforço de amarrar a pesquisa a processos de
produção, identificar novos produtos e aumentar a competitividade. Essas
empresas incluíam a DuPont, a Westinghouse e outros.6 As empresas
petrolíferas reconheceram o papel da geologia e da topografia na sua
ascensão ao poder monopolístico. Talvez ainda mais importante, o estado
teve um interesse formal e estrutural em ciência e tecnologia devido a sua
importância para a saúde pública, por exemplo, no controle da tuberculose,
da influenza, de doenças venéreas,7 e de outras epidemias, no fornecimento
de água e ar limpos, na economia, particularmente na agricultura, e no setor
militar. Esse último setor foi o mais importante para gerar a Big Science do
século XX. Nos EUA do final do século XIX essas organizações e
burocracias como o Amry Corp of Engineers, a US Geological Survey, o
Department of Agriculture, o Forestry Service e o Bureau of Reclamation
começaram a direcionar partes significativas do orçamento e constituir 152 portfólios de pesquisa. Na Primeira Guerra Mundial governos financiaram
armas químicas e pesquisa aeronáutica, e com a Segunda Guerra Mundial
radars, mais armas químicas e biológicas, a bomba atômica que transformou
suas instituições de pesquisa e de produção em instituições paradigmáticas
para a pesquisa e o desenvolvimento de larga escala no pós-guerra na
medicina, na agricultura, na energia e na armaria. g
g
O governo alemão começou a financiar ciência para fins
econômicos a partir dos anos 1870 e 1880 com o surgimento de demandas
econômicas, especialmente em setores que demandavam pesquisas
intensivas como a engenharia química e elétrica, maquinaria e indústria
ótica (por exemplo as corporações Merck e Siemens). Se nos anos 1870 a
pesquisa economicamente orientada representava aproximadamente 12% do
financiamento científico do império (divididos em 63% para os militares e
25% para a indústria de base), por volta de 1910 ele crescera para
aproximadamente 50%. 8 MACRAKIS, Kristie. Surviving the swastika: scientific research in nazi Germany. New York: Oxford
University Press, 1993.
9 SPEER, Albert. Inside the Third Reich. New York/Toronto: MacMillan, 1970; ZELLER, Thomas.
Driving Germany: the landscape of the German autobahn, 1930-1970. New York/Oxford: Berghahn
Books, 2007.
10 KOHLER, Robert. Partners in science: foundations and natural scientists, 1900-1945. Chicago:
University of Chicago Press, 1991. A escalada da Big Science: os laboratórios nacionais patrocinados pelo
estado No começo do sécuulo XX o governo estabeleceu a
Sociedade Kaiser Wilhelm, uma espécie de guarda chuva para muitos
institutos, estações experimentais e unidades de pesquisa que também
serviu às operações científicas nazistas, mas depois da Segunda Guerra
Mundial foi desnazificada e incorporada pela Sociedade Max Planck.8 A
máquina de Guerra nazista contribuiu significativamente para a Big Science
por meio de projetos de construção de rodovias, em particular a Autobahn,
armamentos e estruturas públicas como aquelas usadas para o congresso de
Nuremberg.9 g
Revistas científicas foram expandidas em quantidade e tamanho,
publicando resultados de uma comunidade internacional, como por exemplo
a Physical Review e a Zeitschrift fur Physik. Pesquisadores encontravam
apoio de benfeitores privados, da indústria e de um crescente número de
fundações. A Fundação Rockefeller criou, nos EUA, uma ampla variedade de
programas internacionais que beneficiaram a Grã-Bretanha, a Alemanha, a
União Soviética e cientistas de outras nações, e foi fundamental na ascensão
da biologia molecular na década de 1930.10 No entreguerras esses centros de
pesquisa como o Laboratório Cavendish, de Cambridge (Inglaterra), com
Ernest Rutherford e John Cockcroft, o Instituto de Física Teórica, em 153 Copenhague (Dinamarca), dirigido por Niels Bohr e financiado pela
cervejaria Carlsberg, a Universidade de Gottingen com Max Born e James
Franck, Leipzig com Werner Heisenberg, e novos centros soviéticos de
pesquisa em Kharkiv (Ucrânia), Leningrado e Moscou atraíram grupos
internacionais que desenvolveram a mecânica quântica e da física nuclear. Equipamentos como aceleradores Van de Graaff e as novas gerações de
aceleradores de partículas precisaram de aportes financeiros de governos e
de fundações privadas, e levvaram à montagem de vastas equipes de
investigadores, muitos deles internacionais, e outros conectados com a
pesquisa e desenvolvimento para fins de defesa, atrás de laboratórios
fechados e protegidos por arame farpado.11 Durante a Grande Depressão, Henry Wallace, o secretário da
Agricultura dos EUA, respondeu à preocupação de muitas pessoas, que o
avanço tecnológico tinha colocado-os fora do mercado de trabalho, mas
conclamado-os para a a fé renovada no progresso. Ele dizia que a ciência e a
engenharia investiram muito para escapar das rotinas de trabalho e para
aumentar a produção agrícola. 11 GALISON, Peter; HEVLY, Bruce (orgs.) Big Science: the growth of large-scale research. Stanford:
Stanford University Press, 1992. Os autores que fazem parte desta obra geralmente focalizam a ciência
em grandes instituições. Sobre Big Science e tecnologia numa comparação internacional, ver também
THACKRAY, Arnold (org.) Science After ’40. Osiris. 2.ed. v. 7, 1992. A escalada da Big Science: os laboratórios nacionais patrocinados pelo
estado Mas para além da produção, ele pediu para
que especialistas atentassem para os "estudos imaginativos, não-
matemáticas, como a filosofia, a literatura, a metafísica, o drama e a
poesia." E continuava: “Desejamos um maior e melhor controle do uso da
engenharia e da ciência a fim de que o homem possa ter uma percentagem
muito maior de sua energia de sobra para desfrutar das coisas que não são
materiais ou econômicas, e gostaria de incluir não só a música, a pintura, a
literatura mas em especial a curiosidade do próprio cientista."12 Em vez
disso, é claro, os governos optaram por se concentrar em questões militares
e em pesquisa e desenvolvimento, que muitas vezes beneficiava apenas as
corporações. g
f
12 WALLACE, Henry. The Social Advantages and Disadvantages of the Engineering-Scientific
Approach to Civilization. Science, v.79, n.2036, p.1-5, 1934. O empreendimento nuclear do Projeto Manhattan Em 2011, os Estados Unidos gastaram US $ 5 trilhões em armas
nucleares; enquanto que os outros nove países com armas nucleares
gastaram, juntos, US$ 100 bilhões. Os custos extraordinários desses
programas – e o tamanho dos processos de mineração, moagem,
processamento, separação de isótopos, pesquisa, desenvolvimento e
fabricação de armas – estavam claros a partir do Projeto Manhattan, que, em 154
p
, 1945, foi o projeto mais caro já concluído pelo governo dos EUA, com
despêndio de cerca de US$ 2 bilhões (US$ 30 bilhões em valores
atualizados de 2016).13 O projeto da bomba foi a forja nuclear da Big
Science. Em dezenas de histórias aprendemos como, no esforço da Guerra
Fria e na tentativa de construção da paridade entre as potências, EUA,
URSS, França, China e Inglaterra gastaram bilhões de dólares, rublos,
francos e libras em pesquisa de mineração e fábricas especiais.14 Esses
projetos conduziram institutos de pesquisa e universidades ao grande
montante de dinheiro oferecido por esses governos desde então. Os detalhes do Projeto Manhattan, do Distrito de Engenharia de
Manhattan do Corpo de Engenheiros do Exército dos EUA - que protegeu a
bomba atômica do escrutínio público – são bem conhecidos: como Leo
Szilard e Albert Einstein escreveram uma carta ao presidente Roosevelt
instando-o a iniciar um programa de bomba devido à preocupação de que os
cientistas nazistas já estariam envolvidos no mesmo esforço; a seleção de J. 13
WELLERSTEIN,
Alex.
The
price
of
the
Manhattan
Project.
Disponível
em:
«http://blog.nuclearsecrecy.com/2013/05/17/the-price-of-the-manhattan-project» Acesso em: 17 maio
2013. 14 THODES, Richard. The making of the atomic bomb. New York: Simon and Schuster, 1987;
HOLLOWAY, David. Stalin and the bomb. New Haven: Yale, 1994. Sobre o projeto nazista ver
WALKER, Mark. German national socialism and the quest for nuclear power. Cambridge: Cambridge
University Press, 1993.
15 Sobre Oppenheimer ver BIRD, Kai; SHERWIN, Marty. American Prometheus. New York: Knopf, 155
13
WELLERSTEIN,
Alex.
The
price
of
the
Manhattan
Project.
Disponível
em:
«http://blog.nuclearsecrecy.com/2013/05/17/the-price-of-the-manhattan-project» Acesso em: 17 maio
2013.
14 THODES, Richard. The making of the atomic bomb. New York: Simon and Schuster, 1987;
HOLLOWAY, David. Stalin and the bomb. New Haven: Yale, 1994. Sobre o projeto nazista ver
WALKER, Mark. German national socialism and the quest for nuclear power. Cambridge: Cambridge
University Press, 1993.
15 Sobre Oppenheimer ver BIRD, Kai; SHERWIN, Marty. American Prometheus. New York: Knopf,
2005. p
j
WALKER, Mark. German national socialism and the quest for nuclear power. Cambridge: Cambridge
University Press, 1993.
15 Sobre Oppenheimer ver BIRD, Kai; SHERWIN, Marty. American Prometheus. New York: Knopf,
2005. y
,
Oppenheimer ver BIRD, Kai; SHERWIN, Marty. American Prometheus. New York: Knopf, O empreendimento nuclear do Projeto Manhattan Robert Oppenheimer como o diretor científico do projecto e do general
Leslie Groves como seu diretor estatal e militar;15 a compartimentação das
actividades de investigação dos cientistas para evitar o vazamento de
segredos mas, principalmente, ao que parece, para evitar problemas morais
acerca do poder de destruição em massa; o Relatório Franck sobre a
moralidade do uso de armas em 11 de Junho de 1945, no qual o cientista de
Chicago conclamava a nação a não bombardear o Japão mas demonstrar
claramente àquele país o estágio vívido dos testes; o Trinity test em
Alamogordo, Novo México, de 16 de julho de 1945, que mostrou o sucesso
da bomba, e o bombardeamento de Hiroshima e Nagasaki realizado em
Alamogordo, Novo México, em 16 de julhoem que Chicago cientista
exortou a nação não bombardear os japoneses, mas para encenar uma
demonstração vívida para o Japão; Teste Trinity em Alamagordo, Novo
México, de 16 de Julho de 1945, que provou o sucesso da bomba; e o
bombardeio de Hiroshima e Nagasaki, Japão, em agosto, quando
Oppenheimer disse: “Nós pecamos”. Os detalhes do Projeto Manhattan, do Distrito de Engenharia de
Manhattan do Corpo de Engenheiros do Exército dos EUA - que protegeu a
bomba atômica do escrutínio público – são bem conhecidos: como Leo
Szilard e Albert Einstein escreveram uma carta ao presidente Roosevelt
instando-o a iniciar um programa de bomba devido à preocupação de que os
cientistas nazistas já estariam envolvidos no mesmo esforço; a seleção de J. No final da guerra, em nome da segurança nacional e das forças
econômicas, o govenro dos EUA continuou a financiar a investigação 155 científica e o desenvolvimento, com o apoio à comunidade universitária e
em outros lugares através de uma variedade de institutos e agências de
financiamento. Vannevar Bush, que foi nomeado para o Comitê Consultivo
Nacional para a Aeronáutica (NACA), em 1938, e em seguida, para o
Comitê Nacional de Pesquisa em Defesa (NDRC), e próximo diretor do
Gabinete do Governo dos EUA para a Investigação Científica e o
Desenvolvimento, um órgão de coordenação das actividades de 6.000
cientistas que trabalham no esforço de guerra, esteve intimamente ligado ao
início do Projeto Manhattan. No final da guerra, apresentou Science, the
endless frontier ao presidente Roosevelt, conclamando os EUA a investirem
na expansão do apoio governamental à ciência e à criação da National
Science Foundation (NSF). 16 Sobre esses grandes projetos ver SCOTT, John. Behind the Urals. Boston: Houghton and Mifflin,
1942/ RASSWEILER, Anne. The generation of power. New York: Oxford University Press, 1989, e
McCANNON, John. Red atom. New York: Oxford University Press, 1998. Ver, também, JOSEPHSON,
Paul. R. Projects of the century' in Soviet history: large scale technologies from Lenin to Gorbachev.
Technology and Culture, v.36, n.3, p.519-559, jul. 1995.
17 Sobre a França ver PRITCHARD, Sara B. Reconstructing the Rhone: the cultural politics of nature
and nation in contemporary France, 1945–1997. French Historical Studies, v.27, n.4, p.765-799, 2004,
and “From hydroimperialism to hydrocapitalism: ‘French’ hydraulics in France, North Africa, and
Beyond”. Social Studies of Science, v.42, n.4, p.591-615, 2012. Sobre os EUA, ver LILIENTHAL,
David. TVA--Democracy on the march. New York: Harper Brothers,1944, e REISNER, Marc. Cadillac
Desert. New York: Viking, 1986. Sobre hidropoder na Índia e na China, ver PATEL, C. C. Surging
Ahead: The Sardar Sarovar Project, Hope of Millions. Harvard International Review, v.15, n.1, p.24-27,
1992; SIEGEL, Katy; MEI, June Y. Yun-Fei Ji's Three Gorges Dam migration. Art Journal, v.69, n.3
p.73-78, 2010; LIU, Changming; MA, Laurence J. C. Interbasin Water Transfer in China. Geographical
Review, v.73, n.3, p.253-270, 1983, e XUEMIN, Cheng. China's Hydropower Potential and its
Utilization. GeoJournal, v.10, n.2, p.141-149, 1985. O empreendimento nuclear do Projeto Manhattan Ele escreveu: O progresso na guerra contra doenças depende de um fluxo de
novos conhecimentos científicos. Novos produtos, novas
indústrias e mais empregos exigem adições contínuas ao
conhecimento das leis da natureza, e a aplicação desse
conhecimento para fins práticos. Da mesma forma, a nossa defesa
contra a agressão exige novos conhecimentos para que possamos
desenvolver armas novas e melhores. Esse conhecimento novo e
essencial só pode ser obtido através da pesquisa científica básica. O progresso na guerra contra doenças depende de um fluxo de
novos conhecimentos científicos. Novos produtos, novas
indústrias e mais empregos exigem adições contínuas ao
conhecimento das leis da natureza, e a aplicação desse
conhecimento para fins práticos. Da mesma forma, a nossa defesa
contra a agressão exige novos conhecimentos para que possamos
desenvolver armas novas e melhores. Esse conhecimento novo e
essencial só pode ser obtido através da pesquisa científica básica. A ciência pode ser eficaz para o bem-estar nacional se for parte de
um time quer seja na paz ou na guerra. Contudo, sem progresso
científico, não é possível alcançar qualquer avanço ou realização
no sentido de assegurar nossa saúde, nossa prosperidade, nossa
segurança como não do mundo moderno. A NSF (fundada em 1951) forneceu bilhões de dólares para
universidades estadunidenses para apoiar a investigação básica e foidos
EUA para apoiar a investigação básica, e englobou os Institutos Nacionais
de Saúde, o Instituto Nacional do Câncer e muitos outros centros de
referência. O Projeto Manhattan foi, portanto, um paradigma para a Big Science
(investigação em escala patrocinada pelo estado com vistas ao incremento
da produção industrial de armas): em Oak Ridge, Tennessee, onde os
cientistas separavam isótopos de urânio com centrífugas e eletroímãs; no
Laboratório Metalúrgico, em Chicago, Illinois, onde eles projetaram o
primeiro reator do mundo ou uma “pilha atômica” numa quadra de squash
para estudar física de neutrons; em Hanford, Washington, com seus reatores
de plutônio; no Laboratório Nacional de Los Alamos, Novo México, onde
os cientistas projetaram e testaram a bomba; em Nevada, no Atol de Bikini e 156 em outros locais de teste de armas; e por meio de amplo apoio financeiro da
Agência de Energia Atêmica para a pesquisa e o desenvolvimento de
aplicações pacíficas, como por exemplo, centrais nucleares que fizeram com
que os EUA tivesse, sozinho, 113 usinas. A URSS prosseguiu também seu
caminho para a Big Science a partir da Revolução Russa. 16 Sobre esses grandes projetos ver SCOTT, John. Behind the Urals. Boston: Houghton and Mifflin,
1942/ RASSWEILER, Anne. The generation of power. New York: Oxford University Press, 1989, e
McCANNON, John. Red atom. New York: Oxford University Press, 1998. Ver, também, JOSEPHSON,
Paul. R. Projects of the century' in Soviet history: large scale technologies from Lenin to Gorbachev.
Technology and Culture, v.36, n.3, p.519-559, jul. 1995. 17 Sobre a França ver PRITCHARD, Sara B. Reconstructing the Rhone: the cultural politics of nature
and nation in contemporary France, 1945–1997. French Historical Studies, v.27, n.4, p.765-799, 2004,
and “From hydroimperialism to hydrocapitalism: ‘French’ hydraulics in France, North Africa, and
Beyond”. Social Studies of Science, v.42, n.4, p.591-615, 2012. Sobre os EUA, ver LILIENTHAL,
David. TVA--Democracy on the march. New York: Harper Brothers,1944, e REISNER, Marc. Cadillac
Desert. New York: Viking, 1986. Sobre hidropoder na Índia e na China, ver PATEL, C. C. Surging
Ahead: The Sardar Sarovar Project, Hope of Millions. Harvard International Review, v.15, n.1, p.24-27,
1992; SIEGEL, Katy; MEI, June Y. Yun-Fei Ji's Three Gorges Dam migration. Art Journal, v.69, n.3
p.73-78, 2010; LIU, Changming; MA, Laurence J. C. Interbasin Water Transfer in China. Geographical
Review, v.73, n.3, p.253-270, 1983, e XUEMIN, Cheng. China's Hydropower Potential and its
Utilization. GeoJournal, v.10, n.2, p.141-149, 1985. 16 Sobre esses grandes projetos ver SCOTT, John. Behind the Urals. Boston: Houghton and Mifflin,
1942/ RASSWEILER, Anne. The generation of power. New York: Oxford University Press, 1989, e
McCANNON, John. Red atom. New York: Oxford University Press, 1998. Ver, também, JOSEPHSON,
Paul. R. Projects of the century' in Soviet history: large scale technologies from Lenin to Gorbachev.
Technology and Culture, v.36, n.3, p.519-559, jul. 1995.
17 Sobre a França ver PRITCHARD, Sara B. Reconstructing the Rhone: the cultural politics of nature
and nation in contemporary France, 1945–1997. French Historical Studies, v.27, n.4, p.765-799, 2004,
and “From hydroimperialism to hydrocapitalism: ‘French’ hydraulics in France, North Africa, and
Beyond”. Social Studies of Science, v.42, n.4, p.591-615, 2012. Sobre os EUA, ver LILIENTHAL,
David. TVA--Democracy on the march. New York: Harper Brothers,1944, e REISNER, Marc. Cadillac
Desert. New York: Viking, 1986. Sobre hidropoder na Índia e na China, ver PATEL, C. C. Surging O surgimento da Big Science na URSS Vários fatores levaram ao surgimento da Big Science na URSS. Um
deles é de natureza ideológica bolchevique, que legou à centralização de
políticas econômicas, sociais, culturais e políticas nas mãos de Moscou. Tecnoloigas de larga escala – sítios de contrução, canais, represas, usinas
hidrelétricas, fábricas, etc. – tinham sentido técnico para produção de
eletricidade ou para melhorar o transporte, mas também tinha sentido
educacional, que era trazer dezenas de milhares de trabalhadores para os
objetos econômicas centrais e doutriná-los na história e nos benefícios do
Partido Comunista, treinando-os em matemática, leitura e escrita, para
portar os símbolos e demonstrar as glórias da lidernaça comunista.16 De modo semelhate, engenheiros franceses e estadunidenses
funcionários púbicos, escritores, industriais e outros viram a hidreletricidade
como uma forma de produzir energia elétrica, domesticar inundações,
facilitar viagens e promover a agricultura, ao mesmo tempo que resguardar
interesses locais. A hidroeletricidade tornou-se uma forte instituição do
poder do Estado nos anos do pós-guerra, em uma batalha épica contra a
natureza, com um rio para ser treinado, conquistado, transformado em lar. Na China e na Índia, de forma semelhante, as barragens foram templos de
energia e seus custos foram justificados, mesmo com tantas pessoas
transferidas ou removidas de seus locais de habitação e cultura.17 157 Na URSS, já desde 1918, especialistas tiveram vantagens por parte
de da burocracia bolchevique, e o governo apoiou a criação de uma série de
institutos que refletiam os principais campos de conhecimento. Eles
fortaleceram os quadros já existentes na nova física, biologia, química,
agronomia, silvicultura, hidrologial, geologia e de outros campos, muitos
deles localizados em centros provinciais. Como Graham observa, esse foi
um produto da “inovação revolucionária”, qual seja, casar as atitudes
soviéticas para com as ciências como elementos fundamentais a serviço das
massas e especialmente do estado sem isolar internacionalmente sua ciência,
ou seja, entendendo a natureza da organização científica na Europa.18 Eles
superaram o isolamento internacional e restabeleceram contatos com o
ocidente, publicando novas revistas e ganhando rapidamente status
internacionais em vários campos. Alguns dos cientistas que trabalhavam
antes da Segunda Guerra Mundial incluem os prêmios Novel Peter Kapitsa,
Igor Tamm e Lev Landau, bem como figuras representativas no mundo da
bomba atômica como Igor Kurtchátov e Andrei Sakhárov. 18 GRAHAM, Loren. The Formation of Soviet Research Institutes: A Combination of Revolutionary
Innovation and International Borrowing. Social Studies of Science, v.5, p.303-329, 1975.
19 BAILES, Kendall. Technology and Society under Lenin and Stalin: Origins of the Soviet Technical
Intelligentsia, 1917-1941. Princeton: Princeton University Press, 1978, e GRAHAM, Loren Graham.
The Soviet Academy of Sciences and the Communist Party, 1927-1932. Princeton: Princeton University
Press, 1967. RAHAM, Loren. The Formation of Soviet Research Institutes: A Combination of Revolutiona
ation and International Borrowing. Social Studies of Science, v.5, p.303-329, 1975. O surgimento da Big Science na URSS A tendência à centralização da ciência e à formação de centros de
pesquisa dominadas por uma escola ou pesquisador, e as ênfases sobre a
ciência aplicada para a indústria às custas da pesquisa básica foram as
principais características da stalinização da ciência. A investigação
científica foi ligada à industrialização e à coletivização da agricultura. O
acompanhamento quase total dos especialistas por oficiais do partido
asseguravam que os planos recém-instituídos para a ciência teriam suas
metas cumpridas em relação aos programas econômicos mais amplos. O
Partido Comunista infiltrava-se em instituições científicas, incluindo a
Academia Soviética de Ciências.19 Os cientistas viam um grande aumento
dos recursos e um aumento de 50% no número de institutos, com centros
regionais de pesquisa agrícola estabelecidos na Ucrânia, no Cáucaso e nos
Urais. Por último, as autoridades politizavam a cultura profissional, a
realização de campanhas contra o trabalho escravo e a servidão, as
perversões pedagógicas. Muitos cientistas foram acusados, presos e mortos
por sua falta de vigilância ou alegações de espionagem em nome do
ocidente. Mas o estado conseguiu estabelecer a Big Science. O projeto soviético da bomba, levado a cabo pelo director científico
Igor Kurtchátov sob supervisão administrativa do chefe de polícia secreta
Lavrenty Beria tornou-se o segundo maior do mundo, e talvez tenha sido 158 mais danoso ambientalmente, embora tenha sido semelhante ao dos EUA
em termos de uso de rótulos de segurança nacional para evitar que suas
informações chegassem às mãos do público, incluindo os residentes em
cidades ou empresas militares que foram construídas para esse fim. Dezenas
de cidades secretas fechadas a quem não morava nelas, surgiram como
suporte para a pesquisa e desenvolvimento nucleares, para o ciclo de
combustível e para a produção de armas. Essas cidades de pesquisa em
química, física, biologia, armas, enriquecimento de plutônio, fabricação de
combustíveis, pesquisa espacial e inteligência militar, denominadas pelo
acrônimo
russo
ZATO
(Zakrytye
administrativno-territorial'nye
Obrazovaniia) foram muitas vezes construídas com trabalho escravo e
incluem a Arzamas-16 (para o desenho de bombas), Krasnoiarsk-45 e 26,
Cheliabinsk-65 e 70, Zlatoust-20 e Semipalatinsk-121. Na Rússia de 2016
há ao menos 44 ZATOs com uma população total de aproximadamente 1.5
milhões de pessoas, dois terços delas mililares e um quarto delas
administradas pela Empresa Russa de Energia Atômica (ROSATOM). ROSATOM embarcou num programa de revitalização para
construer, talvez, dezenas de reatores de 1.000 MW antes de 2030, e
desenvolver algumas dezenas de usinas nucleares flutuantes. 20 Sobre o comunismo movido a energia atômica, ver JOSEPHSON, Paul R. Nuclear Culture in the
USSR. Slavic Review, v.55, n.2, p.297-324, 1996. Uma discussão mais detalhada pode ser lida, no
mesmo autor, em Red atom. Pittsburgh: University of Pittsburgh Press, 2005. Para uma avaliação
preliminar das novas visões sobre o imaginário nuclear da era Putin, ver o artigo do mesmo autor: _____.
Technological Utopianism in the Twenty-First Century: Russia’s Nuclear Future. History and
Technology, v.19, n.3, p.279-294, 2003. O surgimento da Big Science na URSS Apesar dos desastres nucleares de Chernobyl e Kichtym e dezenas
de outros menores, a utopia atômica perdeu muito pouco seu domínio sobre
as mentes dos líderes, cientistas e engenheiros russos Em termos gerais e
números absolutos, o programa da ROSATOM é semelhante ao dos
soviéticos. No final da era Brejnev, funcionários da indústria vivenciaram a
adição de dezenas de milhares de megawatts de capacidade nuclear a cada
cinco anos, com oito vasos de pressão e equipamentos associados para
reatores de 1.000 MW de água pressurizada produzidos anualmente a uma
planta especial construída em princípios fordistas, a Atommash. Em 2016, a
ROSATOM é uma organização enorme, distribuída por 350 empresas que
empregavam mais de 190.000 pessoas. A criação de um império nuclear
centralizado, com tantos funcionários, é uma reminiscência da abordagem
soviética. Sergei Kirienko comentou que a ROSATOM é "uma recriação do
Minsredmash lendário da URSS, mas em novas condições de mercado." Em
outro lugar eu descrevi a coleção de visões e realidades ligadas a um mundo
nuclear futuro como "potência atômica comunista." Esse poderoso
imaginário, o comunismo sociotécnico alimentado atomicamente, envolveu
a redescoberta de visões utópicas soviéticas do mundo socialista
extremamente funcionais depois da morte de Stálin, com base na indústria
avançada, que produziu grandes quantidades de energia elétrica e libertou os
trabalhadores do trabalho manual tedioso. De acordo com essa visão, os 159 cientistas, e especialmente os físicos, em virtude do seu conhecimento
sublime - e seu papel no desenvolvimento de armas nucleares - receberam
grande respeito dos líderes do partido e do público, e estavam preparados
para avançar o estado e a sociedade soviéticos do pós-guerra como
concorrentes do ocidente capitalista. Essa visão renasceu sob Vladímir
Putin.20 Big Science no Mundo Natural A Big Science prevaleceu no século XX em silvicultura, pesca e
agricultura. Além de pesquisa e desenvolvimento patrocinados pelo
governo, e, claro, do financiamento do governo através de várias agências e
construção de projetos para permitir o controle de inundações, melhorar o
transporte, a produção de eletricidade e fornecer mercadorias valiosas, a
iniciativa privada desempenhou um papel significativo. Nós vemos a
ascensão de poderosas empresas ligadas à extração de matérias primas e
produção de energia através de minas, moinhos (têxteis, madeira e
fundição), barragens, energia a vapor e energia elétrica e agricultura. Nesse
último caso, por exemplo, o Departamento de Agricultura dos EUA em
conjunto com universidades públicas e privadas tem desenvolvido novas
cultivares, novas práticas e, mais recentemente, organismos geneticamente
modificados, que beneficiam o agronegócio e tornam a competição mais
difícil para os pequenos agricultores. Nesta seção, discutindo dois casos do mundo da natureza, a floresta
e a agricultura (a sojicultura), e brevemente mencionando a prática de
geoengenharia, exploro a noção de tecnologia de força bruta para entender
como a Big Science caracteriza a história natural do século XX. Eu
desenvolvi a ideia da tecnologia de força bruta em Industrialized Nature –
sistemas tecnológicos de larga escala que são engajados em projetos de
geoengenharia que adquirem impulso institucional. São usinas hidrelétricas,
reatores
nucleares,
rodovias
e
ferrovias,
florestas
industriais
e
agroindústrias, aquicultura e pesca vorazes. As tecnologias de força bruta parecem ter-se desenvolvido
autonomamente
ou,
ao
menos,
facilitado
mais
rapidamente
o
desenvolvimento de outros sistemas de larga escala ligados à exploração de
recursos. No caso da infra estrutura de transporte e de produção de energia, 160 o que eu chamo de "corredores de modernização," rodovias, ferrovias e
energia deixaram pequenas aldeias de poucas pessoas para trás. linhas de
rodovias, ferrovias e energia que deixam pequenas aldeias e pequenas
pessoas para trás.21 Por exemplo, como tecnologias patrocinadas pelo estado
foram o veículo de colonização da Amazônia brasileira. O mais visível deles
foram as rodovias. Um grave seca no Nordeste, em 1970, levou ao
Programa de Integração Nacional a construir 15.000 km de estrada centrada
na rodovia Transamazônica de Estreita, Piauí com o objetivo de alcançar o
Peru a 5.000km. A rodovia passou a cortar 60m de mata no centro da
floresta para atravessá-la, muito mais do que o necessário para uma ferrovia. 21 BENNETT, Evan. Highways to Heaven or Roads to Ruin? The Interstate Highway System and the
Fate of Starke, Florida. The Florida Historical Quarterly, v.78, n.4, p.451-467, 2000.
22 Para uma discussão inicial sobre a abertura do interior do Brasil e sobre o papel da agricultura e de
rodovias ver IPEAN. Contribuicao ao Estudo dos Solos de Altamira. Belém: Instituto des Pesquisa
Agropecuaria do Norte, 1967, Circular no.10; IPEAN. Solos da Rodovia Transamazônica: Trecho
Itaituba-Rio Branco. Belém: Instituto des Pesquisa Agropecuaria do Norte, 1974; PRESIDÊNCIA DA
REPÚBLICA DO BRASIL. Primeiro plano de desenvolvimento: 197274. Brasília: PR, 1971. Ver
também OLIVEIRA, Márcio Mauro. As circunstâncias da criação da extensão rural no Brasil. Cadernos
de Ciência & Tecnologia, v.16, p.97-134, 1999 e SZMRECSÁNYI, Tamas. Pequena história da
agricultura no Brasil. São Paulo: Contexto, 1990. 21 BENNETT, Evan. Highways to Heaven or Roads to Ruin? The Interstate Highway System and the
Fate of Starke, Florida. The Florida Historical Quarterly, v.78, n.4, p.451-467, 2000. Big Science no Mundo Natural Planejadores esperavam que 70.000 famílias deixassem as regiões atingidas
pela seca e, talvez, 1 milhão de colonos movessem-se para os trópicos, sob a
liderança do Instituto Nacional de Colonização e Reforma Agrária
(INCRA). O slogan de reassentamento, tendo aestrada como um canal para
a Amazônia foi "Pessoas sem terra para uma terra sem pessoas.” A
Transamazônica de 5 mil quilômetros vai de João Pessoa, Paraíba para o
Peru. No início dos anos 1970, o governo militar forçou a estrada para a
florestal como uma solução tecnológica para o desemprego, na esperança de
atrair colonos de outras regiões para um espaço de recursos naturais e
potencial de trabalho, ao mesmo tempo em que ofereceu uma alternativa à
atração potencial de camponeses por insurgentes comunistas. (A Rodovia
Interestadual dos EUA foi um projeto de segurança nacional contra as
ameaças comunistas por meio do comércio e da mobilidade, inclusive de
tropas). Ao invés de promover a reforma agrária e retirar pelo menos uma
parcela das terras improdutivas da mão de grandes proprietários de terra, os
generais brasileiros construíram uma rodovia que atraiu a pobreza rural para
o interior, com poucas oportunidades de serviço e emprego. Da mesma
forma que a burocracia e o empresariado estadunidenses, também
assumiram a ideia de que uma rodovia poderia automatica e autonomamente
atrair bens, serviços e prosperidade.22 Talvez os militares conhecessem um
pouco sobre os US Homestead Acts, uma série de leis que datam de 1862
que davam títulos de terra a colonos. As leis dos EUA foram pensadas para 161 apoiar o fortalecimento de fazendeiros independentes, expandir a economia
e tirar terras dos nativos americanos. A Belém-Brasília, de 1.800km levou a um crescimento populacional
com severos impactos ambientais sobre a floresta. Qualquer sucesso de
colonização que envolva milhares de camponeses. A Rodovia Belém-
Brasília, de 1.800 quilômetros levou a um aumento populacional
responsável por grande impacto sobre a floresta. Todo o sucesso no
assentamento de milhares de camponenses sem terra é pouco em
comparação com o sucesso do governo em canalizar recursos através da
SUDAM para grandes fazendas e empresas com vistas a incrementar a
criação de gado na região. 23 Ver FEARNSIDE, Philip M. Human Carrying Capacity of the Brazilian Rainforest. New York:
Columbia University Press, 1986; MORAN, Emilio F.. Colonization in the Transamazon and Rondonia.
In: SCHMINK, Marianne; WOOD, Charles H. (orgs.) Frontier Expansion in Amazonia. Gainesville:
University of Florida Press, 1984; SAWYER, Donald R. Frontier Expansion and Retraction in Brazil. In:
SCHMINK, Marianne; WOOD, Charles H. (orgs.) Frontier Expansion in Amazonia. Gainesville:
University of Florida Press, 1984. p.188-189; LE BRETON, Binka. Voices from the Amazon. West
Hartford: Kumarian Press, 1993; SCHMINK, Marianne; WOOD, Charles. Contested Frontiers in
Amazon. New York: Columbia University Press, 1992. p.154-163; BROWDER, John O. Public Policy
and Deforestation in the Brazilian Amazon. In: REPETTO, Robert; GILLIS, Malcolm (orgs.) Public
Policies and the Misuse of Forest Resources. Cambridge/New York: Cambridge University Press, 1988;
MORAN, Emilio F. Following the Amazonian Highways. Indians of the Amazonian Forest. In:
DENSLOW, Julie; PADOCH, Christine (orgs.) People of the Tropical Rain Forest. Berkeley/Los
Angeles/London: University of California Press, 1988. p.158161; SAWYER, Donald R. Frontier
Expansion and Retraction in Brazil. In: SCHMINK, Marianne; WOOD, Charles H. (orgs). Frontier
Expansion in Amazonia. Gainesville: University of Florida Press, 1984. p. 183-198.
24 MISA, Tom; BREY, Philip; FEENBERG, Andrew. Modernity and Technology. Cambridge: MIT
Press 2003 z
y
,
p
Tom; BREY, Philip; FEENBERG, Andrew. Modernity and Technology. Cambridge: MIT
03 25 TROTSKY, Lev. On the ‘Smychka’ Between Town and Country. December 6, 1923. Disponível em:
«https://www.marxists.org/archive/trotsky/1923/newcourse/x03.htm» Ver também JOSEPHSON, Paul
R. Would Trotsky Wear a Bluetooth? Technological Utopianism Under Socialism. Baltimore: Johns
Hopkins University Press, 2009, especialmente o capítulo 1.
26 OSINSKII, Valerian. Amerikanskii Avtomobil ili Rosssiiskaia Telega. Moskva, 1930, p.14-24. Sobre
Osinskii e automóveis na URSS, ver BUSCH, Tracy N. Women and Children First? Avtodor's
Campaigns and the Limits of Soviet Automobility from 1927 to 1935. The Russian Review, v.70, p.397-
418, 2011:
27 MEANS, Thomas. The Duty of Water in Irrigation. Pacific Rural Press, v.79, n.25, p.491, 2010. Para
uma discussão histórica ver WESCOAT JR., J. L. Reconstruction the Duty of Water: A study of
Emergent Norms in Socio-hydrology Hydrology and Earth System Sciences v 17 p 4759-4768 2013 Big Science no Mundo Natural A irracionalidade do programa de
desenvolvimento refletiu o fato de toda a sua inspiração foi baseada em
metáforas militares, em particular a noção de que a Amazônia deveria ser
ocupada a qualquer custo, e que rodovias sozinhas fariam o truque.23 Promotores de tecnologias de larga escala empregaram-nos para
extrair recursos, para promover a modernização da educação, para aumentar
o poder militar da nação, para gerar lucros ao grande negócio, e como
símbolos do controle humano sobre a natureza. Em todas essas formas de
sistemas de força bruta estão representadas relações dicotômicas entre os
seres humanos e o poder ea natureza. O uso da tecnologia para superar a
defasagem espacial, temporal, geográfica e política envolvia essas
dicotomias como pessoas civilizadas trazendo inevitavelmente o progresso
de uma sociedade moderna sobre um mundo incivilizado, através do
onhecimento científico universal superior que empurrou o conhecimento
local para o lado inadequado.24 Uma das mais importantes dicotomias é entre o mundo urbano e o
mundo rural, na qual engenheiros e líderes políticos vêem o mundo urbano
como moderno, civilizado e superior à selvageria e precariedade rural – que 162 é preenchida, segundo eles, por pessoas pobres, deseducadas e mal
afortunadas, que precisam de tecnologia para superar suas fraquezas. Lev
Trotsky, por exemplo, via a revolução marxista como forma de ultrapassar a
disparidade de espaço, tempo, visão de mundo e, especialmente, da
tecnologia, que ele entendia como o principal motor da sociedade, entre a
cidade eo campo e seu campesinato. Ele era especialmente apaixonado pela
tecnologia dos EUA.25 Outro entusiasta tecnológico russo também via a
tecnologia como uma ferramenta para a modernização. Lênin acreditava que
a “eletrificação + poder soviético” iria produzir o comunismo moderno. Outros menos conhecidos, como Valerian Ossinsky, afirmavam que o
automóvel – associado a linhas de montagem e produção de massa – era a
chave para o futuro da Rússia.26 27 MEANS, Thomas. The Duty of Water in Irrigation. Pacific Rural Press, v.79, n.25, p.491, 2010. Para
uma discussão histórica ver WESCOAT JR., J. L. Reconstruction the Duty of Water: A study of
Emergent Norms in Socio-hydrology. Hydrology and Earth System Sciences, v.17, p.4759-4768, 2013. Natureza e Indústria Assim como para a natureza, a penetração dos termos industriais e
metáforas e práticas nas revistas científicas de biologia, de hidrologia e de
outras áreas foi ancorada em abordagens de larga escala. Uma ideia como
“o dever da água” mostra que, em essência, o termo não é apenas uma
avaliação física do uso da água para irrigação ou para a geração de energia,
mas para promover o controle da água por instituições mais amplas.27 O
resultado de juntar termos, éthos, e pesquisa científicos foi a
industrialização da natureza – a busca por florestas de monocultura e
campos agrícolas controlados pelo grande negócio. Consideremos a industrialização da floresta e do setor agrícola. As
máquinas e as interpretações maquínicas do século XX penetraram na
floresta. Máquinas movidas por motores de combusão interna substituíram
as alimentadas por lenha; tratores substituíram arados de boi, cavalos e
trenós; moto serras substituíram serrotes e, finalmente, colheitadeiras e
cortadoras de árvores que derrubam, desbastam, cortam e empilham
madeira de uma só vez apareceram como novos lenhadores ao volante. 163 Quando tudo se limitava a bois e cavalos, machados e serras, era necessário
um grande esforço para derrubar uma árvore, movê-la para um córrego e
aguardar o degelo da primavera para se ter segurança à jusante para suprir
madeira para as fábricas costeiras e mercados de Boston ou Nova Iorque. Mas a mudança tecnológica no poder, transporte, colheita e processamento
habilitou latifundiários, silvicultores e fabricantes a encontrar produtos a
partir de uma extremidade da floresta a outra. Ao final de um século de
revolução tecnológica, pareceria que nem um grama de celulose seria
desperdiçado. Se antes madeireiros usavam cavalos e bois para levar madeira para
córregos e rios, na metade do século já usavam tratores, caminhões e
tratores florestais que podiam ser operados em qualquer época e contavam
com ferrovias e rodovias para o transporte de toras para serrarias. Se rios
grandes por vezes não tinham muitos obstáculos para o transporte, rios de
altitude apresentavam muitos entraves. Nesse caso, o dinamite fazia a
diferença, corrigindo a paisagem, mas também eliminando cardumes e
corredeiras. Para eles, a solução foram estradas e ferrovias. 28 FITZGERALD, Deborah. Farmers Deskilled: Hybrid Corn and Farmers' Work. Technology and
Culture, v.34, n.2, p. 324-343, 1993. Ver também FITZGERALD, D. Beyond Tractors: The History of
Technology in American Agriculture. Technology and Culture, v.32, n.1, p. 114-126, 1991.
29
As
fonts
foram
consultadas
no
site
da
JICA,
disponível
em:
«http://www.jica.go.jp/brazil/english/office/topics/topics110223.html»; FRECHETTE, Darren L. The
Dynamics of Convenience and the Brazilian Soybean Boom. American Journal of Agricultural
Economics, v.79, n.4, p. 1108-1118; 1997.GALLOWAY, J. H. Agricultural Reform and the
Enlightenment in Late Colonial Brazil. Agricultural History. v.53, n.4, p.763-779, 1979; GRIESSE,
Margaret A. Developing Social Responsibility: Biotechnology and the Case of DuPont in Brazil. Journal
of Business Ethics, v.73, n.1, p. 103-118, 2007; HYMOWITZ, T.; HARLAN, J. R. The Introduction of
Soybean to North America by Samuel Bowen in 1765. Economic Botany, v.37, n.4, p. 371-379, 1983;
IRWIN, Scott H.; GOOD, Darrell; MARTINES Filho, João. The Performance of Agricultural Market
Advisory Services in Corn and Soybeans. American Journal of Agricultural Economics, v.88, n.1, p. No campo: a agricultura No campo, também, as abordagens de larga escala – tratores e
implementos,
sementes
com
herbicidas
e
pesticidas acomplados,
fertilizantes químicos, organismos geneticamente modificados e operações
concentradas de alimentação animal – mudarm a forma da fazenda para
agroindústria. O pequeno agricultor, o pecuarista e o camponês
desapareceram de muitas paisagens sob as pressões da agricultura científica
e industrial. Em As Vinhas da Ira (1939), o Prémio Nobel John Steinbeck
narra o impacto desconcertante e violento da Grande Depressão, a mudança
tecnológica e excesso de oferta de mão de obra de agricultores de Oklahoma
e da Califórnia. Como Fitzgerald observa, tecnologia agrícola refere-se ao processo
de sistemático cultivo de plantas e criação de animais, incluindo forças
econômicas, mecânicas, humanas, científicas e institucionais que apoiam tal
atividade. A produção de alimentos (para o gado) e de fibras são, assim
como implementos, sementes, agroquímicos e rações, os veículos mais
acessíveis para examinar como a tecnologia mudou práticas agrícolas de
cultivo do milho, o incremento da criação de suínos, o desenvolvimento de
maquinário, o processamento de alimentos. A historiadora nos pede para
considerar as mudanças nas práticas de propriedade em relação ao comércio
e à indústria, especialmente no que tange a perguntas sobre se as
preocupaçõçes e práticas agrícolas são semelhantes àquelas das fábricas e 164 dos trabalhadores na indústria. Fitzgerald observa que a propriedade dos
meios de produção por agricultores torna-os mais semelhantes a artesãos do
que aos trabalhadores industriais modernos em termos de autonomia, ritmo
de trabalho e relações com a comunidade, e sua crescente dependência de
sistemas econômicos de mercado mais amplos, preços e decisões
legislativas. Ela pontua que o papel do agronegócio no fornecimento de
sementes, produtos químicos, equipamentos e animais, bem como no
recebimento do produto final transformou o agricultor numa espécie de
indústria caseira.28 Mas se a indústria caseira ou a contratação de
trabalhadores criam uma dívida de gratidão com o poder do agronegócio,
ela enfrenta pressões industriais e os efeitos degradantes da mecanização da
criação de animais.ou das commodities internacionais como a soja. ç
j
A Big Science na agricultura remonta ao século XIX. Os EUA
configuraram uma aparato de pesquisa e desenvolvimento na agricultura
ainda durante a Guerra Civil (o Morrell Act, de 1862 e a concessão de terras
para universidades e faculdades). Nas primeiras décadas, o Departamento de
Agricultura dos EUA financiou pesquisas sobre zoonoses, composição
química e nutrição, solos e mapeamento, entre outras. 162-181, 2006; MORTON, Douglas C. et al. Cropland Expansion Changes Deforestation Dynamics in
the Southern Brazilian Amazon. Proceedings of the National Academy of Sciences of the United States of
America, v.103, n.39, p. 14637-14641 2006; MUNN, Alvin. Production and Utilization of the Soybean
in the United States. Economic Geography, v.26, n.3, p. 223-234, 1950; PRIMMER, George. United
States Soybean Industry. Economic Geography, v.15, n.2, p. 205-211, 1939; PRODÖHL, Ines. A
Miracle Bean: How Soy Conquered the West, 1909–1950. Bulletin of the German Historical Institute,
v.46, p. 111–129, 2010, e RASK, Kevin. The Social Costs of Ethanol Production in Brazil: 1978-1987.
Economic Development and Cultural Change, v.43, n.3, p. 627-649, 1995; WILLIAMS, Gary W.;
THOMPSON, Robert L. Brazilian Soybean Policy: The International Effects of Intervention. American
Journal of Agricultural Economics, v.66, n.4, p. 488-498, 1984; WITT, Lawrence. Changes in the
Agriculture of South Central Brazil. Journal of Farm Economics, v.25, n.3, p. 622-643, 1943. No campo: a agricultura Uma variedade de
unidadades do USDA e seus sucessores envolveram-se no desenvolvimento
de cuiltivares modernos: o Escritório de Estações experimentais (1888-...), a
Secretaria de Indústria Vegetal (1904-...), a Administração de Pesquisa
Agropecuária (1942-...) – que, em 1981, foi rebatizada como Serviço de
Pesquisa
Agrícola. A
majoração
do
orçamento
refletiu
esse
desenvolvimento institucional no segundo pós-guerra, chegando na ordem
de US$ 1,1 bilhões destinados ao apoio de 800 projetos de pesquisa, 2.200
cientistas e pós-doutorados e mais de 6.200 empregos ligados à pesquisa em
todo o país e no exterior. Forças científicas, políticas e de outras ordens reuniram-se na soja,
uma verdaeira tecnologia de força bruta. outros se reuniram na soja, outra
tecnologia de força bruta.29 A soja reflete o imperativo industrial como a 165 cultura agrícola desenhada par excellence para a mecanização. Seus grãos
são altamente adaptáveis à agricultura mecanizada devido a sua posição na
distribuição sazonal do trabalho, sua capacidade como cultura de alto
rendimento e à pesquisa visando contínua melhoria tanto da qualidade como
da utilidade em aplicações industriais, na alimentação e em casa. Na virada
do século XIX, a soja era uma cultura da Manchúria. Em meados da década
de 1930, a cultura da soja alastrava-se nos EUA e na década de 1970, no
Brasil, impulsionava o agronegócio. A cultura da soja é caracterizada por elevado grau de mecanização,
extensivas relações público-privadas quando se fala em investimento em
pesquisa e desenvolvimento e importantes consequências para o uso da
terra. Além disso, seus produtores desempenham importante papel na
política, especialmente no Brasil, onde o lobby do agronegócio tem atuado
no enfraquecimento da legislação de relevância ecológica. Big Science no século XX Grandes organizações de ciência e de engenharia adquiriram
“momentum tecnológico”. O conceito de momentum tecnológico exposto
por Hughe ajuda a compreender a habilidade da indústria nuclear manter-se
e se recriar, assegurar financiamentos governamentais e prosseguir em
programas ambiciosos por décadas. Ela evolui e se expande, engajando instituições sociais, políticas e
financeiras. O número de seus componentes aumenta e apresenta
sobreposições. Não se trata de um determinismo tecnológico mas sugere
que instituições enormes adquirem tremendo poder e autoridade que, às
vezes, é difícil de desarticular. Da mesma forma, como discutiu Alvin
Weinberg, diretor do Oak Ridge National Laboratory, grandes empresas de
investigação científica aprenderam como expandir projetos nucleares e seus
focos de atuação, com o objetivo de manter seus programas com bons
financiamentos a partir das promessas de resultados cruciais para a defesa 166 nacional, para a saúde pública, para a inovação industrial, para a medicina e
para a agricultura. No século XX, institutos de design, laboratórios nacionais, firmas
de negócios e engenharia transformaram globalmente sua pesquisa em
instrumentos, técnicas e tecnologias necessárias para levar práticas de
manejo e escala de pesquisa a novos patamares. Esses instrumentos e
práticas são agora familiares nas grandes fazendas de monocultura que
produzem milho híbrido ou soja. Elas são familiares nas sementes que
precisam de pesticidas específicos, herbicidas e fertilizantes somente
produzidos em laboratórios industriais. Eles existem na floresta
industrializada, na irrigação, no controle de enchentes que permitiram
entender o “dever da água”, nas incubadoras voltadas ao melhoramento
genético anumal, nos laboratórios que desenvolvem variedades híbridas
onde mamíferos, pássaros e peixem são fabricados, no concreto pré-
fabricado, no redimensionamento de leitos de rios e nos exércitos de
trabalhadores que os alimentam. Por fim, uma ideologia de progresso distingue as tecnologias de
larga escala do século XX e se sobrepõe à floresta e aos campos. Na
floresta, a retórica do progresso alimenta a crença de que com as técnicas
modernas de manejo elas estarão disponíveis para gerações futuras para
várias finalidades – recreação, serraria, papel ou combustível. Revoluções
no corte, no poder de transporte e de penetração no interior da floresta
construíram a ideia de fornecimento regular de madeira. De um modo quase
determininsta, a tecnologia de força bruta cria seus próprios mercados de
consumo para a casa, para o papel e para outros produtos, isto é, alimenta
novas demandas de consumo enquanto destrói a natureza. 168
30 SCOTT, James. Seeing Like a State. New Haven: Yale University Press, 1998. Big Science no século XX Os governos
promoveram o apoio a essas indústrias nascentes oferecendo várias medidas
financieras a elas (subsídios diretos, isenção de taxas, doação de terras
justificadas em nome da criação de empregos e de levar a civilização para a
floresta selvagem). Em Seeing like a state o antroólogo Jems Scott aborda muitas das
questões aqui levantadas, em particular, a forma como o Estado moderno
(funcionários do governo, os seus administradores, cientistas e engenheiros)
reúne e usa seletivamente o conhecimento abstrato para exercer controle
sobre os recursos: as pessoas, a água, as florestas, a agricultura. Segundo
ele, os estados descobriram que as abordagens de larga escala são a maneira
mais eficiente para mobilizar recursos, organizar estudos, subjugar a
natureza, ordenar rios, extrair recursos e organizar as pessoas.. Eles fazem
isso através de burocracias, de agências, de bancos, de institutos de
pesquisa, de empresas de engenharia e de universidades. Eles limpam, 167 ordenam e uniformizam a natureza por meio da ciência e da tecnologia
como uma grade cartesiana sobre o mundo natura. Eles usaram o direito de
propriedade e domínio eminente para gerenciar vastas faixas de terra em
nome do bem comum. Eles também adotaram a eficiência técnica como
fundamento inquestionável na adoção de abordagens de larga escala,
comemorada pela importância da mecanização para poupar trabalho e
superar gargalos, rejeitnado o conhecimento local como algo válido ou
relevante.30 Laboratórios nacionais centralizados, grandes empresas de
engenharia e abordagens extensivas de pesquisa são todos parte desse
fenômeno do século XX. 168 168
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Kdr genotyping in Aedes aegypti from Brazil on a nation-wide scale from 2017 to 2018
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Scientific reports
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cc-by
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Kdr genotyping in Aedes aegypti from Brazil on a
nation-wide scale from 2017 to 2018 Monique Melo Costa, Kauara Brito Campos, Luiz Paulo Brito, Emmanuel
Roux, Cynara Melo Rodovalho, Diogo Fernandes Bellinato, José Bento
Pereira Lima, Ademir Jesus Martins To cite this version: Monique Melo Costa, Kauara Brito Campos, Luiz Paulo Brito, Emmanuel Roux, Cynara Melo
Rodovalho, et al.. Kdr genotyping in Aedes aegypti from Brazil on a nation-wide scale from 2017
to 2018. Scientific Reports, 2020, 10, pp.13267. 10.1038/s41598-020-70029-7. hal-02914915 Distributed under a Creative Commons Attribution 4.0 International License OPEN Monique Melo Costa1, Kauara Brito Campos2,3, Luiz Paulo Brito1, Emmanuel Roux4,5,
Cynara Melo Rodovalho1, Diogo Fernandes Bellinato1, José Bento Pereira Lima1 &
Ademir Jesus Martins1,5,6* Insecticide resistance is currently a threat to the control of Aedes agypti, the main vector of
arboviruses in urban centers. Mutations in the voltage gated sodium channel (NaV), known
as kdr (knockdown resistance), constitute an important selection mechanism for resistance
against pyrethroids. In the present study, we investigated the kdr distribution for the Val1016Ile
and Phe1534Cys alterations in Ae. aegypti from 123 Brazilian municipalities, based on SNP
genotyping assays in over 5,500 mosquitoes. The alleles NaVS (1016Val+ + 1534Phe+), NaVR1
(1016Val+ + 1534Cyskdr) and NaVR2 (1016Ilekdr + 1534Cyskdr) were consistently observed, whereas kdr
alleles have rapidly spread and increased in frequency. NaVS was the less frequent allele, mostly found
in Northeastern populations. The highest allelic frequencies were observed for NaVR1, especially in
the North, which was fixed in one Amazonian population. The double kdr NaVR2 was more prevalent
in the Central-west and South-eastern populations. We introduce the ‘kdr index’, which revealed
significant spatial patterns highlighting two to three distinct Brazilian regions. The 410L kdr mutation
was additionally evaluated in 25 localities, evidencing that it generally occurs in the NaVR2 allele. This
nationwide screening of a genetic mechanism for insecticide resistance is an important indication on
how pyrethroid resistance in Ae. aegypti is evolving in Brazil. The number of dengue cases in Brazil totaled over 1.9 million records between 2016 and 2018. During the
same period, the recent additional chikungunya and Zika arbovirus epidemics were responsible for around
540 and 240 thousand cases, respectively, according to Ministry of Health official bulletins1. Failure in the
control of Aedes aegypti, so far considered the primary vector of the aforementioned arboviruses in Brazil, is
considered the main reason for the increase in these records. Despite a series of studies evidencing arbovirus
transmission by Brazilian Aedes albopictus populations, this species probably acts as a secondary urban vector,
mostly significant in maintaining arbovirus circulation during inter-epidemic seasons and in rural regions2,3. The measures for controlling the density of Aedes mosquitoes largely rely on insecticides. However, their intense
use has been, increasingly, selecting resistant populations at a global scale4. This is also true in Brazil, where an
extensive insecticide resistance monitoring system has tracked the susceptibility status of Ae. aegypti populations
since 19995,6. HAL Id: hal-02914915
https://hal.science/hal-02914915v1
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abroad, or from public or private research centers. Distributed under a Creative Commons Attribution 4.0 International License www.nature.com/scientificreports www.nature.com/scientificreports Results
Kd Kdr genotyping. The kdr genotypes for 5,341 individuals, distributed in 123 localities, for both the 1016
and 1534 NaV sites were obtained. All evaluated population displayed at least one kdr allele. Six genotypes
were substantially observed, all including the S, R1 and R2 (wild-type, kdr in 1534 only and kdr in 1016 + 1534,
respectively) haplotypes. The other three genotypes composed by the kdr R3 haplotype (kdr in 1016 site only)
accounted for 0.1% of the total samples (Fig. 1 and Table 1). Therefore, the R3 haplotype was not considered in
further analyses.h y
The most frequent Ae. aegypti genotypes was R1R2, followed by the double kdr homozygote R2R2, with
medians of 29.0% and 24.4%, respectively (Table 1). The genotype frequencies per population in their respec-
tive geographic region are displayed in Fig. 1. Concerning allelic frequencies, medians were 13.3%, 37.8% and
45.3%, respectively for NaVS, NaVR1 and NaVR2, evidencing the high prevalence of kdr alleles (83.1%) in Brazil. The wild-type allele NaVS was absent from 17 of the 123 evaluated populations, while kdr NaVR1 was present in
all localities, ranging from 7.1% (Corumba/MS) to 100% (São Gabriel da Cachoeira/AM) and the kdr NaVR2
ranged from absent (Tucurui/PA, Altamira/PA and São Gabriel da Cachoeira/AM) to 89.3% (Corumba/MS)
(Fig. 2). The kdr allelic frequencies were regionalized in the country, as a reflection of their genotypic distribu-
tion, as follows: NaVR2 predominated in the Central-West, Southeast and South regions, while NaVR1 was the
most frequent allele in the North (Fig. 3). The detailed genotypic and allelic frequencies for each locality are
available in the Supplementary Table S1. Kdr index and spatial analyses. The ‘kdr index’ ranged from 1.75 (Jardim do Seridó, RN) to 6.21
(Corumbá, MS) (Fig. 4). The localities presenting the lowest kdr index (first quartile: 1.75 to 3.96) were pre-
dominantly located in the Northeast (61.3%), South (19.4%) and North (16.1%) regions. Those beyond the last
quartile (5.36–6.21) were distributed in the Southeast (48.4%), Center-West (25.8%), North (12.9%), Northeast
(9.7%) and South (6.5%) regions (Supplementary Table S1).h g
pp
y
The spatial distribution kdr index value analysis concerning the geographic coordinates of their respec-
tive localities revealed statistically significant spatial patterns, i.e. the existence of clearly identifiable Brazilian
regions with different predicted Ae. aegypti resistance status. www.nature.com/scientificreports/ by private companies for mosquito control, as well as against other urban insect vectors, such as Culex, sandflies,
anophelines and triatomines6,9,10.hf The main cause of resistance to the pyrethroid knockdown effect is an alteration in the molecular target of this
chemical, namely the voltage gated sodium channel (NaV, also commonly referred to as VGSC), caused by one or
a few amino acid substitutions that alter the channel conformation, thus avoiding its interaction with pyrethroid
molecules11. These substitutions, known as knockdown resistance mutations (kdr) have been linked to pyrethroid
and DDT resistance in several arthropod species. The kdr amino acid position is generally convergent through-
out distinct taxa, as the NaV gene is very conserved and, therefore, few variations are permissive to maintain its
neurophysiological role12. In several species, including Anopheles and Culex mosquitoes, the most classical kdr is
a Leu to Phe substitution in the 1014 position (L1014F)13–15. In the Aedes genus, two simultaneous substitutions
in the codon 1014 would be necessary, which is unlikely to occur16. Substitutions in the 1016 and 1534 sites have
been consistently detected in the NaV of Ae. aegypti populations worldwide. The Phe to Cys substitution in the
1534 site (F1534C) is found in populations from the Americas, Africa and Asia, whilst the wild-type Val is sub-
stituted by Ile (V1016I) in the 1016 site in American populations and by Gly (V1016G) in Asian populations17–20. Additional alterations have also been reported, such as the Pro to Ser substitution in the 989 (P989S) and Val to
Leu in the 410 position (V410L), respectively, in Asian and Latin American populations4,17,21,22. p
p
y
p p
Since the beginning of the 2000s, kdr mutations have been detected in Ae. aegypti populations from Brazil,
displaying geographical expansion and increasing frequency trends. A haplotype with kdr mutation F1534C
(NaVR1 allele) was present in all but one population among natural populations evaluated from more than 60
localities6, 23. An additional haplotype containing both V1016I and F1534C was absent or detected at very low
frequencies in the Brazilian Northeast9,23,24. Although this double kdr allele (NaVR2) presented a high fitness cost
in a pesticide-free environment25, its frequency has increased in natural populations and dispersed to localities
where it was recently considered absent26. kdr mutations were monitored in Ae. aegypti populations from the state
of São Paulo, since they were present at low frequencies, and, although NaVR2 later appeared, it increased faster
than NaVR19. www.nature.com/scientificreports/ This can be explained by the fact that NaVR2 confers a higher level of resistance to pyrethroids27. Since the beginning of the 2000s, kdr mutations have been detected in Ae. aegypti populations from Brazil,
displaying geographical expansion and increasing frequency trends. A haplotype with kdr mutation F1534C
(NaVR1 allele) was present in all but one population among natural populations evaluated from more than 60
localities6, 23. An additional haplotype containing both V1016I and F1534C was absent or detected at very low
frequencies in the Brazilian Northeast9,23,24. Although this double kdr allele (NaVR2) presented a high fitness cost
in a pesticide-free environment25, its frequency has increased in natural populations and dispersed to localities
where it was recently considered absent26. kdr mutations were monitored in Ae. aegypti populations from the state
of São Paulo, since they were present at low frequencies, and, although NaVR2 later appeared, it increased faster
than NaVR19. This can be explained by the fact that NaVR2 confers a higher level of resistance to pyrethroids27. Additional variations have been reported in the NaV gene of Ae. aegypti populations from Brazil, including
the Ile to Met and Val to Leu substitutions in the 1011 (I1011M) and 410 (V410L) positions, respectively. The
former is related to a duplication in the NaV gene, always detected in heterozygote individuals28, but with no
relevance in pyrethroid resistance27. On the other hand, V410L was found alone or in combination with F1534C,
conferring high levels of resistance29, although it is usually found in combination with V1016I and F1534C in
Mexican populations21. The present study reports the kdr frequencies in Brazilian Ae. aegypti populations from
123 localities, collected between 2017 and 2018. In order to rank the likely levels of pyrethroid resistance among
the evaluated populations, at least in relation to the target site mechanism, an original index called the kdr index
was developed. A spatial analysis confirmed the non-randomness of the spatial distribution of the index values
and, thus, the existence of clearly identifiable Brazilian regions regarding with pyrethroid resistance levels. h
Additional variations have been reported in the NaV gene of Ae. aegypti populations from Brazil, including
the Ile to Met and Val to Leu substitutions in the 1011 (I1011M) and 410 (V410L) positions, respectively. The
former is related to a duplication in the NaV gene, always detected in heterozygote individuals28, but with no
relevance in pyrethroid resistance27. www.nature.com/scientificreports/ On the other hand, V410L was found alone or in combination with F1534C,
conferring high levels of resistance29, although it is usually found in combination with V1016I and F1534C in
Mexican populations21. The present study reports the kdr frequencies in Brazilian Ae. aegypti populations from
123 localities, collected between 2017 and 2018. In order to rank the likely levels of pyrethroid resistance among
the evaluated populations, at least in relation to the target site mechanism, an original index called the kdr index
was developed. A spatial analysis confirmed the non-randomness of the spatial distribution of the index values
and, thus, the existence of clearly identifiable Brazilian regions regarding with pyrethroid resistance levels. OPEN Organophosphate application has been intensified since the 1980s, substituted by insect growth
regulators and pyrethroids two decades later, against larvae and adults, respectively, given the confirmation
of resistance to the larvicide temephos7. However, pyrethroid resistance was also confirmed a few years later8. Currently, the organophosphate malathion is employed by governmental campaigns in the entire country as the
only alternative to pyrethoids, although the latter class of compounds is still intensively used in households and 1Laboratório de Fisiologia e Controle de Artrópodes Vetores, Instituto Oswaldo Cruz, FIOCRUZ, Rio de Janeiro,
RJ, Brazil. 2Laboratório de Parasitologia Médica e Biologia de Vetores, Faculdade de Medicina, Universidade
de Brasília, Brasília, DF, Brazil. 3Coordenação Geral de Vigilância de Aboviroses, Secretaria de Vigilância em
Saúde, Ministério da Saúde, Brasília, DF, Brazil. 4ESPACE‑DEV, IRD, Université de Montpellier, Université
de La Réunion, Université de la Guyane and Université des Antilles, Montpellier, France. 5Laboratório Misto
Internacional “Sentinela”, FIOCRUZ, UnB, IRD, Rio de Janeiro, Brazil. 6Instituto Nacional de Ciência e Tecnologia
em Entomologia Molecular (INCT‑EM), Universidade federal do Rio de Janeiro, Rio de Janeiro, RJ, Brazil. *email:
ademirjr@ioc.fiocruz.br | https://doi.org/10.1038/s41598-020-70029-7 Scientific Reports | (2020) 10:13267 www.nature.com/scientificreports/ Results
Kd A total of 55 candidate models, related to different
(a priori) inter-city “links” structures, were generated (see Supplementary Text S1 for methodological details
and intermediary results). Figure 5 displays the most significant model, first evidencing a large scale spatial dif-
ferentiation in the Northeast–Southwest direction, separating Northeast (and to a lesser extent, North) localities
from the rest of the country (areas A11 and A12, respectively, represented in Fig. 5a and, second, a three-mode
differentiation in the same direction, separating: (i) North and Northeast localities; (ii) a strip of cities oriented Scientific Reports | (2020) 10:13267 | https://doi.org/10.1038/s41598-020-70029-7 www.nature.com/scientificreports/ Southeast–Northwest and (iii) South localities (areas A21, A22 and A23, respectively, in Fig. 5b. The kdr index
0.0
0.2
0.4
0.6
0.8
1.0
frequency
North
0.0
0.2
0.4
0.6
0.8
1.0
Northeast
0.0
0.2
0.4
0.6
0.8
1.0
South
0.0
0.2
0.4
0.6
0.8
1.0
R3/R3
R2/R3
S/R3
R2/R2
R1/R2
S/R2,R1/R3
R1/R1
S/R1
S/S
Center-West
0.0
0.2
0.4
0.6
0.8
1.0
frequency
Southeast
0.0
0.2
0.4
0.6
0.8
1.0
R3/R3
R2/R3
S/R3
R2/R2
R1/R2
S/R2,R1/R3
R1/R1
S/R1
S/S
Brazil
Figure 1. Frequency of kdr genotypes in Aedes aegypti from Brazil considering the V1016I and F1534C
variations in the voltage gated sodium channel. Populations were distributed according to the Brazilian five
macro-geographical regions. Dots represent the genotypic frequency of each population, while the box-plots
exhibit the median, quartiles, minimum and maximum values. Genotypes: 1016 + 1534. 0.0
0.2
0.4
0.6
0.8
1.0
frequency
North
0.0
0.2
0.4
0.6
0.8
1.0
Northeast
0.0
0.2
0.4
0.6
0.8
1.0
R3/R3
R2/R3
S/R3
R2/R2
R1/R2
S/R2,R1/R3
R1/R1
S/R1
S/S
Brazil Northeast frequency 0.0
0.2
0.4
0.6
0.8
1.0
South
0.0
0.2
0.4
0.6
0.8
1.0
R3/R3
R2/R3
S/R3
R2/R2
R1/R2
R2,R1/R3
R1/R1
S/R1
S/S
Center-West
0.0
0.2
0.4
0.6
0.8
1.0
frequency
Southeast
Figure 1. Frequency of kdr genotypes in Aedes aegypti from Brazil considering the V1016I and F1534C
variations in the voltage gated sodium channel. Populations were distributed according to the Brazilian five
macro-geographical regions. Dots represent the genotypic frequency of each population, while the box-plots
exhibit the median, quartiles, minimum and maximum values. Genotypes: 1016 + 1534. 0.0
0.2
0.4
0.6
0.8
1.0
South
0.0
0.2
0.4
0.6
0.8
1.0
R3/R3
R2/R3
S/R3
R2/R2
R1/R2
S/R2,R1/R3
R1/R1
S/R1
S/S
Center-West
0.0
0.2
0.4
0.6
0.8
1.0
frequency
Southeast Southeast South frequency Figure 1. Results
Kd Considering only samples with the six best-represented genotypes, the haplotypic frequencies
were calculated as 40.0% (VVC), 38.2% (LIC) and 10.4% (VVF), indicating that 410L was associated with 1016I https://doi.org/10.1038/s41598-020-70029-7 Scientific Reports | (2020) 10:13267 | www.nature.com/scientificreports/ PCR results
Genotypes
Number (frequency)a
Median
Minb
Maxc
VV + FF
SS
255 (0.048)
0.022
0
0.523
VV + FC
SR1
652 (0.122)
0.098
0
0.511
VV + CC
R1R1
1,054 (0.197)
0.136
0
1.000
VI + FC
SR2, R1R3
524 (0.098)
0.089
0
0.333
VI + CC
R1R2
1,548 (0.290)
0.279
0
0.591
II + CC
R2R2
1,301 (0.244)
0.222
0
0.810
VI + FF
SR3
3 (0.0006)
0.000
0
0.024
II + FC
R2R3
2 (0.0004)
0.000
0
0.022
II + FF
R3R3
2 (0.0004)
0.000
0
0.023 PCR results
Genotypes
Number (frequency)a
Median
Minb
Maxc
VV + FF
SS
255 (0.048)
0.022
0
0.523
VV + FC
SR1
652 (0.122)
0.098
0
0.511
VV + CC
R1R1
1,054 (0.197)
0.136
0
1.000
VI + FC
SR2, R1R3
524 (0.098)
0.089
0
0.333
VI + CC
R1R2
1,548 (0.290)
0.279
0
0.591
II + CC
R2R2
1,301 (0.244)
0.222
0
0.810
VI + FF
SR3
3 (0.0006)
0.000
0
0.024
II + FC
R2R3
2 (0.0004)
0.000
0
0.022
II + FF
R3R3
2 (0.0004)
0.000
0
0.023 Table 1. Genotypes of 123 Aedes aegypti populations from Brazil, considering the V1016I and F1534C SNPs
in the NaV gene. a Number of samples with their respective genotypes, bMinimum and cMaximum observed
frequencies. Table 1. Genotypes of 123 Aedes aegypti populations from Brazil, considering the V1016I and F1534C SNPs
in the NaV gene. a Number of samples with their respective genotypes, bMinimum and cMaximum observed
frequencies. Table 1. Genotypes of 123 Aedes aegypti populations from Brazil, considering the V1016I and F1534C SNPs
in the NaV gene. a Number of samples with their respective genotypes, bMinimum and cMaximum observed
frequencies. Figure 2. Distribution of the kdr allelic frequencies in Aedes aegypti populations from Brazil considering the
V1016I and F1534C variations in the voltage gated sodium channel. Localities are represented by numbers in
the legend, exhibited on the map according to their respective geographical coordinates, grouped within the
five Brazilian macro-regions. The background map is the “OSM TF Landscape” product (Maps Thunderforest,
Data OpenStreetMap contributors, under license CC-BY-SA 2.0). Results
Kd Frequency of kdr genotypes in Aedes aegypti from Brazil considering the V1016I and F1534C
variations in the voltage gated sodium channel. Populations were distributed according to the Brazilian five
macro-geographical regions. Dots represent the genotypic frequency of each population, while the box-plots
exhibit the median, quartiles, minimum and maximum values. Genotypes: 1016 + 1534. Figure 1. Frequency of kdr genotypes in Aedes aegypti from Brazil considering the V1016I and F1534C
variations in the voltage gated sodium channel. Populations were distributed according to the Brazilian five
macro-geographical regions. Dots represent the genotypic frequency of each population, while the box-plots
exhibit the median, quartiles, minimum and maximum values. Genotypes: 1016 + 1534. Southeast–Northwest and (iii) South localities (areas A21, A22 and A23, respectively, in Fig. 5b. The kdr index
value distributions as a function of the aforementioned areas are displayed in Fig. 5c,d. Southeast–Northwest and (iii) South localities (areas A21, A22 and A23, respectively, in Fig. 5b. The kdr index
value distributions as a function of the aforementioned areas are displayed in Fig. 5c,d. Including the V410L SNP. In addition to V1016I and F1534C, the V410L SNP was also evaluated in 25
populations, mostly in the state capitals, totaling 977 genotyped samples for these three sites, which together ren-
dered 11 genotypes, amongst which five were poorly represented (Table 2, Fig. 6). The three most prevalent geno-
types were VV + VV + CC (27.8%), VL + VI + CC (26.8%) and LL + II + CC (23.9%) (in order, 410 + 1016 + 1534),
composed by the kdr haplotypes VVC (kdr in the 1534 site only) and LIC (kdr in 410, 1016 and 1534 sites). Next
are the genotypes formed with the wild-type haplotype (VVF): VV + VV + FC (11.1%), VL + VI + FC (6.0%) and
VV + VV + FF (2.7%). The remaining five genotypes occurred in frequencies below 1%, which would be formed
by alleles such as VIC (kdr in 1016 and 1534), LVC (kdr in 410 and 1534), LVF (kdr in 410 only) and VIF (kdr
in 1016 only). Discussion
Th
l
l The molecular nation-wide monitoring of the main pyrethroid resistance marker in 123 Ae. aegypti populations
from Brazil, a country comprising 8.5 million km2, where the 26 federal states are infested with this vector, is
presented herein. To the best of our knowledge, this is the largest kdr survey performed using samples collected
in the time span of one year. The regionalized profile of allelic frequency distribution indicates that this sample
size is enough to represent the whole country.h The molecular nation-wide monitoring of the main pyrethroid resistance marker in 123 Ae. aegypti populations
from Brazil, a country comprising 8.5 million km2, where the 26 federal states are infested with this vector, is
presented herein. To the best of our knowledge, this is the largest kdr survey performed using samples collected
in the time span of one year. The regionalized profile of allelic frequency distribution indicates that this sample
size is enough to represent the whole country.h The frequency of kdr alleles was very high in Brazil (median of 83.1%), representing an increase of 27.8% since
a previous survey was performed, evaluating 29 localities where mosquitoes were collected between 2009 and
201214. The kdr NaVR1 allele (1016Val + 1534Cyskdr) was present in all Brazilian populations evaluated here, and
fixed in one of them. This was probably the first kdr allele to spread in Latin America20 and is present in at least
two haplotypes of independent phylogenetic origins17. kdr NaVR2 (1016Ilekdr + 1534Cyskdr) confers a higher level
of resistance to pyrethroids compared to NaVR117, which may explain why NaVR2 frequency is rapidly increasing
compared to the wild-type NaVS and kdr NaVR1 alleles, as observed in Ae. aegypti populations from São Paulo9. It is interesting to note that, out of the 17 populations where the wild-type NaVS was absent, 12 were from the
Amazonian region. In many of these localities, chemical control is not only exerted to combat Ae. aegypti, but
also targeting other important vectors, such Anopheles mosquitoes, triatomines and phlebotomines, against which
pyrethroids are the main choice inside houses and in the peri-domicile area. Therefore, the scenario observed
herein may be explained by this constant selection pressure. We also presented the application of a ‘kdr index’ which considers the kdr genotype frequencies weighed by
their respective knockdown time resistance ratio (KdT RR95). Results
Kd Map was generated with the free and open
source software (GNU General Public License) QGIS version 3.12.3 (developd by the Open Source Geospatial
Foundation Project, http://qgis.org). Fi
2
Di t ib ti
f th kd
ll li f
i
i A d
pti
l ti
f
B
il
id i
th Figure 2. Distribution of the kdr allelic frequencies in Aedes aegypti populations from Brazil considering the
V1016I and F1534C variations in the voltage gated sodium channel. Localities are represented by numbers in
the legend, exhibited on the map according to their respective geographical coordinates, grouped within the
five Brazilian macro-regions. The background map is the “OSM TF Landscape” product (Maps Thunderforest,
Data OpenStreetMap contributors, under license CC-BY-SA 2.0). Map was generated with the free and open
source software (GNU General Public License) QGIS version 3.12.3 (developd by the Open Source Geospatial
Foundation Project, http://qgis.org). and 1534C (NaVR2 allele) and that 1534C also occurs alone (NaVR1 allele). Nevertheless, we cannot exclude the
possibility that the underrepresented genotypes could be composed by additional haplotypes circulating under
low frequencies. The complete dataset displaying the numbers and frequencies for each SNP in all populations
is presented in Supplementary Table S2. and 1534C (NaVR2 allele) and that 1534C also occurs alone (NaVR1 allele). Nevertheless, we cannot exclude the
possibility that the underrepresented genotypes could be composed by additional haplotypes circulating under
low frequencies. The complete dataset displaying the numbers and frequencies for each SNP in all populations
is presented in Supplementary Table S2. https://doi.org/10.1038/s41598-020-70029-7 Scientific Reports | (2020) 10:13267 | www.nature.com/scientificreports/ Figure 3. Frequency of the kdr alleles in Aedes aegypti from Brazil considering the V1016I and F1534C
variations in the voltage gated sodium channel. Plots represent the NaV allelic frequency distribution of each
population in the five geographic Brazilian macro-regions and in the country as a whole. The alleles are NaVS
(V1016 + F1534), NaVR1 (V1016 + 1534C) and NaVR2 (1016I + 1534C). Circles represent the allelic frequency of
each population and bars indicate the median and quartile distribution of the respective allele. Figure 3. Frequency of the kdr alleles in Aedes aegypti from Brazil considering the V1016I and F1534C
variations in the voltage gated sodium channel. Plots represent the NaV allelic frequency distribution of each
population in the five geographic Brazilian macro-regions and in the country as a whole. Results
Kd The alleles are NaVS
(V1016 + F1534), NaVR1 (V1016 + 1534C) and NaVR2 (1016I + 1534C). Circles represent the allelic frequency of
each population and bars indicate the median and quartile distribution of the respective allele. Discussion
Th
l
l The background map is the “OSM TF
Landscape” product (Maps Thunderforest, Data OpenStreetMap contributors, under license CC-BY-SA 2.0). Map was generated with the free and open source software (GNU General Public License) QGIS version 3.12.3
(developd by the Open Source Geospatial Foundation Project, http://qgis.org). Figure 4. kdr index distribution in Aedes aegypti from Brazil. This index represents the kdr genotypic
frequency weighted by the deltamethrin knockdown time (KdT RR95) for the respective genotype, as determined
elsewhere27. Locality identification is similar to that exhibited in Fig. 2. The background map is the “OSM TF
Landscape” product (Maps Thunderforest, Data OpenStreetMap contributors, under license CC-BY-SA 2.0). Map was generated with the free and open source software (GNU General Public License) QGIS version 3.12.3
(developd by the Open Source Geospatial Foundation Project, http://qgis.org). populations in the country. This evidenced that the genetic trend of higher or lower pyrethroid resistant (the
kdr index) is not random in Brazil. The populations placed in the A12 or A22 areas, in the models with two or
three clusters, respectively, are more likely to be resistant to pyrethroids than the rest of the country, considering
the target site mechanism. On the other hand, specific conditions may lead to diverse insecticide resistance pat-
terns, including distinct kdr allelic frequencies, as observed in Ae. aegypti populations from five neighborhoods
in Merida, Mexico30. New studies including spatial patterns details will further knowledge on the dynamics of
insecticide resistance distribution and expansion in natural populations. populations in the country. This evidenced that the genetic trend of higher or lower pyrethroid resistant (the
kdr index) is not random in Brazil. The populations placed in the A12 or A22 areas, in the models with two or
three clusters, respectively, are more likely to be resistant to pyrethroids than the rest of the country, considering
the target site mechanism. On the other hand, specific conditions may lead to diverse insecticide resistance pat-
terns, including distinct kdr allelic frequencies, as observed in Ae. aegypti populations from five neighborhoods
in Merida, Mexico30. New studies including spatial patterns details will further knowledge on the dynamics of
insecticide resistance distribution and expansion in natural populations.h p
p p
The most frequent genotype in Ae. aegypti from Brazil was R1R2, which was heterozygous for the alleles
NaVR1 and NaVR2, in 28.9% of all evaluated samples. Discussion
Th
l
l The lowest kdr indexes were predominately found
in populations from the Northeast, where the kdr NaVR2 allele was almost absent from the previous survey24
and is now present in all states in that region, with frequencies ranging from 10.2% (Jardim do Seridó, RN) to
83.8% (Itabaiana, SE). In fact, in a previous study assessing resistance to the pyrethroid deltamethrin amongst
the 13 populations with pyrethroid resistance ratios (RR95) below 10, reported that seven were located in the
Northeast region. In addition, only two populations in the Northeast were amongst the 24 highly resistant
populations (RR95 > 10)6.h p p
The study of the spatial distribution of resistance markers can aid in identifying underlying resistance emer-
gence processes in surrounding areas. In fact, these determinants can exhibit significant “spatial patterns”, due
to their strong dependency to space, climate, land cover and land use, active and passive mosquito mobility
between connected cities and regional strategies for vector control, among others. These patterns may display
spatial variations at different scales. As a consequence, a spatial distribution of the resistance level results of the
mixture of these different multi-scale spatial patterns is observed. The decomposition of the observed level of
resistance into various independent and significant spatial patterns can, consequently, not only exhibit spatial
clusters of cities that present significantly high (or low) resistance levels, but also highlight spatial patterns typi-
cal of phenomena that may, therefore, be considered as potential determinants. In the present study, we tested
a series of analyses considering the spatialized kdr index values, revealing two to three well defined clustered Scientific Reports | (2020) 10:13267 | https://doi.org/10.1038/s41598-020-70029-7 www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 4. kdr index distribution in Aedes aegypti from Brazil. This index represents the kdr genotypic
frequency weighted by the deltamethrin knockdown time (KdT RR95) for the respective genotype, as determined
elsewhere27. Locality identification is similar to that exhibited in Fig. 2. The background map is the “OSM TF
Landscape” product (Maps Thunderforest, Data OpenStreetMap contributors, under license CC-BY-SA 2.0). Map was generated with the free and open source software (GNU General Public License) QGIS version 3.12.3
(developd by the Open Source Geospatial Foundation Project, http://qgis.org). Figure 4. kdr index distribution in Aedes aegypti from Brazil. This index represents the kdr genotypic
frequency weighted by the deltamethrin knockdown time (KdT RR95) for the respective genotype, as determined
elsewhere27. Locality identification is similar to that exhibited in Fig. 2. Discussion
Th
l
l (c) and (d) display
the kdr index value distributions as a function of the identified regions. The background map is the “OSM TF
Landscape” product (Maps Thunderforest, Data OpenStreetMap contributors, under license CC-BY-SA 2.0). Map was generated with the free and open source software (GNU General Public License) QGIS version 3.12.3
(developd by the Open Source Geospatial Foundation Project, http://qgis.org). Figure 5. Results of the kdr index value distribution spatial analysis. (a) and (b) indicate the spatial patterns
and the corresponding regions identified from the kdr index value spatial distributions in Brazil for Aedes
aegypti. These patterns correspond to the most explanatory eigenvectors of a principal coordinates analysis of
a given neighbor matrix (see Supplementary Text S1). White and black squares consist of negative and positive
eigenvector component values, respectively, and square size is proportional to the absolute value of the vector
components. These patterns were selected because they present a significant Moran’s I spatial autocorrelation
and explain 51.6% (29.6% and 22.0% for A and B, respectively) of the total variance of the observed kdr index
values, by their inclusion as explanatory variables in a multiple linear regression model. (c) and (d) display
the kdr index value distributions as a function of the identified regions. The background map is the “OSM TF
Landscape” product (Maps Thunderforest, Data OpenStreetMap contributors, under license CC-BY-SA 2.0). Map was generated with the free and open source software (GNU General Public License) QGIS version 3.12.3
(developd by the Open Source Geospatial Foundation Project, http://qgis.org). Table 2. Genotypes of 25 Aedes aegypti populations from Brazil, considering the V410L, V1016I and F1534C
SNPs in the NaV gene. a Number of samples with their respective genotypes, bMinimum and cMaximum
observed frequencies. Discussion
Th
l
l The second most frequent, at 24.4%, was the double kdr
R2R2, homozygous for NaVR2, followed by R1R1 in 19.9%, homozygous for NaVR1. The sum of all “resistant
genotypes”27 indicated that 73.2% of all Ae. aegypti from Brazil evaluated herein would be resistant to pyrethroid,
at least considering the target-site resistance mechanism. It is worth noting, however, that metabolic resistance
might also contribute, alone or in synergism with kdr, to confer pyrethroid resistance in the natural populations
of this country6. Although the organophosphate malathion began replacing pyrethroids in official campaigns
oriented by the Brazilian MoH in 200931, the selection pressure of pyrethroids is still heavily present in Ae. aegypti due to household aerosol insecticide products9,32,33. Experiments conducted in Merida, Mexico, indicate
that 87% of households regularly used pyrethroid-based products against mosquitoes33 and that Ae. aegypti field
populations were resistant to commonly household used products. In addition, an increase in kdr 1016Ile was
associated with the employment of pyrethroid surface sprays in houses34.i p y
py
p y
kdr mutations, or at least the kdr NaVR2 allele, have a high fitness cost and tend to decrease in insecticide-
free environments25. In a very practical example, the first Ae. aegypti lineage infected with Wolbachia released in
Rio de Janeiro was actually a result of backcrosses between an original infected Australian lineage and a natural
Brazilian population, therefore resulting in a Wolbachia-infected lineage resistant to pyrethroids. However, dur-
ing several generations in the laboratory awaiting governmental licenses for release, kdr frequencies decreased
and the lineage became susceptible32. As residents were spraying pyrethroid-based aerosols in the study area, Scientific Reports | (2020) 10:13267 | https://doi.org/10.1038/s41598-020-70029-7 www.nature.com/scientificreports/ Figure 5. Results of the kdr index value distribution spatial analysis. (a) and (b) indicate the spatial patterns
and the corresponding regions identified from the kdr index value spatial distributions in Brazil for Aedes
aegypti. These patterns correspond to the most explanatory eigenvectors of a principal coordinates analysis of
a given neighbor matrix (see Supplementary Text S1). White and black squares consist of negative and positive
eigenvector component values, respectively, and square size is proportional to the absolute value of the vector
components. These patterns were selected because they present a significant Moran’s I spatial autocorrelation
and explain 51.6% (29.6% and 22.0% for A and B, respectively) of the total variance of the observed kdr index
values, by their inclusion as explanatory variables in a multiple linear regression model. Discussion
Th
l
l PCR results (410 + 1016 + 1534)
Genotypes
Number (frequency)a
Median
Minb
Maxc
VV + VV + FF
VVF/VVF (SS)
26 (0.027)
0
0
0.250
VV + VV + FC
VVF/VVC (SR1)
108 (0.111)
0.089
0
0.356
VV + VV + CC
VVC/VVC (R1R1)
272 (0.278)
0.227
0.044
1.000
VL + VI + FC
VVF/LIC (SR2), VVC/LIF (R1R3)
59 (0.060)
0.034
0
0.182
VL + VI + CC
VVC/LIC (R1R2)
262 (0.268)
0.244
0
0.489
LL + II + CC
LIC/LIC (R2R2)
233 (0.239)
0.227
0
0.583
VV + VI + CC
VVC/VIC
2 (0.002)
0
0
0.022
VV + VI + FC
VVF/VIC, VVC/VIF
4 (0.004)
0
0
0.067
VL + VV + CC
VVC/LVC
2 (0.002)
0
0
0.038
LL + VI + FC
LVF/LIC, LVC/LIF
6 (0.006)
0
0
0.044
VL + II + CC
VIC/LIC
3 (0.003)
0
0
0.047 Table 2. Genotypes of 25 Aedes aegypti populations from Brazil, considering the V410L, V1016I and F1534C
SNPs in the NaV gene. a Number of samples with their respective genotypes, bMinimum and cMaximum
observed frequencies. Wolbachia dispersion did not occur as expected and the first release failed. Thereafter, a new lineage was again
backcrossed with field mosquitoes in order to guarantee similar conditions to the well-adapted field population,
which then allowed Wolbachia to expand and stabilize in the study area. The kdr frequency is now monitored in
the laboratory lineage and in the target field population in the World Mosquito Program32. Th kd
fi
d
d
l
f
h
d
h
l29
l Wolbachia dispersion did not occur as expected and the first release failed. Thereafter, a new lineage was again
backcrossed with field mosquitoes in order to guarantee similar conditions to the well-adapted field population,
which then allowed Wolbachia to expand and stabilize in the study area. The kdr frequency is now monitored in
the laboratory lineage and in the target field population in the World Mosquito Program32.hi i
The kdr SNP V410L was first detected in Ae. aegypti samples from Northern and Southeastern Brazil29, also
observed in samples from Mexico since 200221, where it is currently highly disseminated35. The V410L SNP
was detected in several of our evaluated samples, with strong association of the mutant variation (410Leu) with
1016Ile (and, therefore, with 1534Cys), i.e. the triple kdr allele. Discussion
Th
l
l In Brazil, the most recent nation-wide Ae. aegypti IR monitoring
detected several populations resistant to malathion39. The Brazilian MoH is currently planning the implemen-
tation of an alternative compound comprising a mixture of pyrethroids and clothianidin to be sprayed inside
houses, in addition to another compound comprising a mixture of pyrethroids and imidacloprid as an ULV for
outdoor areas. On the other hand, a deeper discussion should consider environmental issues regarding neoni-
cotinoids in non-target organisms40. In meanwhile, new arbovirus case records in 2019 in Brazil consisted of
over 1.5 million dengue cases, 130 thousand chikungunya cases and 10 thousand Zika cases1. In Brazil, as well
as in several other countries with similar climate and urban landscape conditions, the implementation of new
vector control tools is paramount. Discussion
Th
l
l Although these neonicotinoids are slower-acting than pyrethroids and
organophosphates, resistant populations to these insecticides seem to not present cross-resistance38, indicating
them as promising alternative adulticides. In Brazil, the most recent nation-wide Ae. aegypti IR monitoring
detected several populations resistant to malathion39. The Brazilian MoH is currently planning the implemen-
tation of an alternative compound comprising a mixture of pyrethroids and clothianidin to be sprayed inside
houses, in addition to another compound comprising a mixture of pyrethroids and imidacloprid as an ULV for
outdoor areas. On the other hand, a deeper discussion should consider environmental issues regarding neoni-
cotinoids in non-target organisms40. In meanwhile, new arbovirus case records in 2019 in Brazil consisted of
over 1.5 million dengue cases, 130 thousand chikungunya cases and 10 thousand Zika cases1. In Brazil, as well
as in several other countries with similar climate and urban landscape conditions, the implementation of new
vector control tools is paramount. also observed in samples from Mexico, where mutations in 410 and 1016 were always associated, or, otherwise,
dissociated in very low frequencies35. In order to save consumables in a broad kdr surveillance in Ae. aegypti in
Latin American countries, where resources are limited, we recommend that the 1016 site may be genotyped first,
and for samples genotyped as 1016 V/V or V/I, a second reaction for the 1534 SNP should be performed. On the
other hand, when the samples are detected as 1016 I/I, their genotype are likely to be R2R2, i.e. homozygous for
the three kdr mutations. Thus, it would not be necessary to genotype the 410 site at all. For academic purposes
however, it would be interesting to track possible fluctuations in the frequency of these rare genotypes over time. l
New methods for controlling Ae. aegypti or at least making the species “immune” to arbovirus infections are
being tested or have already been implemented as actual control methods36. The use of insecticides however may
be maintained, due to their potential of rapidly decreasing the density of a targeted population, unless resistance
to the applied compound is present. New products with active neonicotinoid-class ingredients have been recently
approved by WHO PQT-VC, namely clothianidin, as an indoor residual spray (IRS), and imidacloprid, as an
ultra-low volume (ULV) compound37. Although these neonicotinoids are slower-acting than pyrethroids and
organophosphates, resistant populations to these insecticides seem to not present cross-resistance38, indicating
them as promising alternative adulticides. Discussion
Th
l
l In a few samples however, 410L was dissociated
from these other kdr mutations, as evidenced by individuals genotyped as LL + VI + FC, VL + VV + CC and
VL + II + CC (all in the order 410 + 1016 + 1534), which account for only 1.1% of the total. Similar results were https://doi.org/10.1038/s41598-020-70029-7 Scientific Reports | (2020) 10:13267 | www.nature.com/scientificreports/ 0.0
0.2
0.4
0.6
0.8
1.0
VL+II+CC
LL+VI+FC
VL+VV+CC
VV+VI+FC
VV+VI+CC
LL+II+CC
VL+VI+CC
VL+VI+FC
VV+VV+CC
VV+VV+FC
VV_VV_FF
frequency
genotypes (410 + 1016 + 1534)
Figure 6. Frequency of kdr genotypes in Aedes aegypti from Brazil, considering the 410, 1016 and 1534 sites in
the voltage gated sodium channel. Dots represent the allelic frequency of each population and bars indicate the
median and quartile distribution of the respective allele. 0.0
0.2
0.4
0.6
0.8
1.0
VL+II+CC
LL+VI+FC
VL+VV+CC
VV+VI+FC
VV+VI+CC
LL+II+CC
VL+VI+CC
VL+VI+FC
VV+VV+CC
VV+VV+FC
VV_VV_FF
frequency
genotypes (410 + 1016 + 1534) Figure 6. Frequency of kdr genotypes in Aedes aegypti from Brazil, considering the 410, 1016 and 1534 sites in
the voltage gated sodium channel. Dots represent the allelic frequency of each population and bars indicate the
median and quartile distribution of the respective allele. also observed in samples from Mexico, where mutations in 410 and 1016 were always associated, or, otherwise,
dissociated in very low frequencies35. In order to save consumables in a broad kdr surveillance in Ae. aegypti in
Latin American countries, where resources are limited, we recommend that the 1016 site may be genotyped first,
and for samples genotyped as 1016 V/V or V/I, a second reaction for the 1534 SNP should be performed. On the
other hand, when the samples are detected as 1016 I/I, their genotype are likely to be R2R2, i.e. homozygous for
the three kdr mutations. Thus, it would not be necessary to genotype the 410 site at all. For academic purposes
however, it would be interesting to track possible fluctuations in the frequency of these rare genotypes over time. New methods for controlling Ae. aegypti or at least making the species “immune” to arbovirus infections are
being tested or have already been implemented as actual control methods36. The use of insecticides however may
be maintained, due to their potential of rapidly decreasing the density of a targeted population, unless resistance
to the applied compound is present. Discussion
Th
l
l New products with active neonicotinoid-class ingredients have been recently
approved by WHO PQT-VC, namely clothianidin, as an indoor residual spray (IRS), and imidacloprid, as an
ultra-low volume (ULV) compound37. Although these neonicotinoids are slower-acting than pyrethroids and
organophosphates, resistant populations to these insecticides seem to not present cross-resistance38, indicating
them as promising alternative adulticides. In Brazil, the most recent nation-wide Ae. aegypti IR monitoring
detected several populations resistant to malathion39. The Brazilian MoH is currently planning the implemen-
tation of an alternative compound comprising a mixture of pyrethroids and clothianidin to be sprayed inside
houses, in addition to another compound comprising a mixture of pyrethroids and imidacloprid as an ULV for
outdoor areas. On the other hand, a deeper discussion should consider environmental issues regarding neoni-
cotinoids in non-target organisms40. In meanwhile, new arbovirus case records in 2019 in Brazil consisted of
over 1.5 million dengue cases, 130 thousand chikungunya cases and 10 thousand Zika cases1. In Brazil, as well
as in several other countries with similar climate and urban landscape conditions, the implementation of new
vector control tools is paramount. also observed in samples from Mexico, where mutations in 410 and 1016 were always associated, or, otherwise,
dissociated in very low frequencies35. In order to save consumables in a broad kdr surveillance in Ae. aegypti in
Latin American countries, where resources are limited, we recommend that the 1016 site may be genotyped first,
and for samples genotyped as 1016 V/V or V/I, a second reaction for the 1534 SNP should be performed. On the
other hand, when the samples are detected as 1016 I/I, their genotype are likely to be R2R2, i.e. homozygous for
the three kdr mutations. Thus, it would not be necessary to genotype the 410 site at all. For academic purposes
however, it would be interesting to track possible fluctuations in the frequency of these rare genotypes over time. New methods for controlling Ae. aegypti or at least making the species “immune” to arbovirus infections are
being tested or have already been implemented as actual control methods36. The use of insecticides however may
be maintained, due to their potential of rapidly decreasing the density of a targeted population, unless resistance
to the applied compound is present. New products with active neonicotinoid-class ingredients have been recently
approved by WHO PQT-VC, namely clothianidin, as an indoor residual spray (IRS), and imidacloprid, as an
ultra-low volume (ULV) compound37. Material and methods Collections were performed in the context of the national Brazilian insecticide resistance monitoring program
for Ae. aegypti between 2017 and 2018. Field agents installed eggtraps randomly distributed according to the
total number of houses in each municipality, as follows: 100, 150, 200 or 300 traps for < 50, 50–200, 200–500
and > 500 thousand houses, respectively. The installation and collection methodology of the eggtraps is described
elsewhere39. A presential meeting was organized with field-personnel representatives of each state and a video
with step-by-step procedures was launched (https://www.youtube.com/watch?v=2w89kagSOKM) in order to
ensure that collections were made as homogeneously as possible. The palettes were sent to the laboratory, where
the eggs were stimulated to hatch and larvae were raised up to adults in order to produce an F1 colony of each
locality, as previously described21. After 4–5 days in the cages, enough time for copulation, a sampling of this F0
generation of each population, around 45 insects, preferentially males, were removed and saved for kdr genotyp-
ing. These mosquitoes were maintained in 80% ethanol solution or cryopreserved prior to DNA extraction. The
DNA was extracted from single mosquitoes using the FastDNA Spin (MP Biomedicals) or Nucleo Spin Tissue
(Macherey–Nagel) kits, according to their manufacturers’ protocol. The eluted DNA was diluted to 10 ng/µL in
extra-pure water and cryopreserved until use. p
y p
We performed independent genotyping reactions for each kdr site based on a qPCR approach using the
Custom TaqMan SNP Genotyping Assay (ThermoFisher) (see Table 3 for the primer and probe sequences for
each assay). Reactions consisted of 1X TaqMan Genotyping Master Mix (ThermoFisher), 1X of the respective
Custom TaqMan SNP Genotyping Assay, 20 ng of DNA and ultra-pure water q.s. 10 µL, run in a QuantStudio https://doi.org/10.1038/s41598-020-70029-7 Scientific Reports | (2020) 10:13267 | www.nature.com/scientificreports/ Table 3. Primer and probe sequences for the SNPs V410L, V1016I and F1534C kdr in Aedes aegypti. a Identification of the customized TaqMan SNP Genotyping Assay (ThermoFischer). NaV site
Assay IDa
Variation
Primers
Probes
410
AN2XA9W
GTA/TTA
For: GTGGCACATGCTCTTCTTCATT
Val: VIC-TCGTTCTACCTTGTAAATT-NFQ
(Val/Leu)
Rev: GGCGACAATGGCCAAGATC
Leu: FAM-TTCGTTCTACCTTTTAAATT-NFQ
1016
AHS1DL6
GTA/ATA
For: CGTGCTAACCGACAAATTGTTTCC
Val: VIC-CCCGCACAGGTACTTA-FAM
(Val/Ile)
Rev: GACAAAAGCAAGGCTAAGAAAAGGT
Ile: FAM-CCGCACAGATACTTA-NFQ
1534
AHWSL61
TTC/TGC
For: TCGCGAGACCAACATCTACATG
Phe: VIC-AACGACCCGAAGATGA-NFQ
(Phe/Cys)
Rev: GATGATGACACCGATGAACAGATTC
Cys: FAM-ACGACCCGACGATGA-NFQ Table 3. Primer and probe sequences for the SNPs V410L, V1016I and F1534C kdr in Aedes aegypti. a Identification of the customized TaqMan SNP Genotyping Assay (ThermoFischer). Material and methods V/I
F/C
IIS6
1016
IIIS6
1534
S
Haplotypes
R1
R2
R3
FF
FC
CC
FF
FC
CC
FF
FC
CC
1016
VV
VI
II
PCR results
1534
+
SS
SR1
R1R1
SR3
SR2, R1R3
R1R2
R3R3
R2R3
R2R2
Genotypes
Figure 7. Representation of the kdr genotype based on PCR reactions for the 1016 (Val+, Ilekdr) and 1534 (Phe+,
Cyskdr) variations in the voltage gated sodium channel of Aedes aegypti. Figure 7. Representation of the kdr genotype based on PCR reactions for the 1016 (Val+, Ilekdr) and 1534 (Phe+,
Cyskdr) variations in the voltage gated sodium channel of Aedes aegypti. 6 Flex (Applied Biosystems), under standard conditions: 45 cycles with a DNA denaturation step (95 °C for
15 s) and primer and probe annealing, followed by DNA polymerization (60 °C for 1 min). The genotypes were
obtained by the online software Genotype Analysis Module V3.9 (Applied Biosystems, ThermoFischer cloud
platform). The kdr sites 1016 (V1016I) and 1534 (F1534C) were evaluated in all populations. For 25 out of the
123 populations, mostly from state capitals, the 410 SNP (V410L) was also assessed. 6 Flex (Applied Biosystems), under standard conditions: 45 cycles with a DNA denaturation step (95 °C for
15 s) and primer and probe annealing, followed by DNA polymerization (60 °C for 1 min). The genotypes were
obtained by the online software Genotype Analysis Module V3.9 (Applied Biosystems, ThermoFischer cloud
platform). The kdr sites 1016 (V1016I) and 1534 (F1534C) were evaluated in all populations. For 25 out of the
123 populations, mostly from state capitals, the 410 SNP (V410L) was also assessed. y
Considering that the evaluated SNPs are linked in the same gene, the genotype of each individual contem-
plated the results of each site, 1016 (VI, II) and 1534 (FC, CC), resulting in the total combination of nine possible
genotypes, composed by four possible haplotypes, S, R1, R2 and R314,22, as displayed in Fig. 7. For the 25 popula-
tions in which the 410 site (VV, VL, LL) was also genotyped, a total of 27 combined genotypes and, consequently,
eight haplotypes: VVF, VVC, VIC, VIF, LVF, LVC, LIC and LIF, were possible. Material and methods Considering that the evaluated SNPs are linked in the same gene, the genotype of each individual contem-
plated the results of each site, 1016 (VI, II) and 1534 (FC, CC), resulting in the total combination of nine possible
genotypes, composed by four possible haplotypes, S, R1, R2 and R314,22, as displayed in Fig. 7. For the 25 popula-
tions in which the 410 site (VV, VL, LL) was also genotyped, a total of 27 combined genotypes and, consequently,
eight haplotypes: VVF, VVC, VIC, VIF, LVF, LVC, LIC and LIF, were possible. g
y
We ranked the populations in relation to their predicted level of resistance to pyrethroids, based on the kdr
index, consisting of the sum of kdr genotype frequencies weighed with their respective resistance ratios, which
were previously obtained in a knockdown time test (KdT RR95, Brito et al.27. The KdT RR95 values for the geno-
types were SS (1), SR1 (2.4), SR2 (1.7), R1R1 (4.6), R1R2 (5.4) and R2R2 (6.7). The formula for the kdr index of
a population is: We ranked the populations in relation to their predicted level of resistance to pyrethroids, based on the kdr
index, consisting of the sum of kdr genotype frequencies weighed with their respective resistance ratios, which
were previously obtained in a knockdown time test (KdT RR95, Brito et al.27. The KdT RR95 values for the geno-
types were SS (1), SR1 (2.4), SR2 (1.7), R1R1 (4.6), R1R2 (5.4) and R2R2 (6.7). The formula for the kdr index of
a population is: Scientific Reports | (2020) 10:13267 | https://doi.org/10.1038/s41598-020-70029-7 www.nature.com/scientificreports/ [f(SS) × 1] + [f(SR1) × 2.4] + [f(SR2) × 1.7]
+ [f(R1R1) × 4.6] + [f(R1R2) × 5.4] + [f(R2R2) × 6.7] + [f(R1R1) × 4.6] + [f(R1R2) × 5.4] + [f(R2R2) × 6.7] In order to test the existence of significant multi-scale spatial patterns (according to Moran’s Index of spatial
autocorrelation) regarding the spatial distribution of the kdr frequencies, we considered the aforementioned
kdr index and the geographic coordinates of each locality in a series of spatial statistic tests, applying a principal
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26. de Araujo, A. P. et al. Screening Aedes aegypti (Diptera: Culicidae) populations from Pernambuco, Brazil for resistance to temephos,
diflubenzuron, and cypermethrin and characterization of potential resistance mechanisms. J. Insect Sci. https://doi.org/10.1093/
jisesa/iez054 (2019). Scientific Reports | (2020) 10:13267 | https://doi.org/10.1038/s41598-020-70029-7 Acknowledgements g
We would like to thank to the Coordenação Geral de Vigilância de Arboviroses (CGARB, Brazilian Ministry of
Health), the state and municipality coordinators and health agents from each respective Health and Environ-
mental Secretariats for their key role in the sample collection processes and the teams of technicians from both
Laficave/IOC/Fiocruz and Lena/Sucen laboratories for the sample preparations. Special thanks are due to Dr
Maria de Lourdes Macoris/Lena/Sucen, who provided part of the samplings and gave important inputs to the
discussion of this article. We thank Dr Cristovam Barcellos (ICICT/FIOCRUZ) for advices about possibilities in
geographical analyses, and are greateful for the support from the Brazilian Coordination for the Improvement
of Higher Education Personnel (CAPES). Funds were obtained from Brazilian Ministry of Health, National
Institute of Health (NIH, Grant no. UO1 AI115595), Instituto Nacional de Ciência e Tecnologia em Entomolo-
gia Molecular (INCT-EM, Grant no. 465678/2014-9) and Fundação de Amparo à Pesquisa do Estado do Rio de
Janeiro (FAPERJ, Grants no E-26/201.836/2017 and E-26/202.795/2019). Author contributions A.J.M., K.B.C. and J.B.P.L. conceived the idea and designed the study. C.M.R. and D.F.B. organized the sample
collection and funds administration. M.M.C. and L.P.B. were responsible for the DNA extraction, qPCR reactions
and analyses. E.R. designed and performed the spatial analyses. A.J.M. compiled the data. All authors wrote,
reviewed and discussed and are in accordance with the final version of this manuscript. Additional information Supplementary information is available for this paper at https://doi.org/10.1038/s41598-020-70029-7. Correspondence and requests for materials should be addressed to A.J.M. 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. https://doi.org/10.1038/s41598-020-70029-7 Scientific Reports | (2020) 10:13267 | ture.com/scientificreports/
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English
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A new species of Siphlonurus Eaton, 1868 (Ephemeroptera, Siphlonuridae) from Yunnan, China
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ZooKeys
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cc-by
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Copyright: © Kun Yang et al.
This is an open access article distributed under
terms of the Creative Commons Attribution
License (Attribution 4.0 International –
CC BY 4.0). A new species of Siphlonurus Eaton, 1868
(Ephemeroptera, Siphlonuridae) from Yunnan, China Kun Yang1, Xian-Fu Li1,2,3 , Xiao-Li Tong4, Qing-Hua Cai5 1 Institute of Eastern-Himalaya Biodiversity Research, Dali University, Dali 671000, Yunnan, China
2 Collaborative Innovation Center for Biodiversity and Conservation in the Tree Parallel Rivers Region of China, Dali University, Dali, Yunnan, China
3 Research Center of Ecology and Governance for Er’hai Lake Streams, Dali, Yunnan, China
4 Department of Entomology, College of Plant Protection, South China Agricultural University, Guangzhou 510642, Guangdong, China
5 State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, Hubei China
Corresponding author: Xian-Fu Li (lixf@eastern-himalaya.cn) Citation: Yang K, Li X-F, Tong X-L,
Cai Q-H (2023) A new species
of Siphlonurus Eaton, 1868
(Ephemeroptera, Siphlonuridae)
from Yunnan, China. ZooKeys 1166:
121–139. https://doi.org/10.3897/
zookeys.1166.102847 Abstract Siphlonurus dongxi Li & Tong, sp. nov. from Shangri-La City, Yunnan Province, China,
is described based on egg, nymph, and winged stages. The new species is closely
related to S. davidi (Navás, 1932), and can be distinguished by the colour of the imago,
the forking point of MP, the penis, posterolateral spines of tergum IX of imagoes, and
first abdominal terga nymph, as well as the structure of the egg. The new species
and S. davidi have the same morphological and structural characteristics, such as
the long cubital area with many intercalaries, cross veins between C, Sc, RA, and RSa1
surrounded with distinct pigments, the strong curvature of vein CuP in the forewing, the
broad expansion of the hindwing, the membranous penis lobes fused without teeth,
supporting the proposition of a new species complex, the Siphlonurus davidi group. The
structures of the penis and the egg of the new species could help understand the origin
and evolution of the genus Siphlonurus. Key words: Hengduan Mountains, Himalaya, Mayfly, Siphlonuridae Research Article ZooKeys 1166: 121–139 (2023)
DOI: 10.3897/zookeys.1166.102847 ZooKeys 1166: 121–139 (2023)
DOI: 10.3897/zookeys.1166.102847 Introduction ZooBank: https://zoobank. org/6FF7402B-CCC7-4C28-B6D4-
E919E2817F7C The genus Siphlonurus Eaton, 1868 (Ephemeroptera, Siphlonuridae) is
characterized by many plesiomorphies (Kluge et al. 1995). About 40 Siphlonurus
species have been reported from the Nearctic and Palaearctic realms (Kluge
2004). A few species have been mentioned from China, but Kluge (2004)
suggested that there was an “unknown group” of Siphlonurus in China. So far,
only S. davidi (Navás, 1932) is distributed in China. It was initially described
from a single male subimago (Zhou and Peters 2003), while the type specimen
was redescribed later (Sartori and Peters 2004). Afterwards, the egg, nymph,
and imago of S. davidi were described by Han et al. (2016). Consequently, the
lack of research on adults of Siphlonurus might limit the understanding of this
genus in China. 121 Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. Siphlonurus davidi presents some plesiomorphies, indicating a close rela
tionship with the ancestor of the Siphlonurus lineage, such as the forking point
of MP subequal to that of the fusion point of MA and RS, the cubital area lon
ger and with more intercalaries between CuA and the posterior margin of the
wing, and the hindwings approximately half the length of the forewings, longer
than in other Siphlonurus species (Sartori and Peters 2004; Han et al. 2016). During our recent survey of the mayfly fauna of the Hengduan Mountains area,
at the eastern end of the Himalayas, a not yet described species of Siphlonurus
similar to S. davidi was found in Shangri-La City, western Yunnan, China, at an
altitude of more than 3000 m. Here, we describe this new Siphlonurus species
based on imago, subimago, nymph, and egg stages. Materials and methods Siphlonurus nymphs were collected with a D-frame net from the floodplain
habitats of the Dugang River in Shangri-La City, northwestern Yunnan, China. Following the guidelines from Li et al. (2022), the habitat photographs were
taken using a Huawei Nova 8 mobile phone equipped with a Kase 40–75 mm
macro lens. Some specimens were dissected under a stereomicroscope and
were mounted on slides with Hoyer’s solution for examination with a digital
microscope. Slide-mounted specimens were examined and photographed with
a Keyence VHX-S550E digital microscope. For scanning electron microscopy
(SEM), eggs were dried, coated with gold, and observed with a VEGA3 SBU
SEM (Tescan, Brno, Czech Republic). Measurements were taken using ImageJ
image processing software. The final plates were prepared with Adobe Photo
shop CC 2018. All examined materials were deposited at the Museum of Biology, Insti
tute of Eastern-Himalaya Biodiversity Research, Dali University, Dali, Yunnan,
China (MBDU). Results Siphlonurus dongxi Li & Tong, sp. nov. https://zoobank.org/27AA2276-1CF5-4CA9-A6ED-5FCC5EC9F691
Figs 1–17 ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 Siphlonurus dongxi Li & Tong, sp. nov. Material examined. Holotype: male imago, with final nymphal instar exuvia
(in ethanol), China, Yunnan Province, Shangri-La City, Jiantang Town, Dugang
river, 27°47′50.4″N, 99°48′43.3″E, 3361 m a.s.l., 12.VI.2022, coll. Xian-Fu Li. Paratypes: 13 nymphs, 30 imagoes and 8 subimagoes reared from nymphs
with same data as holotype. 5 nymphs from same location as holotype, but
1.VI.2021, coll. Yi-Hao Fang. Diagnoses. The new species is similar to S. davidi. It can be distinguished
from S. davidi by the colour of the imago, the morphological structure of
egg, the forking point of MP, the transversal sclerite of the penis with two
dorsal elongations, the dorsal elongation of the penis basally expanded, the
elongations of the ventral sclerite, the posterolateral spines of tergum IX of
imagoes and the first abdominal terga of the nymph, as well as the structure
of the egg. ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 122 Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. ys 1166: 121–139 (2023) DOI: 10 3897/zookeys 1166 102847
ng et al.: Siphlonurus dongxi Li & Tong, sp. nov. re 1. Male imago of Siphlonurus dongxi Li & Tong, sp. nov. A dorsal view B lateral view C ventra
ewing E hindwing F anterior margin of forewing G anterior margin of hindwing. et al.: Siphlonurus dongxi Li & Tong, sp. nov. igure 1. Male imago of Siphlonurus dongxi Li & Tong, sp. nov. A dorsal view B lateral view C ventral
D forewing E hindwing F anterior margin of forewing G anterior margin of hindwing. Figure 1. Male imago of Siphlonurus dongxi Li & Tong, sp. nov. A dorsal view B lateral view C ventral view
D forewing E hindwing F anterior margin of forewing G anterior margin of hindwing. ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 123 Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. Figure 2. Male imago of Siphlonurus dongxi Li & Tong, sp. nov. A foreleg B midleg C hindleg D femur enlarged
of foreleg E femur enlarged of midleg F femur enlarged of hindleg G tarsus enlarged of foreleg H tarsus en
larged of midleg I cerci J cerci enlarged. Figure 2. Male imago of Siphlonurus dongxi Li & Tong, sp. nov. Siphlonurus dongxi Li & Tong, sp. nov. A foreleg B midleg C hindleg D femur enlarged
of foreleg E femur enlarged of midleg F femur enlarged of hindleg G tarsus enlarged of foreleg H tarsus en
larged of midleg I cerci J cerci enlarged. Descriptions. Male imago (in ethanol). Body length 18.4–20.5 mm (exclud
ing cerci), head width 3.3–3.5 mm, forewing length 17.3–18.6 mm, hindwing
length 7.8–8.1 mm, antennae 1.4–1.6 mm. Ratio of hindwing: forewing length
about 0.43. Head: compound eyes contiguous (Fig. 1A), each of them spherical, upper
portion and lower portion grey, without clear line between them (Fig. 1B). Thorax: generally light yellow and dark brown, mesonotum anterior and
legs basal with light yellowish stripes or rings (Figs 1A–C, 2A–C). All legs light
yellowish to dark brown, with distinct markings at both ends of femur and tib
ia (Fig. 2A–C). Length of femur: tibia: tarsus of foreleg = 1.3: 1.0: 2.4, tarsal ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 124 Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. Figure 3. Male imago of Siphlonurus dongxi Li & Tong, sp. nov. A dorsal view of penis B lateral view of penis
C ventral view of penis D dorsal view of genitalia E lateral view of genitalia F ventral view of genitalia. Figure 3 Male imago of Siphlonurus dongxi Li & Tong sp nov A dorsal view of penis B lateral view of penis Figure 3. Male imago of Siphlonurus dongxi Li & Tong, sp. nov. A dorsal view of penis B lateral view of penis
C ventral view of penis D dorsal view of genitalia E lateral view of genitalia F ventral view of genitalia. segments from basal to apical = 2.2: 2.0: 1.8: 1.4: 1.0; femur: tibia: tarsus of mid
leg = 1.4: 1: 1.6, tarsal segments from basal to apical = 3.7: 2.5: 1.8: 1.0: 1.4; fe
mur: tibia: tarsus of hindleg = 1.5: 1.0: 1.6, tarsal segments from basal to apical =
4.3: 2.8: 1.9: 1.0: 1.8. Inner margin of foreleg tarsus densely covered with circular
bulges (Fig. 2A, G), and that of midleg and hindleg with stout setae (Fig. 2B, C,
H). Outer margin of foreleg femur and tibia relatively densely covered with stout
setae (Fig. 2A–F). Similar to other Siphlonurus species, all legs end with one
blunt and one hooked claw. Forewings (Fig. Siphlonurus dongxi Li & Tong, sp. nov. 1D) generally hyaline except outer
1/3 of C and Sc, Sc and RA fields, base of forewing distinctly pigmented with
black inlaid with yellow. Cross veins between C, Sc, RA, and RSa1 surrounded
with distinct pigments, with dark spots. The forking point of MP is more proximal
from that of fusion point of MA and RS. Anterior margin of forewing with small
setae (Fig. 1F). Base of hindwing (Fig. 1E) distinctly pigmented with black inlaid
with yellow, an additional large dark patch in the middle of Sc and RA cells, RA,
and RS cells. Distal half of hindwing washed with black, making this area semi
transparent, areas near centre and near margin of hindwing darker than others. Ratio of width: length about 0.79. Anterior margin without setae (Fig. 1G). segments from basal to apical = 2.2: 2.0: 1.8: 1.4: 1.0; femur: tibia: tarsus of mid
leg = 1.4: 1: 1.6, tarsal segments from basal to apical = 3.7: 2.5: 1.8: 1.0: 1.4; fe
mur: tibia: tarsus of hindleg = 1.5: 1.0: 1.6, tarsal segments from basal to apical =
4.3: 2.8: 1.9: 1.0: 1.8. Inner margin of foreleg tarsus densely covered with circular
bulges (Fig. 2A, G), and that of midleg and hindleg with stout setae (Fig. 2B, C,
H). Outer margin of foreleg femur and tibia relatively densely covered with stout
setae (Fig. 2A–F). Similar to other Siphlonurus species, all legs end with one
blunt and one hooked claw. Forewings (Fig. 1D) generally hyaline except outer
1/3 of C and Sc, Sc and RA fields, base of forewing distinctly pigmented with
black inlaid with yellow. Cross veins between C, Sc, RA, and RSa1 surrounded
with distinct pigments, with dark spots. The forking point of MP is more proximal
from that of fusion point of MA and RS. Anterior margin of forewing with small
setae (Fig. 1F). Base of hindwing (Fig. 1E) distinctly pigmented with black inlaid
with yellow, an additional large dark patch in the middle of Sc and RA cells, RA,
and RS cells. Distal half of hindwing washed with black, making this area semi
transparent, areas near centre and near margin of hindwing darker than others. Ratio of width: length about 0.79. Anterior margin without setae (Fig. 1G). ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 125 Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. Figure 4. Male subimago of Siphlonurus dongxi Li & Tong, sp. Siphlonurus dongxi Li & Tong, sp. nov. nov. A dorsal view B lateral view C ventral view
D forewing E hindwing F forceps of genitalia. Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. Figure 4. Male subimago of Siphlonurus dongxi Li & Tong, sp. nov. A dorsal view B lateral view C ventral view
D forewing E hindwing F forceps of genitalia. ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 126 126 Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. Figure 5. Male subimago of Siphlonurus dongxi Li & Tong, sp. nov. A foreleg B midleg C hindleg D tarsus
enlarged of foreleg E cerci F cerci enlarged. Figure 5. Male subimago of Siphlonurus dongxi Li & Tong, sp. nov. A foreleg B midleg C hindleg D tarsus
enlarged of foreleg E cerci F cerci enlarged. Abdomen (Fig. 1A–C) light yellow and dark brown, dorsal (Fig. 1A) and lateral
sides (Fig. 1B) of terga II–X each with “W” shaped dark stripes; the ventral side
(Fig. 1C) of terga II–VIII each with two dark symmetric spots and dark stripes,
part and all of terga VIII–X distinct pigmented. Posterolateral spines of tergum
IX well developed (Fig. 3D–F). Middle filament lost, terminal filament vestigial. Cerci lengths 29.5 mm, densely covered with long setae (Fig. 2I, J). Genitalia. Penis relatively long (Fig. 3A–C), brown with dark brown markings,
visible in distinct views (Fig. 3D–F); transversal sclerite with two elongations
(Fig. 3A, indicated by red arrow) and two semicircular white plates shown in
dorsal and lateral views (Fig. 3A, B); dorsal elongation of penis arched without
spines, basally expanded (Fig. 3A, indicated by black arrow) apical half slim,
penis lobe white fused without spines; elongations of ventral sclerite long,
gradually widen from basal to subapical; styliger (Fig. 3D–F) 4-segmented, dark
brown with stout setae, basal segment shortest but broadest, second segment
about twice the length of third and apical ones together, the latter two subequal
in length, each slightly longer than basal one. Styliger plate (Fig. 3F) slightly
notched in middle. Male subimago (in ethanol) (Fig. 4A–G) similar to male imago except for
following characters: thorax and terga VIII–X overall lighter than the male
imago (Fig. 4A–C); forewing (Fig. 4E) and hindwing (Fig. 4F) subhyaline; ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 127 Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. Figure 6. Male subimago of Siphlonurus dongxi Li & Tong, sp. nov. Siphlonurus dongxi Li & Tong, sp. nov. A dorsal view of penis B lateral view of
penis C ventral view of penis. Figure 6. Male subimago of Siphlonurus dongxi Li & Tong, sp. nov. A dorsal view of penis B lateral view of
penis C ventral view of penis. forewing without intercalaries at MP1 to iMP, with tiny setae on outer and hind
margins; length of femur: tibia: tarsus of foreleg (Fig. 5A) = 1.4:1.0: 2.0, tarsal
segments from basal to apical = 1.8: 1.6: 1.3: 1.0: 1.0; femur: tibia: tarsus of
midleg (Fig. 5B) = 1.5: 1.0: 1.7, tarsal segments from basal to apical = 3.2:
2.1: 1.4: 1.0: 1.4; femur: tibia: tarsus of hindleg (Fig. 5C) = 1.5: 1.0: 1.5, tarsal
segments from basal to apical = 3.9: 2.3: 1.6: 1.0: 1.8; inner of tarsus of fore
leg with circular bulges and setae (Fig. 5D). The sclerite structure of penis
incomplete (Fig. 6A–C). Styliger plate only shallowly curved, posterior margin
waved; styliger with relative densely thick setae (Fig. 4G). Forewing length
17.0–17.5 mm, hindwing length 7.8–8.1 mm, cerci length 15.4–16.5 mm
(Fig. 5E, F). Female imago (in ethanol). Colour pattern similar to male; body length 19.6–
22.2 mm, head width 3.1–3.4 mm, caudal filaments 20.7–24.4 mm, forewing
18.5–21.3 mm, hindwing 9.0–9.4 mm (Fig. 7A–F). Length of femur: tibia: tar
sus of foreleg = 1.3: 1.0: 1.8, tarsal segments from basal to apical = 3.0: 2.3:
1.7: 1: 1.3; femur: tibia: tarsus of midleg = 1.5: 1.0: 1.6, tarsal segments from
basal to apical = 3.2: 2.3: 1.6: 1: 1.4; femur: tibia: tarsus of hindleg = 1.5: 1.0:
1.6, tarsal segments from basal to apical = 3.8: 2.8: 1.7: 1.0: 1.6. Subgenital
plate produced to 1/3 length of sternum VIII (Fig. 7B). Compared with male,
forewing of female imago with sparse cross veins between C and Sc; all of
Sc and RS fields, and outer part of RA and RS cells subhyaline (Fig. 7D). Inner
margins of tarsus of foreleg, midleg and hindleg densely covered with spines
(Fig. 8A–C, I). Female subimago (in alcohol). Similar to male subimago except the tarsal
segments of foreleg with more spines and usual sexual differences (Figs. 8D–I). ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 Siphlonurus dongxi Li & Tong, sp. nov. ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 130 Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. Winged stages of Siphlonurus dongxi Li & Tong, sp. nov. (living) are shown
in Fig. 9A–D. Eggs. Oval with irregular flat areas (Fig. 10A), length of 224–240 um, and
width of 168–175 um. Chorion without obvious reticulation, with micropyle
with or without reticulation (Fig. 10A–D). No accessory attachment structure
apparent, but the egg surface has convex rough structures (Fig. 10A, B). The
eggs were stuck tightly together, and the mass remained intact when placed in
the water or ethanol. Persistent mouthparts of winged stages. The new species presents per
sistent mouthparts in winged stages; in ventral view of head, the labial and
maxillary are present and clearly visible (Fig. 11A–D, indicated by white arrow). Final nymphal instar (in ethanol) light yellow with red and dark markings
(Fig. 12A, B), body length 14.1–16.7 mm (excluding cerci); head width 2.6–
2.8 mm, cerci lengths 6.7–7.7 mm, median filament 5.6–6.8 mm, antennae
1.8–2.1 mm. Morphology and structure of the head (Fig. 12A, B) and mouth
parts (Fig. 13A–H) of the new species similar to that of S. davidi. All legs simi
lar (Fig. 14A), surface with short thick sparse setae, the apex of femora, tibiae,
and tarsi with black spots or rings; femora broad, median marking black band;
midleg with one clear patellar–tibial suture and hindleg with two ones on the
tibiae (Fig. 14A, indicated by red arrow). Length of femur: tibia: tarsus of fore
leg = 1.8: 1.0: 1.3, femur: tibia: tarsus of midleg = 1.9: 1.0: 1.3, and femur: tibia:
tarsus of hindleg = 1.8: 1.0: 1.2. Claws simple, without teeth (Fig. 14A). Abdo
men with each tergite with one pair of parallel stripes near median line and tra
cheae with distinct pigmentation (Fig. 12A), posterolateral spines present on
terga II–IX, surface with short, thick, sparse setae (Fig. 15A). Abdominal ster
num (Fig. 14C) light yellow with dark spots and oblique dashes similar to that
of winged stages; surface with short thick sparse setae (Fig. 14D); posterior
margin of sternum IX of male and female concave (Fig. 15B, C). Middle instars
light yellow without pigmentation (Fig. 14B). Caudal filaments with dark bands
at the top of each segment, each segment with whorls of short, thick setae
apically and long, hair-like setae laterally (Fig. 15D). Siphlonurus dongxi Li & Tong, sp. nov. Length of femur: tibia: tarsus of foreleg = 1.4: 1.0: 1.6, tarsal segments from
basal to apical = 3.1: 2.1: 1.5: 1: 1.6; femur: tibia: tarsus of midleg = 1.4: 1.0: 1.5,
tarsal segments from basal to apical = 4.1: 2.6: 1.7: 1: 2.3; femur: tibia: tarsus
of hindleg = 1.4: 1.0: 1.4, tarsal segments from basal to apical = 4.0: 2.5: 1.7:
1.0: 1.9. Inner margins of tarsus of foreleg, midleg and hindleg densely covered
with spines (Fig. 8D–F, J). Forewing length 17.7–20.2 mm, hindwing length
8.9–9.1 mm, cerci length 13.2–14.2 mm. ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 128 Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. 6: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847
l.: Siphlonurus dongxi Li & Tong, sp. nov. Female imago of Siphlonurus dongxi Li & Tong, sp. nov. A dorsal view B lateral view C ven
g E hindwing F posterior part of abdomen (ventral view). Figure 7. Female imago of Siphlonurus dongxi Li & Tong, sp. nov. A dorsal view B lateral view C ventra
D forewing E hindwing F posterior part of abdomen (ventral view). Figure 7. Female imago of Siphlonurus dongxi Li & Tong, sp. nov. A dorsal view B lateral view C ventral view
D forewing E hindwing F posterior part of abdomen (ventral view). ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 129 Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. Figure 8. Female imago and subimago of Siphlonurus dongxi Li & Tong, sp. nov. A foreleg of imago B midleg
of imago C hindleg of imago D foreleg of subimago E midleg of subimago F hindleg of subimago G forewing
H hindwing I tarsus enlarged of imago J tarsus enlarged of subimago. Figure 8. Female imago and subimago of Siphlonurus dongxi Li & Tong, sp. nov. A foreleg of imago B midleg
of imago C hindleg of imago D foreleg of subimago E midleg of subimago F hindleg of subimago G forewing
H hindwing I tarsus enlarged of imago J tarsus enlarged of subimago. Figure 8. Female imago and subimago of Siphlonurus dongxi Li & Tong, sp. nov. A foreleg of imago B midleg
of imago C hindleg of imago D foreleg of subimago E midleg of subimago F hindleg of subimago G forewing
H hindwing I tarsus enlarged of imago J tarsus enlarged of subimago. ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 Distribution. China (Yunnan). Ecology. Nymphs of this new species prefer to live in pools or slow current
areas with aquatic plants close to the bank in clear, high-altitude, wide streams
(Fig. 17A). The last instar nymphs molted at noon and stayed on the grass for a
relatively long time (Fig. 17B). In the laboratory, the larvae showed a behaviour
of tearing water grass and collecting sediment (Fig. 17C). The emergence time
is consistent with that observed in the field, the mature larvae crawled out of
the water, the subimago stopped for a short time to drain a little water from the
end of the abdomen before taking off (Fig. 17D). The subimago stage persisted
until the third night while the observed lifespan of imagoes was about 4 days. Siphlonurus dongxi Li & Tong, sp. nov. A male subimago B male imago
C female subimago D female imago. Siphlonurus dongxi Li & Tong, sp. nov. Gills double on segments
I and II; dorsal lamella of gill I (Fig. 16A) triangle, small, anterior rim relatively
short, posterior margin straight. Dorsal lamella of gill II (Fig. 16C) leaf-shaped,
anterior rim relatively short, posterior margin round, apically pointed. Ventral
lamellae of gills I (Fig. 16B) and II (Fig. 16D) heart-shaped and their posteri
or margin slightly notched. Gills III (Fig. 5E), single, leaf-shaped, anterior rim
relatively long, posterior margin round, apically slightly pointed. Gills IV–VII
(Fig. 16F–J) single, oval, apically round, anterior rim relatively long; posterior
margin round. Anterior rims of each gill with very short stout setae (Fig. 16J). Gill size gradually increased from gill I to gill III and decreasing from gill III to
gill VII. Etymology. The specific epithet dongxi, is named after the Chinese ab
breviation of the Institute of Eastern-Himalaya Biodiversity Research, Dali
University
(https://www.eastern-himalaya.com.cn/contents/16/923.html). We hope that the Institute of Eastern-Himalaya Biodiversity Research can
become an important platform for biodiversity research in the world. At the
same time, we hope to cooperate with scientists from all countries through
the International Centre of Biodiversity and Primate Conservation (http://
www.icbpc.org/index.html). ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 131 Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. Figure 9. Winged stages of Siphlonurus dongxi Li & Tong, sp. nov (living) A male subimago B male imago C
female subimago D female imago. Figure 9. Winged stages of Siphlonurus dongxi Li & Tong, sp. nov (living) A male subimago B male imago C
female subimago D female imago. Figure 10. Egg of Siphlonurus dongxi Li & Tong, sp. nov. (SEM image) A shape and exochorionic surface of
egg B–D micropyles enlarged. Scale bars: 50 μm (A); 10 um (B–D). Figure 10. Egg of Siphlonurus dongxi Li & Tong, sp. nov. (SEM image) A shape and exochorionic surface of
egg B–D micropyles enlarged. Scale bars: 50 μm (A); 10 um (B–D). ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 132 Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. Figure 11. Persistent mouthparts of Siphlonurus dongxi Li & Tong, sp. nov. A male subimago B male imago
C female subimago D female imago. Figure 11. Persistent mouthparts of Siphlonurus dongxi Li & Tong, sp. nov. A male subimago B male imago
C female subimago D female imago. Figure 11. Persistent mouthparts of Siphlonurus dongxi Li & Tong, sp. nov. Discussion The identification key of three Asian Siphlonurus species, S. binotatus Eaton,
1892 (Gose 1979: fig. 59), S. davidi (Han et al. 2016: figs 3–6), S. palaearcti
cus (Tshernova, 1930) (Kluge 1982: fig. 3) with coloured wings was provided ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 133 Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. Figure 12. Last nymphal instar, dorsal habitus of Siphlonurus dongxi Li & Tong, sp. nov. A male (just after
molt) B female. Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. Figure 12. Last nymphal instar, dorsal habitus of Siphlonurus dongxi Li & Tong, sp. nov. A male (just after
molt) B female. Figure 12. Last nymphal instar, dorsal habitus of Siphlonurus dongxi Li & Tong, sp. nov. A male (just after
molt) B female. by Sartori and Peters (2004) and Han et al. (2016). However, S. yoshinoensis
Gose, 1979, with colourful wings (Takayanagi 2021: figs 1–3), was ignored. In
Asia, five species with colourful wings have been identified. Among them, the
imagoes of S. binotatus and S. palaearcticus have ventral penis lobe with teeth,
which can be differentiated from the other three species; S. davidi and S. dongxi
Li & Tong, sp. nov. feature a fused penis lobe, while S. yoshinoensis has a penis
lobe with a deep median incision. by Sartori and Peters (2004) and Han et al. (2016). However, S. yoshinoensis
Gose, 1979, with colourful wings (Takayanagi 2021: figs 1–3), was ignored. In
Asia, five species with colourful wings have been identified. Among them, the
imagoes of S. binotatus and S. palaearcticus have ventral penis lobe with teeth,
which can be differentiated from the other three species; S. davidi and S. dongxi
Li & Tong, sp. nov. feature a fused penis lobe, while S. yoshinoensis has a penis
lobe with a deep median incision. Siphlonurus dongxi Li & Tong, sp. nov. is closely related to S. davidi, whose
adults share the markings of the wings, the strong curvature of vein CuP, the
broad expansion of the hind wing, the longer cubital area in the forewing, and
the membranous penis lobes fused without teeth. Siphlonurus dongxi Li & Tong,
sp. nov. and S. davidi differ from all other described Siphlonurus species in these
characters (Sartori and Peters 2004; Han et al. 2016), which offer support that
a new species complex, the Siphlonurus davidi group, should be distinguished. ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 Discussion ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 134 Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. Figure 13. Nymphal characters of Siphlonurus dongxi Li & Tong, sp. nov. A antenna B labrum (ventral view
on left, dorsal view on right) C left mandible D right mandible E left maxilla F right maxilla G hypopharynx
H labium. Figure 13. Nymphal characters of Siphlonurus dongxi Li & Tong, sp. nov. A antenna B labrum (ventral view
on left, dorsal view on right) C left mandible D right mandible E left maxilla F right maxilla G hypopharynx
H labium. Figure 14. Nymphal characters of Siphlonurus dongxi Li & Tong, sp. nov. A legs (dorsal view), from top to bot
tom foreleg, midleg and hindleg B abdomen of the middle instar (ventral view) C abdomen of the last instar
(ventral view) D enlarged of abdomen (ventral view). Figure 14. Nymphal characters of Siphlonurus dongxi Li & Tong, sp. nov. A legs (dorsal view), from top to bot
tom foreleg, midleg and hindleg B abdomen of the middle instar (ventral view) C abdomen of the last instar
(ventral view) D enlarged of abdomen (ventral view). ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 135 Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. Figure 15. Nymphal characters Siphlonurus dongxi Li & Tong, sp. nov. A posterior part of abdomen (dorsal
view) B posterior part of abdomen of male (ventral view) C posterior part of abdomen of female (ventral
view) D enlarged of caudal filaments. Figure 15. Nymphal characters Siphlonurus dongxi Li & Tong, sp. nov. A posterior part of abdomen (dorsal
view) B posterior part of abdomen of male (ventral view) C posterior part of abdomen of female (ventral
view) D enlarged of caudal filaments. Figure 16. Gills of Siphlonurus dongxi Li & Tong, sp. nov. A dorsal lamella of gill I B ventral lamella of gill I C dor
sal lamella of gill II D ventral lamella of gill E gill III F gill IV G gill V H gill VI I gill VII J anterior enlarged of gill VII. Figure 16. Gills of Siphlonurus dongxi Li & Tong, sp. nov. ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 Discussion 137 Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. These numerous and significant differences between S. dongxi Li & Tong,
sp. nov. and S. davidi suggest that the existence of a species bridging the gap
between them is possible. Obviously, the new species shows characteristics that fall somewhere be
tween S. davidi and other ones. The discovery of this new species bridges the
gap between S. davidi and other Siphlonurus species, and could help reveal the
origin and evolution of the genus Siphlonurus. Funding The Second Tibetan Plateau Scientific Expedition and Research Program (2019QZKK0402)
and the National Natural Science Foundation of China (31960255). Conflict of interest No conflict of interest was declared. Author contributions Kun Yang: Writing - Original Draft; Xian-Fu Li: Conceptualization, Methodology, Writing
- Review & Editing; Xiao-Li Tong: Writing - Review & Editing; Qing-Hua Cai: Project admin
istration, Funding acquisition. Data availability All of the data that support the findings of this study are available in the main text or
Supplementary Information. Author ORCIDs Xian-Fu Li https://orcid.org/0000-0002-1258-1573 Discussion A dorsal lamella of gill I B ventral lamella of gill I C dor
sal lamella of gill II D ventral lamella of gill E gill III F gill IV G gill V H gill VI I gill VII J anterior enlarged of gill VII. Figure 16. Gills of Siphlonurus dongxi Li & Tong, sp. nov. A dorsal lamella of gill I B ventral lamella
sal lamella of gill II D ventral lamella of gill E gill III F gill IV G gill V H gill VI I gill VII J anterior enlar ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 136 Kun Yang et al.: Siphlonurus dongxi Li & Tong, sp. nov. There are significant differences within the Siphlonurus davidi group, such as
the following characters: 1. Imagoes of S. davidi are reddish brown, while S. dongxi Li & Tong, sp. nov. are light yellow and dark brown. 2. Forking point of MP in forewing of S. davidi is subequal to the fusion point
of MA and RS, then MP2 bends backwards strongly near to CuA. This con
dition is common in Ephemeridae and Potamanthidae, and is similar to
Siphlonurus chinensis (Ulmer, 1920; Han et al. 2016), but it is not found in
S. dongxi Li & Tong, sp. nov.. 3. Penis of S. davidi has only membranous lobe, but the penis lobe of S. dongxi Li & Tong, sp. nov. has long elongations of ventral sclerite. 4. Posterolateral spines of tergum IX of S. dongxi Li & Tong, sp. nov. imagoes
are well developed. While, the ones of S. davidi are poorly developed. 5. All abdominal terga of S. davidi nymph have distinct posterolateral spines,
while the spines of S. dongxi Li & Tong, sp. nov. are only on segments 2–9. 6. The egg exochorionic surface of S. dongxi Li & Tong, sp. nov. has micro
pyle, but in S. davidi the egg exochorionic surface is without micropyle
(Han et al. 2016: fig. 7). Figure 17. Habitat of Siphlonurus dongxi Li & Tong, sp. nov. A nymphal habitat in Dugang River B female
subimago in the field (living) C nymphal habitat in laboratory (living) D male subimago in laboratory (living). Figure 17. Habitat of Siphlonurus dongxi Li & Tong, sp. nov. A nymphal habitat in Dugang River B female
subimago in the field (living) C nymphal habitat in laboratory (living) D male subimago in laboratory (living). Acknowledgements This work was supported by the Second Tibetan Plateau Scientific Expedition
and Research Program (2019QZKK0402) and the National Natural Science
Foundation of China (31960255). Thanks are due to Yi-Hao Fang (Dali
University) for help with fieldwork. We are grateful to Michel Sartori (Museum of
Zoology, Lausanne, Switzerland), an anonymous reviewer, and Davide Fornacca
(Dali University) for their useful suggestions and corrections that improved the
quality of the manuscript. Ethical statement No ethical statement was reported. ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 References Eaton AE (1868) An outline of a re-arrangement of the genera of Ephemeridae. Entomologist’s Monthly Magazine 5: 82–91. Eaton AE (1892) On two new and some other Japanese species of Ephemeridae. The
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Jacobus & McCafferty, 2008 (Ephemeroptera, Ephemerellidae) from Yunnan, China. ZooKeys 1103: 25–44. https://doi.org/10.3897/zookeys.1103.82984 Navás L (1932) Insecta orientalia. Memorie delle Pont. Accademia delle Scienze. Nuovi
Lincei 16: 921–949. Sartori M, Peters JG (2004) Redescription of the type of Siphlonurus davidi (Navás, 1932)
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zootaxa.469.1.1 Takayanagi T (2021) A distribution record of Siphlonurus yoshinoensis Gose, 1979
in Hokkaido, Japan. Japanese Journal of Entomology 24(3): 67–69. https://doi. org/10.20848/kontyu.24.3_67 Tshernova OA (1930) Beiträge zur Kenntnis der paläarktischen Ephemeropteren I. Zoologischer Anzeiger 92(7–8): 214–218. Ulmer G (1920) Neue Ephemeropteren. Archiv für Naturgeschichte, Abteilung A 85(11):
1–80. Zhou CF, Peters JG (2003) The nymph of Siphluriscus chinensis and additional
imaginal description: A living mayfly with Jurassic origins (Siphluriscidae new
family: Ephemeroptera). The Florida Entomologist 86(3): 345–352. https://doi. org/10.1653/0015-4040(2003)086[0345:TNOSCA]2.0.CO;2 ZooKeys 1166: 121–139 (2023), DOI: 10.3897/zookeys.1166.102847 139
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Clustering Honey Samples with Unsupervised Machine Learning Methods using FTIR Data
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Clustering Honey Samples with Unsupervised
Machine Learning Methods using FTIR Data Fatih Mehmet Avcu
(
fatih.avcu@inonu.edu.tr
)
Inonu University Fatih Mehmet Avcu
(
fatih.avcu@inonu.edu.tr
)
Inonu University Research Article Keywords: FTIR, Clustering, HCA, Machine Learning, Deep Learning
Posted Date: October 26th, 2022
DOI: https://doi.org/10.21203/rs.3.rs-2183097/v1
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License DOI: https://doi.org/10.21203/rs.3.rs-2183097/v1 Page 1/19 Abstract Honey is a food item that people consume because of its taste and positive effects on health. The
importance of honey is increasing day by day because of the difficulties in production, the threat of the
bee population due to environmental conditions and climate changes, and the increasing population. In
this work, data obtained from Fourier transform infrared (FTIR) spectra of honey samples were used for
clustering of honey data. First of all, the number of clusters was determined by applying elbow method to
the spectrum data obtained from the samples. After this process, the data was divided into 5 clusters. The data were reduced to 2 dimensions with principal components analysis (PCA), clusters of samples
were determined by applying Hierarchical clustering (HCA). 20% of the data whose clusters were
determined were randomly selected to be used as test data. The rest of the data was used as training
data in Deep Learning. After the training, the test data was checked and the accuracy was found to be
96.15%. The proposed method gives reliable results in clustering of honey samples with the advantages
of being fast, cheap and not requiring preprocess procedure. 1 Introduction Honey is a nutritious and high-energy food produced by bees from the liquid called nectar obtained from
flowers. Honey, which has been known for centuries and is one of the oldest foods, has never lost its
importance for human nutrition and health. The first sweetener that humanity noticed is honey. Finding a
picture of a person collecting honey, which was determined to have been drawn eight thousand years ago
in the Pineapple Cave of Spain[1], shows that honey has had an economic value since ancient times. While most honey consists of carbohydrates (such as glucose, fructose, and sucrose), water, small
amounts of other substances such as proteins, ash, amino acids, enzymes, vitamins, and phenolic acids. It is known that each of these components, which are found in small amounts, has characteristic
nutritional value or medicinal properties. Although the main components of honey (carbohydrates and
water) are almost the same in all honey samples, the chemical composition and physical properties of
honey differ according to the plant species from which bees take nectar. In this way, the geographical
origin of the honey or whether foreign additives have been added can be understood. The main purpose of cluster analysis is to find natural classification from datasets of complex structures
to separate objects into homogeneous and inhomogeneous clusters. When examining unknown
structures in nature, cases with natural classifications may need to be reconsidered. Cluster analysis can
be used to deal with situations whose natural classification is determined according to a small number of
variables, by increasing the number of variables, and to examine whether the previous classification has
changed. For example, conditions such as the positive contributions of the developing technology in data
collection, the development of modern measurement tools, and the ability to collect data on new
variables from the units necessitate the control of traditional information. Therefore, the classification of
variables and units should be reconsidered with multivariate statistical methods. Page 2/19 Page 2/19 FTIR is a chemical analytical method in which the intensity of the infrared beam passing through the
sample is measured against the wave number of the beam with the mathematical Fourier transform
method. It is used not only in the identification of microbial cells, but also in the structural analysis of
macromolecules (such as naturalness and quantity). Application areas of FTIR spectroscopy are
common due to the broad spectrum available. 1 Introduction Obtaining fast results has popularized the use of
traditional FTIR. FTIR spectroscopy is a direct and reversible method. This spectroscopic method[2],
which gives results in a short time with a small amount of sample, is used in the analysis of solid, liquid
and gas samples. Machine learning was founded in the 1960s. Contrary to the popular belief, its mathematical background
is not new. For deep neural networks, it can be said that classical neural networks are a special case of
multi-layer and multi-neuron[3]. The most important feature of deep learning networks, which are
designed in different models according to the usage area, is that there is no need for a separate study to
extract the features suitable for the problem. In layers with deep structure, features are formed by learning
of the network. Deep learning networks, which can decide on their own what information to learn instead of using the
information presented to them, therefore produce more successful results than classical methods[4–7]. Deep learning consists of an advanced neural network with many hidden layers. Deep learning is used in
various applications such as image recognition[8, 9], computer vision[10, 11], text classification[12, 13],
multiple classification[14, 15] and regression problems[16, 17]. Since honey has an economic value, many studies have been done on it[18–23. The aim of this study is
to propose a machine learning combined with FTIR spectroscopy to cluster honey samples. After
clustering, deep learning was used and it was seen that an accurate clustering was made at the rate of
96.15%. In this study, we validated the feasibility of the machine learning algorithm combined with FTIR
spectroscopy. 2.1 FTIR Measurements In this study, FTIR spectrometer with KBr emitter and DLaTGS detector was used. For the measurements
to be made with infrared spectrophotometer, 5 ml samples were prepared using vials. In order to dilute the
honey samples with very high viscosity, 5 ml carbon tetrachloride was added to 5 ml honey sample
volumes, which did not give an absorbance peak between the wavelengths of the honey sample in
infrared spectrophotometer. Measurements were made in the middle IR region (wavelength range of 600
to 4,000 cm${-1}$). For each sample, 3 separate measurements were made with the FTIR device and the
averages were taken and evaluated. The device was cleaned after each measurement. The results
obtained from the measurements were recorded in Csv format without any preprocessing. The spectra
obtained from the measurements made with the FTIR device of 65 samples are shown in Fig. 1. In this study, FTIR spectrometer with KBr emitter and DLaTGS detector w
to be made with infrared spectrophotometer, 5 ml samples were prepare
honey samples with very high viscosity, 5 ml carbon tetrachloride was a
volumes, which did not give an absorbance peak between the waveleng
infrared spectrophotometer. Measurements were made in the middle IR
to 4,000 cm${-1}$). For each sample, 3 separate measurements were ma
averages were taken and evaluated. The device was cleaned after each
obtained from the measurements were recorded in Csv format without a
obtained from the measurements made with the FTIR device of 65 sam 1.1 Related Work S. Segato et al. have proposed a multivariate machine learning model to understand how the
physicochemical properties of honey change with heat[24]. In their study, they used the Support Vector
Model. They said that heating the honey as a pre-treatment, especially increasing it above 39 degrees,
creates a significant change in the internal structure of honey. Liu et al. used the Leave One Out Cross
Validation test after obtaining the sequencing of honey by DNA extraction[25]. With this method, they
determined the geographical origin of honey with a rate of 99%. Chien et al. classified the pre-treated
honey spectra with multiLayer perceptron (MLP), support-vector machines (SVM) and principal
component analysis (PCA), and showed that SVM and PCA gave better results than MLP[26]. A. Noviyanto and W. H. Abdulla performed a classification using near-IR spectra of honey samples. They
used support vector classifier (SVC) and k-nearest neighbors (kNN) in supervised learning algorithms for
classification. They reported the classification success as 90% for closed clusters and 88% for open Page 3/19 Page 3/19 clusters [27]. M. A. Al-Awadhi and R. R. Deshmukh used machine learning to find the botanical origin of
honey. In their method, they used Linear Discrimination Analysis (LDA) to extract features and reduce the
number of dimensions, and then used SVM and KNN algorithms for classification. They stated the
accuracy of the proposed model as 95.13%[28]. S. Hu et al. applied supervised learning techniques such
asprobabilistic neural network (PNN), convolutional neural network (CNN) and SVM to Raman
spectroscopy to determine the contribution of maltose sugar in honey[29]. B.L.Batista et al., conducted a
study based on SVM multilayer perceptron and random forests algorithms[30]. They obtained results with
65%, 83% and 79% accuracy, respectively. They stated that they found the geographical origin of a honey
quickly with the method they proposed. O. Anjos et al. conducted a neural network-based study to
determine the botanical origin of honey based on moisture content, electrical conductivity, water activity,
ash content, pH, and free acidity[31]. They stated that this method, in which they used the color and
electrical properties of the samples, found the botanical origin correctly with a 5% margin of error. While
deep learning is used on large datasets, it has recently been found to be a good tool for classification
examples containing small datasets[32, 33]. 2 Material And Methods This study was carried out on honey samples from Turkey with different botanical and geographical
origins. Before analysis, samples were stored at room temperature in a dark place. The samples were
naturally crystallized on the surface of a thin liquid layer. After the honey samples were scanned with the
FTIR-ATR spectrometer, the obtained spectra were used for PCA and HCA. The data set obtained as a
result of the clustering process was reclassified by deep learning. For calculations, Open source
Tensorflow[34], Keras[35] and Scikit-learn[36] libraries are used. 2.2 Chemometric Methods Cluster analysis, one of the multivariate statistical techniques, is used to classify ungrouped and
unknown data according to their similarity. Cluster analysis is similar to discriminant analysis in that it Page 4/19 aims to collect similar samples in the same groups, and with factor analysis because it aims to collect
similar variables in the same groups, and it also has data reduction features. aims to collect similar samples in the same groups, and with factor analysis because it aims to collect
similar variables in the same groups, and it also has data reduction features. As it is known, PCA is an unsupervised learning method. The basic idea of PCA is to transform the
original features into a new feature array in order of importance via a set of orthogonal vectors[37]. It is
often used to obtain a lower dimensional graphical representation that describes the maximum variation
in a data set. The first component of PCA takes into account the most possible variability in the data,
while the second component takes into account as much of the remaining variability as possible. Another unsupervised learning algorithm is HCA[38].The purpose of HCA is to collect similar samples in
the same groups or clusters, to identify these clusters and to predict which group the new samples belong
to, based on the similarity of the samples in terms of all variables. Clustering is based on similarities
(proximity) or dissimilarity (distance) of two samples. In hierarchical clustering methods, clusters are
merged sequentially and once one group is combined with another, they are not separated again in
subsequent steps. 3 Result And Discussion The number of clusters can be found with a line drawn parallel to the x-axis from the
location of the sharp rise in the dendogram. The number of points where this line intersects the
dendrogram gives the number of clusters. Each point where the red line in Fig. 3 intersects represents a
cluster. The number of 5 clusters found supports the number k in the Fig. 2. In machine learning processes, all features of the data must be brought to the same size. These
differences in initial properties can cause problems for many machine learning models. Variables
measured at different scales in the dataset do not contribute equally to the fitting of the model and the
learning function, thus creating a bias in the result. For example, since clustering algorithms are distance-
based, having a large value on a feature in our data will make it the dominant feature. For eliminating this
situation, the data are scaled by feature standardization or Z-score normalization methods. We used the
"StandardScaler" function in the "Sklearn.Preprocessing" library in Python for this process. The
StandardScaler operation adjusts each data column so that its mean is 0 and its standard deviation is 1. In machine learning processes, all features of the data must be brought to the same size. These
differences in initial properties can cause problems for many machine learning models. Variables
measured at different scales in the dataset do not contribute equally to the fitting of the model and the
learning function, thus creating a bias in the result. For example, since clustering algorithms are distance-
based, having a large value on a feature in our data will make it the dominant feature. For eliminating this
situation, the data are scaled by feature standardization or Z-score normalization methods. We used the
"StandardScaler" function in the "Sklearn.Preprocessing" library in Python for this process. The
StandardScaler operation adjusts each data column so that its mean is 0 and its standard deviation is 1. For the HCA method, score vectors obtained from PCA were used. Python scripting language was used
for PCA and HCA analysis. In this study, in which agglomerative clustering is used, hierarchical clustering
is performed with Euclidean distance calculations, starting with the most similar samples. This process is
done with the AgglomerativeClustering function from the Sklearn.cluster library. Other hyper parameters
of HCA are euclidean and ward parameters for affinity and linkage, respectively. 3 Result And Discussion There are many methods to determine the number of clusters in a data set. The oldest and most used one
these methods is the elbow method[39]. In the Elbow method, the number of clusters (k) is changed
between 1 and 10. For each k value, the WCSS (Within Cluster Sum of Squares) value is calculated as in
the Eq. 1. Eq. 1
WCSS = ∑cn
ck∑dm
diincidistance (di, Ck)2 C, d are cluster centroids and data point each cluster respectively. C, d are cluster centroids and data point each cluster respectively. WCSS is the sum of the square of the distance between each point and the center point in a cluster. The
WCSS value and the k value are passed to a chart. As the number of clusters increases, the WCSS value
will begin to decrease. When k = 1, the WCSS value is the largest. Examining Fig. 2, we can see that the
graph changes rapidly at one point, thus forming an elbow shape. From this point on, the graph starts to
move almost parallel to the x-axis. The k value corresponding to this point is the optimal k value or the
optimal number of clusters. In Fig. 2, the number of clusters is clearly seen as 5. Another method of determining the number of clusters is the dendrogram method. The ward method and
Euclidean distance were used in the calculations for the dendrogram drawing. L. Ferreira and D. Hitchcock stated in their study that Ward method is the best among other methods[40]. The Ward method
is also called the least variance method[41]. In short, the Ward method performs the merging process
based on the variances. The merging process starts with the clusters with the least variability. The
method is calculated as in Eq. 2. Eq. 2. SSE = ∑K
i=1 ∑ni
j=1 (yij −
−yi)
′
−(yij −
−y) Page 5/19 Page 5/19 is the jth object in the ith cluster and
is the number of objects in the i th cluster. yij
ni There are many distance methods for intercluster calculations. Euclidean distance is one of them. M.Sha
et al. reported that Euclidean distance gave the best results in their studies based on raman
spectroscopy[42]. Looking at Fig. 3, it will be seen that the graph starts with 65 separate clusters for 65
honey samples. 3 Result And Discussion As is known, the lower the loss function, the better the structure is optimized. Figure 8 shows the success of education and losses. The Loss function of the model is very close to 0.1. It is also seen that the accuracy is above 96%. Considering both the loss and the accuracy, we can say
that the training is successful. One of the methods used to find the model accuracy is the complexity matrix. The complexity matrix
formed after testing the algorithm with 13 test data not used for training is given in the Fig. 9. The rows
of the matrix show the true classes and the columns of the matrix show the predicted classes. Looking at
Fig. 9, it is seen that the trained model correctly predicted the test data. 4 Conclusion In this study, a suitable method is proposed for clustering honey samples obtained from different regions
without any chemical separation process. The method is based on FTIR data that fingerprints a honey. In
this study, the number of clusters was confirmed in 2 different ways. Each frequency point of the FTIR
data was evaluated as features and the number of features was reduced to 2 dimensions with PCA. This
2D data was clustered with HCA. The obtained clustering data was reclassified by deep learning. It has
been observed that the model we propose can accurately predict the test data at a rate of 96.15%. As a result; successful implementation of the model demonstrated that chemometric techniques applied
on FTIR data quickly and accurately clustered honey samples without the need for sample preparation. 3 Result And Discussion As you can see in Fig. 4, Cluster 3 samples, which are very different from other samples, should not be
considered as outliers. Outlier sample is expressed as samples that cannot be included in any cluster as a
result of cluster analysis. As you can see in Fig. 4, Cluster 3 samples, which are very different from other samples, should not be
considered as outliers. Outlier sample is expressed as samples that cannot be included in any cluster as a
result of cluster analysis. Looking at the HCA (Fig. 4) and K-Means (Fig. 5) clustering results, it is seen that there are transitions
between cluster 1 and cluster 5 and between cluster 2 and cluster 5. Likewise, clustering results from HCA
(Fig. 4) and Gaussian Mixture (Fig. 6) show a more intense transition between cluster 1 and cluster 5, and
cluster 2 and cluster 5. After the clustering process was done, the classification process was carried out with deep learning to
test the accuracy of the clustering. For the classification process, 20% of the data set was randomly
selected for the test and the remaining part was used as training data. Process, the train_test_split
command from the sklearn.model_selection library is used. The structure of the deep learning model consists of the input, the hidden and the output layer. Each
parameter for the hidden layer and epoch number was tried 30 times and the average is shown in Fig. 7. The model created within the scope of this study consists of a total of 3 layers. The rectified linear Unit Page 6/19 Page 6/19 (relu) function is used as the activation function of the input and hidden layers. The output value of the
Relu function is between zero and
.The reason why the Relu activation function is often used is that
inputs greater than 0 have a fixed derivative value. The sigmoid function is used for the output layer
activation. The sigmoid function is a continuous and differentiable function. It is often preferred because
it is non-linear. It takes a value in the range of 0 to 1 depending on the input value. Since we have 5
classes, the output layer is set to 5. +∞ The most commonly used Adaptive Moment Estimation (adam) function was used as the optimizer[43]. Deep Learning is initiated with the number of epochs 150. Binary_crossentropy was used as the loss
function in the structure. Acknowledgments The authors would like to thank Gökhan Durmaz, Department of Food Engineering, Inonu University and
Tamer Arslan, Department of Food Processing, Darende Vocational School, Turgut Özal University, for
support FTIR spectra. Declarations Data Availability Statement Data are available on request from the authors. Data supporting the findings of this study can be
obtained from the relevant author upon reasonable request. Declaration of Competing Interest The author declare that they have no known competing financial interests or personal relationships that
could have appeared to influence the work reported in this paper. Page 7/19 Author Contribution Author Contribution F. M. Avcu developed the software, drew the graphics, and wrote the manuscript. No funding was received for this study. References 1. Nayik, G. et al. Honey: Its history and religious signifi cance: A review. Universal Journal of Pharmacy
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The FTIR-ATR spectra of honey samples The FTIR-ATR spectra of honey samples The FTIR-ATR spectra of honey samples The FTIR-ATR spectra of honey samples Page 11/19 Figure 2
Identification of The Elbow point Figure 2 Identification of The Elbow point Page 12/19 Page 12/19 Figure 3
Determine of Cluster Numbers with Dendrogram Figure 3 Determine of Cluster Numbers with Dendrogram Page 13/19 Page 13/19 Page 13/19 Figure 4
Hi
hi
l Cl
t i Figure 4 Hierarchical Clustering Page 14/19 Figure 5 Figure 5 KMeans Clustering Page 15/19 Figure 6
Gaussian Mixture Clustering Figure 6 Figure 6 Figure 6 Gaussian Mixture Clustering Gaussian Mixture Clustering Page 16/19 Figure 7 Figure 7 Optimization of Epocs and Hidden Layer Optimization of Epocs and Hidden Layer Optimization of Epocs and Hidden Layer Page 17/19 Figure 8
Deep Learning Loss and Accuracy Figure 8 Deep Learning- Loss and Accuracy Page 18/19 Figure 9 Figure 9 Figure 9 Confusion Matrix Page 19/19 Page 19/19
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Characteristics of rainfall triggering of debris flows in the Chenyulan watershed, Taiwan
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Natural hazards and earth system sciences
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Atmosphe
M
Characteristics of rainfall triggering of debris flows in the
Chenyulan watershed, Taiwan Te
J. C. Chen1, C. D. Jan2, and W. S. Huang2
1Dept. of Environmental and Hazards-Resistant Design, Huafan University, New Taipei, Taiwan
2Dept. of Hydraulic and Ocean Engineering, National Cheng Kung University, Tainan, Taiwan Te
J. C. Chen1, C. D. Jan2, and W. S. Huang2
1Dept. of Environmental and Hazards-Resistant Design, Huafan University, New Taipei, Taiwan
2Dept. of Hydraulic and Ocean Engineering, National Cheng Kung University, Tainan, Taiwan Correspondence to: J. C. Chen (jinnchyi@cc.hfu.edu.tw) Received: 12 June 2012 – Published in Nat. Hazards Earth Syst. Sci. Discuss.: –
Revised: 4 February 2013 – Accepted: 21 March 2013 – Published: 19 April 2013 Received: 12 June 2012 – Published in Nat. Hazards Earth Syst. Sci. Discuss.: –
Revised: 4 February 2013 – Accepted: 21 March 2013 – Published: 19 April 2013 Climate
of the Past
pen Access
Earth System
Dynamics
Open Access
Geoscientific
Instrumentation
Methods and
Data Systems
Open Access
Clague, 1994; Van Steijn, 1996; Jomelli et al., 2007; Pelfini
and Santilli, 2008; Floris et al., 2010). This paper examines
the variation in the characteristics of rainfall events triggering
debris flows and the effects on the number of debris flows in
the Chenyulan watershed, central Taiwan. Chen et al. (2012)
found that the number of extreme rainfall events within the
watershed showed an increasing trend, which was associated
with the greater number and magnitude of debris flows dur-
ing the last decade. Landslides and debris flows caused by
severe rainfall events affect the volume of loose debris within
a watershed, which may change the critical rainfall threshold
for the initiation of debris flow in subsequent rainfall events. Therefore, understanding the variation in rainfall character-
istics and its influence on debris flow initiation is important
for debris flow warning and hazard mitigation. Abstract. This paper reports the variation in rainfall charac-
teristics associated with debris flows in the Chenyulan water-
shed, central Taiwan, between 1963 and 2009. The maximum
hourly rainfall Im, the maximum 24 h rainfall Rd, and the
rainfall index RI (defined as the product RdIm) were analysed
for each rainfall event that triggered a debris flow within the
watershed. The corresponding number of debris flows initi-
ated by each rainfall event (N) was also investigated via im-
age analysis and/or field investigation. The relationship be-
tween N and RI was analysed. Higher RI of a rainfall event
would trigger a larger number of debris flows. y
Atmosphe
M
Characteristics of rainfall triggering of debris flows in the
Chenyulan watershed, Taiwan This paper
also discusses the effects of the Chi-Chi earthquake (CCE)
on this relationship and on debris flow initiation. The results
showed that the critical RI for debris flow initiation had sig-
nificant variations and was significantly lower in the years
immediately following the CCE of 1999, but appeared to re-
vert to the pre-earthquake condition about five years later. Under the same extreme rainfall event of RI = 365 cm2 h−1,
the value of N in the CCE-affected period could be six times
larger than that in the non-CCE-affected periods. Data Systems
s
Geoscientific
Model Development
Open Access
Hydrology and
Earth System
Sciences
Open Access
Ocean Science
Open Acce
Debris flow, a highly hazardous hydrological process, oc-
curs frequently in the Chenyulan watershed. Some significant
debris flow events in the watershed were previously studied
and documented (Lin and Jeng, 2000; Chang et al., 2001;
Cheng et al., 2005; Jan and Chen, 2005; Chen et al., 2011). The major Chi-Chi earthquake of 1999 (7.6 on the moment
magnitude scale, 7.3 on the Richter scale) caused numerous
landslides in the Chenyulan watershed. Previous investiga-
tors examined some phenomena of debris flows following the
Chi-Chi earthquake, such as the effect of the earthquake on
the characteristics of debris flows (Lin et al., 2003; Liu et al.,
2008), the effects of strong ground motion on the susceptibil-
ity of debris flows (Liu et al., 2009), the variation in rainfall
conditions required to trigger debris flows after the Chi-Chi
earthquake (Chen, 2011), and recent changes in the number
of rainfall events related to debris flow occurrence (Chen et
al., 2012). 1
Introduction Over the last few decades, global-warming-induced climate
change has manifested in a number of ways including ex-
treme rainfall events (for example, Katz and Brown, 1992;
Fauchereau et al., 2003; Fowler et al., 2005; Sillmann and
Roeckner, 2008). As a consequence, higher frequencies and
larger magnitudes of rainfall-induced landslides and/or de-
bris flows have been reported worldwide (Eybergen and Ime-
son, 1989; Rickenmann and Zimmermann, 1993; Evans and Nat. Hazards Earth Syst. Sci., 13, 1015–1023, 2013
www.nat-hazards-earth-syst-sci.net/13/1015/2013/
doi:10.5194/nhess-13-1015-2013
© Author(s) 2013. CC Attribution 3.0 License. Nat. Hazards Earth Syst. Sci., 13, 1015–1023, 2013
www.nat-hazards-earth-syst-sci.net/13/1015/2013/
doi:10.5194/nhess-13-1015-2013
© Author(s) 2013. CC Attribution 3.0 License. Published by Copernicus Publications on behalf of the European Geosciences Union. Published by Copernicus Publications on behalf of the European Geosciences Union. J. C. Chen et al.: Characteristics of rainfall triggering of debris flows 1016 1016
J. C. Chen et al.: Characteristics of rainfall triggering of debris flows
Table 1. Debris flow events and related rainfall characteristics in the Chenyulan watershed between 1963 and 2009 (Modified from Chen et
al., 2012). ble 1. Debris flow events and related rainfall characteristics in the Chenyulan watershed between 1963 and 2009 (Modified from Chen
2012). Published by Copernicus Publications on behalf of the European Geosciences Union. Year
Date of the
rainfall event
Name of
rainfall event
Number of
debris flows
N
Maximum
hourly rainfall,
Im (mm h−1)
Maximum 24 h
rainfall,
Rd
(mm)
Rainfall
duration, T (h)
Rainfall index,
RI (cm2 h−1)
1963
10–12 Sep
Typhoon Gloria
1∗
36.1
668.1
82.0
241.2
1985
23–25 Aug
Typhoon Nelson
2∗
47.2
418.8
50.0
197.7
1986
21–22 Aug
Typhoon Wayne
2∗
50.8
329.8
18.0
167.5
1992
30–31 Aug
Typhoon Polly
1∗
41.3
479.5
41.0
198.0
1996
31 July–1 Aug
Typhoon Herb
37
71.6
1181.6
35.0
846.0
1998
7–8 June
Rainstorm
3
28.1
227.8
40.0
64.0
1998
4–5 Aug
Typhoon Otto
4
64.6
311.7
19.0
201.4
1998
15–16 Oct
Typhoon Zeb
2
24.6
251.0
31.0
61.7
1999
27–28 May
Rainstorm
2
24.3
254.3
32.0
61.8
2000
01 Apr
Rainstorm
2
20.0
75.1
8.0
15.0
2000
25 Apr
Rainstorm
1
8.4
30.6
9.0
2.6
2000
28–29 Apr
Rainstorm
1
7.9
78.2
14.0
6.2
2000
2 May
Rainstorm
1
8.1
30.6
5.0
2.5
2000
12–14 June
Rainstorm
4
18.0
228.1
47.0
41.1
2000
18 July
Rainstorm
3
12.7
30.0
3.0
3.8
2000
22 July
Rainstorm
3
16.3
20.7
2.0
3.4
2000
5 Aug
Rainstorm
4
11.6
38.8
10.0
4.5
2000
22–23 Aug
Typhoon Bilis
2
20.6
234.5
24.0
48.3
2001
5 June
Rainstorm
1
7.5
27.0
8.0
2.0
2001
14–15 June
Rainstorm
3
18.4
200.1
24.0
36.8
2001
29–30 July
Typhoon Toraji
78
78.5
587.6
18.0
461.3
2001
10 Aug
Rainstorm
3
22.4
22.4
1.0
5.0
2001
17 Sep
Typhoon Nari
4
35.7
252.5
23.0
90.1
2002
31 May
Rainstorm
4
14.4
53.0
7.0
7.6
2002
3–4 July
Rainstorm
2
13.3
117.9
19.0
15.7
2002
12 Aug
Rainstorm
1
17.1
26.5
3.0
4.5
2004
2–3 July
Typhoon Mindulle
17
54.0
681.4
38.0
368.0
2004
23–25 Aug
Typhoon Aere
2
35.0
385.4
47.0
134.9
2005
4–5 Aug
Typhoon Matsa
1
42.3
411.9
34.0
174.2
2005
31 Aug–1 Sep
Rainstorm
1
44.3
495.0
27.0
219.3
2006
8–11 June
Rainstorm
10
77.5
682.8
78.0
529.2
2006
13–15 July
Typhoon Bilis
2
29.9
371.7
56.0
111.1
2007
17–20 Aug
Typhoon Sepat
1
31.6
328.4
66.0
103.8
2007
6–7 Oct
Typhoon Krosa
1
54.3
669.4
35.0
363.5
2008
17–18 July
Typhoon Kalmaegi
3
67.2
515.7
18.0
346.6
2008
12–15 Sep
Typhoon Sinlaku
2
35.0
612.4
66.0
214.3
2009
6–11 Aug
Typhoon Morakot
41
85.5
1192.6
110.0
1019.7
Note: ∗: Debris flow data obtained only from scientific papers/reports before 1996; no aerial photographs and
satellite images were available to identify debris flows in the whole watershed before Typhoon Herb. Published by Copernicus Publications on behalf of the European Geosciences Union. N = total
number of individual debris flow triggered by each rainfall event in the Chenyulan watershed; Im = maximum
hourly rainfall in each rainfall event; Rd = maximum 24 h rainfall amount in each rainfall event; RI = rainfall
index, RI = RdIm. Table 1. Debris flow events and related rainfall characteristics in the Chenyulan watershed between 1963 and 2009 (Modified from Chen et
al., 2012). Note: ∗: Debris flow data obtained only from scientific papers/reports before 1996; no aerial photographs and
satellite images were available to identify debris flows in the whole watershed before Typhoon Herb. N = total
number of individual debris flow triggered by each rainfall event in the Chenyulan watershed; Im = maximum
hourly rainfall in each rainfall event; Rd = maximum 24 h rainfall amount in each rainfall event; RI = rainfall
index, RI = RdIm. Extreme rainfall causes numerous landslides and debris
flows in mountainous watersheds, which generally deposit
large amounts of loose debris in gullies and on slopes (Dong
et al., 2009; Chen et al., 2012). The supply of loose debris
plays an important role in the occurrence of future debris
flows during subsequent rainfall events (Jakob et al., 2005). Both the critical rainfall threshold for debris flow initiation
and the number of debris flows caused by a rainfall event may
differ before and after an extreme rainfall event or a major
earthquake. This study analysed the characteristics of rain-
fall related to debris flow occurrence between 1963 and 2009
in the Chenyulan watershed, in order to investigate (1) the
variation in the regional rainfall conditions related to debris
flow occurrences, and (2) the empirical relationship between rainfall characteristics and the corresponding number of de-
bris flows. 2.1
Debris flows in the Chenyulan watershed The watershed of Chenyulan stream, located in Nantou
County, central Taiwan (Fig. 1), has an area of 449 km2,
main stream length of 42 km, average stream-bed gradi-
ent of 4◦, and elevations ranging from 310 to 3952 m. The
annual regional rainfall in the watershed is between 2000
and 5000 mm, with an average of approximately 3500 mm. Nat. Hazards Earth Syst. Sci., 13, 1015–1023, 2013 www.nat-hazards-earth-syst-sci.net/13/1015/2013/ www.nat-hazards-earth-syst-sci.net/13/1015/2013/ 1017 J. C. Chen et al.: Characteristics of rainfall triggering of debris flows 1
Fig. 1. Locations of debris flows and meteorological stations in the Chenyulan watershed (Modified from Chen et al., 2012). 1
Fig. 1. Locations of debris flows and meteorological stations in the Chenyulan watershed (Modified from Chen et al., 2012). 16
most 2000 mm, which initiated 37 debris flows, leading to
27 deaths and 14 people being reported missing in the wa-
tershed (Jan and Chen, 2005). The Chi-Chi earthquake of
21 September 1999 was the largest earthquake in Taiwan for
a hundred years (Shin and Teng, 2001), and caused numer-
ous landslides in the Chenyulan watershed. The extreme rain-
fall event caused by Typhoon Toraji from 29–30 July 2001
had a maximum hourly rainfall of 78.5 mm and 24 h rain-
fall of 587.6 mm; this event caused more than 30 debris
flows in the watershed, resulting in more than 100 people
being reported dead or missing, and widespread damage to
houses, roads and bridges (Chen et al., 2012). The heavy
rainfall brought by Typhoon Morakot in August 2009 had (Modified from Chen et al., 2012). 3
4
Approximately 80 % of the annual rainfall occurs in the
rainy season between May and October, especially during
typhoons, which generally occur three or four times annu-
ally. Owing to steep topography, loose soils, young (3 million
years) and weak (due to ongoing orogenesis) geological for-
mations, heavy rainfall and active earthquakes, many debris
flows were triggered by more than 30 rainfall events between
1963 and 2009 in the watershed, as shown in Table 1. The
most significant debris flow events were those caused by
heavy rainfall brought by Typhoon Herb in 1996, Typhoon
Toraji in 2001 and Typhoon Morakot in 2009. During the
two day period from 31 July to 1 August 1996, Typhoon
Herb brought an unexpectedly high cumulative rainfall of al- www.nat-hazards-earth-syst-sci.net/13/1015/2013/ Nat. Hazards Earth Syst. Sci., 13, 1015–1023, 2013 2.3
Regional rainfall characteristics versus debris flows To investigate the variation in rainfall characteristics in the
Chenyulan watershed, long-term rainfall records were ob-
tained from three meteorological stations (Sun Moon Lake,
Yushan and Alisan stations, as shown in Fig. 1). These data
were used to estimate the regional rainfall characteristics for
the whole Chenyulan watershed, via the reciprocal-distance-
squared (RDS) method (Chow et al., 1988). The estimated
point using this method was taken at the centroid of the
watershed area. The rainfall characteristics estimated by the
RDS method may not actually reflect the rainfall character-
istics at specific locations when local rainfall varied signifi-
cantly owing to abrupt changes in elevation, but it is a sim-
ple method to directly compute the regional average rainfall
characteristics for a watershed. Moreover, the regional aver-
age rainfall estimated using the RDS method can easily rep-
resent the variation trend for regional rainfall characteristics
throughout the Chenyulan watershed (Chen et al., 2012). The
present paper calculated regional hourly rainfall, cumulative
rainfall and rainfall duration, etc., of each rainfall event as-
sociated with debris flow occurrence, in order to study the
relationship between rainfall characteristics and debris flow
occurrence. Identifying debris flows, it was decided that each of the
soil slip, flow path and deposits should be identifiable from
the images – that is, the source, transportation, and deposi-
tion zones should be identifiable from aerial photographs or
satellite images. These features on aerial photographs were
previously used by Liu et al. (2008) to identify debris flows. A debris flow is a rapid movement of debris materials along
the flow path. Some important features of a debris flow in-
clude traces of channelised stream flow, a large erosion ca-
pacity (such as sharp bank erosion, fallen tree trunks), the
transport of large boulders, the formation of levees, uneven
and poorly sorted deposits, and scarring high on streamsides
and deposits high in trees (Costa, 1984). These features pro- Parameters such as peak hourly rainfall, daily rainfall,
maximum daily rainfall, cumulative rainfall, average rain-
fall intensity and rainfall duration have been used by pre-
vious researchers to investigate the occurrence of debris
flows. The choice of rainfall parameters reflects different re-
search objectives. For example, the empirical relationship
between average rainfall intensity and rainfall duration was
used to assess the potential for debris flow occurrence in
a rainfall event (Caine, 1980; Keefer et al., 1987; Chen,
2011). J. C. Chen et al.: Characteristics of rainfall triggering of debris flows J. C. Chen et al.: Characteristics of rainfall triggering of debris flows 1018 a maximum hourly rainfall of 123 mm and 48 h rainfall of
2361 mm (measured at Alishan rainfall station), and caused
numerous debris flows that buried more than 20 houses, es-
pecially in Shenmu, Tongfu and Xinyi villages (Chen et al.,
2011). vide evidence of debris flow, and can be used to identify de-
bris flow in field investigation. In this study, only gullies with
obvious patterns of debris flow were identified as debris flow
events. Table 1 shows 37 rainfall events, including 18 rainstorms
and 19 typhoon-induced heavy rainfall events, that triggered
debris flows in the Chenyulan watershed during the study pe-
riod; and the number of debris flow events (N) for each rain-
fall event throughout the watershed. Table 1 shows that most
rainfall events triggered four or fewer debris flows, but that
some particularly severe events, such as those associated with
heavy rainstorms in 2006, and with Typhoons Herb (1996),
Toraji (2001), Mindulle (2004) and Morakot
(2009), in-
duced ten or more debris flows. The maximum number of de-
bris flows was 78, which were triggered by Typhoon Toraji,
approximately two years after the Chi-Chi earthquake; Ty-
phoons Herb and Morakot triggered 37 and 41 debris flows,
respectively, within the watershed. 2.2
Identification of debris flow events Naturally occurring high-discharge flows of water and sed-
iment in open channels vary over a wide and continuous
spectrum of sediment concentration and particle-size distri-
bution (Pierson, 2005). Water floods normally transport rel-
atively small quantities of mostly fine sediment. At the other
end of the spectrum, high-discharge debris flows may trans-
port more sediment than water. The term “debris flood” or
“mud flood” is often applied to flows intermediate between
these two extremes (Pierson, 2005). For hazard management
purposes, only a debris flow that occurs in a watershed with
an area more than 3.0 ha and of main upstream slope more
than 10◦is officially recognised as a debris flow in Taiwan;
otherwise, the flow would be treated as a sediment-laden
flow, a debris flood or a mud flood. Therefore, the present
study also adopts this classification when counting the num-
ber of debris flows triggered during a rainfall event. Debris
flow data prior to 1996 was obtained from the scientific lit-
erature (such as Yu and Chen, 1987; Chiang and Lin, 1991;
Chang et al., 2001). No aerial photographs and satellite im-
ages were available to identify debris flows in the whole wa-
tershed before 1996. After 1996, according to their specific
features, debris flows were identified through interpretation
of aerial photographs, satellite images or/and field investiga-
tions. The identification of debris flows involved two basic
stages. In the first stage, the possible locations of debris flow
were identified from media reports (local newspapers, TV
news), related documents and papers (Lin and Jeng, 2000;
Cheng et al., 2005; Jan and Chen, 2005; Chen et al., 2009,
2012; Chen, 2011), and interpretation of images, such as
aerial photographs and satellite images (SPOT images before
2004; FORMOSAT2 images after 2004) to assess whether
the event was classified as a debris flow. The second stage
was to conduct a field investigation to confirm whether the
event identified in the first stage qualified as a debris flow. 2.3
Regional rainfall characteristics versus debris flows Rainfall data on a daily scale, such as maximum
24 h rainfall, daily rainfall, or 3 day rainfall, have been used
to analyse the influence of rainfall change on debris flow www.nat-hazards-earth-syst-sci.net/13/1015/2013/ Nat. Hazards Earth Syst. Sci., 13, 1015–1023, 2013 J. C. Chen et al.: Characteristics of rainfall triggering of debris flows
1960
1
1
1960
1965
1970
1975
1980
1985
1990
19
0 1019
2010 J. C. 2.3
Regional rainfall characteristics versus debris flows Chen et al.: Characteristics of rainfall triggering of debris flows
1019
1960
1965
1970
1975
1980
1985
1990
1995
2000
2005
2010
Year
0
200
400
600
800
1000
1200
1400
Rd (mm/h)
TH
TT
HR
TM
EQ
TMi
: Rainfall events triggering 10 or more debris flows
TH : Typhoon Herb (July 31Aug 01, 1996)
CCE : Chi-Chi earthquake (Sep 21, 1999)
TT : Typhoon Toraji (July 2930, 2001)
TMi: Typhoon Mindulle (July 0203, 2004)
HR : Heavy rainstorm (June 0811, 2006)
TM : Typhoon Morakot ( Aug 0611, 2009)
: Rainfall events triggering 9 or less debris flows
Critical rainfall condition (Rd = 580 mm/h)
for triggering 10 or more debris flows in a rainfall event
(a)
d
R index
1960
1965
1970
1975
1980
1985
1990
1995
2000
2005
2010
Year
0
20
40
60
80
100
Im (mm/h)
TH
TT
HR
TM
EQ
TMi
: Rainfall events triggering 10 or more debris flows
TH : Typhoon Herb (July 31Aug 01, 1996)
CCE : Chi-Chi earthquake (Sep 21, 1999)
TT : Typhoon Toraji (July 2930, 2001)
TMi: Typhoon Mindulle (July 0203, 2004)
HR : Heavy rainstorm (June 0811, 2006)
TM : Typhoon Morakot ( Aug 0611, 2009)
: Rainfall events triggering 9 or less debris flows
Critical rainfall condition (Im = 54 mm/h)
for triggering 10 or more debris flows in a rainfall event
(b)
m
I index
: Rainfall events triggering 10 or more debris flows
TH : Typhoon Herb (July 31Aug 01, 1996)
CCE : Chi-Chi earthquake (Sep 21, 1999)
: Rainfall events triggering 9 or less debris flows
Year
1
(a)
d
R index
2
1960
1965
1970
1975
1980
1985
1990
1995
2000
2005
2010
Year
0
20
40
60
80
100
Im (mm/h)
TH
TT
HR
TM
EQ
TMi
: Rainfall events triggering 10 or more debris flows
TH : Typhoon Herb (July 31Aug 01, 1996)
CCE : Chi-Chi earthquake (Sep 21, 1999)
TT : Typhoon Toraji (July 2930, 2001)
TMi: Typhoon Mindulle (July 0203, 2004)
HR : Heavy rainstorm (June 0811, 2006)
TM : Typhoon Morakot ( Aug 0611, 2009)
: Rainfall events triggering 9 or less debris flows
Critical rainfall condition (Im = 54 mm/h)
for triggering 10 or more debris flows in a rainfall event
3
(b)
m
I index
4
1960
1965
1970
1975
1980
1985
1990
1995
2000
2005
2010
Year
0
200
400
600
800
1000
1200
RI (cm2/h)
: Rainfall events triggering 10 or more debris flows
Critical rainfall condition (RI = 365 cm2/h)
for triggering 10 or more debris flows in a rainfall event
TH : Typhoon Herb (July 31Aug 01, 1996)
CCE : Chi-Chi earthquake (Sep 21, 1999)
TT : Typhoon Toraji (July 2930, 2001)
TMi: Typhoon Mindulle (July 0203, 2004)
HR : Heavy rainstorm (June 0811, 2006)
TM : Typhoon Morakot ( Aug 0611, 2009)
TH
TT
HR
TM
CCE
TMi
: Rainfall events triggering 9 or less debris flows
5
(c) RI index
6
Figure 2: Variations in three rainfall parameters contributing to debri
7
and 2009 in the Chenyulan watershed The Chi-Chi earthquake sign
8
1960
1965
1970
1975
1980
1985
1990
1995
2000
2005
2010
Year
0
(a)
d
R index
1960
1965
1970
1975
1980
1985
1990
1995
2000
2005
2010
Year
0
20
40
60
80
100
Im (mm/h)
TH
TT
HR
TM
EQ
TMi
: Rainfall events triggering 10 or more debris flows
TH : Typhoon Herb (July 31Aug 01, 1996)
CCE : Chi-Chi earthquake (Sep 21, 1999)
TT : Typhoon Toraji (July 2930, 2001)
TMi: Typhoon Mindulle (July 0203, 2004)
HR : Heavy rainstorm (June 0811, 2006)
TM : Typhoon Morakot ( Aug 0611, 2009)
: Rainfall events triggering 9 or less debris flows
Critical rainfall condition (Im = 54 mm/h)
for triggering 10 or more debris flows in a rainfall event
(b)
m
I index
1960
1965
1970
1975
1980
1985
1990
1995
2000
2005
2010
Year
0
200
400
600
800
1000
1200
RI (cm2/h)
: Rainfall events triggering 10 or more debris flows
Critical rainfall condition (RI = 365 cm2/h)
for triggering 10 or more debris flows in a rainfall event
TH : Typhoon Herb (July 31Aug 01, 1996)
CCE : Chi-Chi earthquake (Sep 21, 1999)
TT : Typhoon Toraji (July 2930, 2001)
TMi: Typhoon Mindulle (July 0203, 2004)
HR : Heavy rainstorm (June 0811, 2006)
TM : Typhoon Morakot ( Aug 0611, 2009)
TH
TT
HR
TM
CCE
TMi
: Rainfall events triggering 9 or less debris flows
(c) RI index
Figure 2: Variations in three rainfall parameters contributing to debris flows between 1963
and 2009 in the Chenyulan watershed. 2.3
Regional rainfall characteristics versus debris flows The Chi-Chi earthquake significantly lowered the
rainfall threshold for debris flow occurrence during approximately the subsequent 5 years
Fig. 2. Variations in three rainfall parameters contributing to debris flows between 1963 and 2009 in the Chenyulan watershed. The Chi-Chi
earthquake significantly lowered the rainfall threshold for debris flow occurrence, during approximately the subsequent 5 yr. Im (mm/h)
mm/h
ws in : Rainfall events triggering 10 or more debris flows
TH : Typhoon Herb (July 31Aug 01, 1996)
: Rainfall events triggering 9 or less debris flows
(c) RI index
6
Figure 2: Variations in three rainfall parameters contributing to debris
7
d 2009 i
th
Ch
l
t
h d Th
Chi Chi
th
k
i
8
Figure 2: Variations in three rainfall parameters contributing to debris flows between 1963
and 2009 in the Chenyulan watershed. The Chi-Chi earthquake significantly lowered the
i f ll h
h ld f
d b i fl
d
i
i
l
h
b
5
Fig. 2. Variations in three rainfall parameters contributing to debris flows between 1963 and 2009 in the Chenyulan watershed. The Chi-Chi
earthquake significantly lowered the rainfall threshold for debris flow occurrence, during approximately the subsequent 5 yr. s flow occurrence, during approximately the s
17
rainstorm in 2006, and Typhoon Morakot (2009), all had
the extreme characteristics, of Rd > 580 mm (this thresh-
old was used by Chen et al. (2012) to analyse the vari-
ation of extreme rainfall events in the Chenyulan water-
shed) and Im > 54 mm h−1, especially Typhoon Morakot,
with Rd = 1192.6 mm and Im = 85.5 mm h−1. Each of these
five extreme rainfall events caused 10 or more debris flows. However, as shown in Table 1 and Fig. 2a and b, only five
of the eight Rd > 580 mm or Im > 54 mm h−1 extreme rain-
fall events caused 10 or more debris flows. Therefore, it is 400
600
800
1000
1200
RI (cm2/h)
Critical rainfall condition (RI = 365 cm2/h)
for triggering 10 or more debris flows in a rainfall event
yp
(
y
)
HR : Heavy rainstorm (June 0811, 2006)
TM : Typhoon Morakot ( Aug 0611, 2009)
TH
TT
HR
TM
CCE
TMi
rainfall threshold for deb
9
10
activity (Rebetez et al., 1997; Zhuang et al., 2011; Chen
et al., 2012). 2.3
Regional rainfall characteristics versus debris flows Extreme rainfall refers to events of relatively
high rainfall intensity and/or high cumulative rainfall. De-
bris flows caused by a rainfall event generally occurred
within the period of the maximum 24 h rainfall, and were
closely related to the maximum hourly rainfall Im (Lin and
Jeng, 2000; Chen et al., 2011, 2012). The corresponding
Im and Rd for debris flow events in the Chenyulan water-
shed between 1963 and 2009 (see Table 1) shows that Ty-
phoons Herb (1996), Toraji (2001), Mindulle (2004), heavy Nat. Hazards Earth Syst. Sci., 13, 1015–1023, 2013 0
www.nat-hazards-earth-syst-sci.net/13/1015/2013/ 3
Influence of rainfall variation on debris flows
occurrence Both severe rainfall and earth-
quakes would change the condition of RI, in terms of both the
magnitude and number of debris flow events. The data for the
Chenyulan watershed suggest that the Chi-Chi earthquake
was the most significant influence on the rainfall threshold
for debris flow occurrence. flow occurrence in the period between CCE and TMi was
only one-thirtieth of that (60 cm2 h−1) before the CCE (be-
tween TH and CCE). After about 5 years, the loose sedi-
ment generally became consolidated and re-orientated over
time, less soil and rock remained deposited in streams, and
the shear strength of the soil gradually increased (Fan et
al., 2003; Chen, 2011). The critical RI gradually recovered
from 2 cm2 h−1 to 100 cm2 h−1. The variation of critical
RI is related to debris supply within the watershed. Dong
et al. (2009) developed a susceptibility index (SI) that ac-
counted for debris supply to estimate the susceptibility to
debris flow. They reported that the SI increased following
the CCE and after TT (before the occurrence of debris flow),
because the volume of debris contributed by shallow land-
slides increased; and that SI decreased when the volume of
debris was reduced by debris outflow during TT and TMi. A higher SI may lead to a smaller critical RI; conversely,
a lower SI may require a larger critical RI to trigger debris
flow. These results confirm that the RI for debris flow occur-
rence decreased in the early periods after the CCE and that
the RI showed an increasing tendency between TT and TMi,
as shown in Fig. 3. Our results are consistent with those ob-
tained by Dong et al. (2009). Both severe rainfall and earth-
quakes would change the condition of RI, in terms of both the
magnitude and number of debris flow events. The data for the
Chenyulan watershed suggest that the Chi-Chi earthquake
was the most significant influence on the rainfall threshold
for debris flow occurrence. As shown in Fig. 3, the critical RIs for debris flow occur-
rence were approximately 165 cm2/h before Typhoon Herb
(TH) in 1996; 60 cm2 h−1 between TH and the Chi-Chi earth-
quake (CCE) in 1999; 2 cm2 h−1 between CCE and Typhoon
Mindulle (TMi) in 2004; and 100 cm2 h−1 between TMi and
Typhoon Morakot (TM) in 2009. 0
www.nat-hazards-earth-syst-sci.net/13/1015/2013/ et al.: Characteristics of rainfall triggering of debris flows
1960
1965
1970
1975
1980
1985
1990
1995
2000
2005
2010
Year
1
10
100
1000
10000
RI (cm2/h)
: Rainfall events triggering 10 or more debris flows
RI =165
RI =365 cm2/h
TH : Typhoon Herb (July 31Aug 01, 1996)
CCE : Chi-Chi earthquake (Sep 21, 1999)
TT : Typhoon Toraji (July 2930, 2001)
TMi: Typhoon Mindulle (July 0203, 2004)
HR : Heavy rainstorm (June 0811, 2006)
TM : Typhoon Morakot ( Aug 0611, 2009)
TH
TT
HR
TM
CCE TMi
RI = 60
: Rainfall events triggering 9 or less debris flows
RI =2
RI =100
3: The variations in rainfall index RI for all rainfall events triggering deb
1963 and 2009 in the Chenyulan watershed. The critical RI for deb
nce in the years following the Chi-Chi earthquake is much smaller than thos
hquake and five years after the earthquake. Fig. 3. The variations in rainfall index RI for all rainfall events trig-
gering debris flows between 1963 and 2009 in the Chenyulan wa-
tershed. The critical RI for debris flow occurrence in the years fol-
lowing the Chi-Chi earthquake is much smaller than those before
the earthquake and five years after the earthquake. J. C. Chen et al.: Characteristics of rainfall triggering of debris flows
1 1020 inappropriate to apply a single rainfall parameter such as Rd
or Im as a critical condition for the occurrence of multiple
debris flows. The occurrence of debris flow is related to not
only accumulated rainfall, but also rainfall intensity. A trig-
gering index RI of a rainfall event, defined as the product of
Rd and Im (i.e., RI = RdIm), could be used as a critical condi-
tion for the occurrence of multiple debris flows. As shown in
Fig. 2c, for RI > 365 cm2 h−1, all five of the extreme rainfall
events caused multiple debris flows, with N ≥10. The rain-
fall data used in this study is limited to hourly rainfall data
because the minute-scale rainfall data, such as 5 or 10 min
rainfall data was not available. Other rainfall indices, such as
total storm rainfall, or rainfall duration, have less correlation
with the number of debris flow events when compared to the
RI index. 2 3
Influence of rainfall variation on debris flows
occurrence gg
g
1963 and 2009 in the Chenyulan watershed. The critical RI for deb
ce in the years following the Chi-Chi earthquake is much smaller than thos
quake and five years after the earthquake. Fig. 3. The variations in rainfall index RI for all rainfall events trig-
gering debris flows between 1963 and 2009 in the Chenyulan wa-
tershed. The critical RI for debris flow occurrence in the years fol-
lowing the Chi-Chi earthquake is much smaller than those before
the earthquake and five years after the earthquake. Figures 2a–c show parameters for rainfall events that initi-
ated debris flows between 1936 and 2009. There are eight
rainfall events with maximum 24 h rainfall Rd greater than
580 mm, of which seven occurred after 1996; rainfall events
with maximum hourly rainfall Im greater than 54 mm or rain-
fall index RI larger than 365 cm2 h−1 all occurred after 1996. This implies that rainfall events became more severe after
1996. occu
6
the e
7
8
9
10 flow occurrence in the period between CCE and TMi was
only one-thirtieth of that (60 cm2 h−1) before the CCE (be-
tween TH and CCE). After about 5 years, the loose sedi-
ment generally became consolidated and re-orientated over
time, less soil and rock remained deposited in streams, and
the shear strength of the soil gradually increased (Fan et
al., 2003; Chen, 2011). The critical RI gradually recovered
from 2 cm2 h−1 to 100 cm2 h−1. The variation of critical
RI is related to debris supply within the watershed. Dong
et al. (2009) developed a susceptibility index (SI) that ac-
counted for debris supply to estimate the susceptibility to
debris flow. They reported that the SI increased following
the CCE and after TT (before the occurrence of debris flow),
because the volume of debris contributed by shallow land-
slides increased; and that SI decreased when the volume of
debris was reduced by debris outflow during TT and TMi. A higher SI may lead to a smaller critical RI; conversely,
a lower SI may require a larger critical RI to trigger debris
flow. These results confirm that the RI for debris flow occur-
rence decreased in the early periods after the CCE and that
the RI showed an increasing tendency between TT and TMi,
as shown in Fig. 3. Our results are consistent with those ob-
tained by Dong et al. (2009). 3
Influence of rainfall variation on debris flows
occurrence yp
Between 1963 and 1996, the most severe rainfall event
was TH, and the condition for debris flow occurrence was
RI > 165 cm2 h−1. TH brought severe rainfall and caused nu-
merous landslides and debris flows in the Chenyulan water-
shed. Subsequently, abundant loose debris deposits remained
on slopes or in gullies to serve as source material for later
rainfall-induced debris flows. Since this loose sediment was
generally of lower soil strength, less rainfall (with RI ap-
proximately equal or greater than 60 cm2 h−1) was needed
to trigger debris flows in subsequent years, between TH and
CCE. The CCE in 1999 was the largest earthquake in Taiwan for
a century, and caused numerous landslides in the Chenyu-
lan watershed. Since a large amount of loose sediment with
lower soil strength was deposited on streambeds or hillsides
after the earthquake, much lower pore water pressure or
rainfall was required to initiate the movement of this sed-
iment (Lin et al., 2003; Chen et al., 2007; Chen and Jan,
2008). Therefore, the critical RI for debris flow occurrence
dropped sharply in the subsequent early years, to 2 cm2 h−1. That is to say that the critical RI (2 cm2 h−1) for debris Nat. Hazards Earth Syst. Sci., 13, 1015–1023, 2013 5
Conclusions d
d
d
d
Debris flows and their corresponding rainfall events were
studied in the Chenyulan watershed, central Taiwan, between
1963 and 2009. A rainfall index RI, defined as the product of
the maximum 24 h rainfall Rd and the maximum hourly rain-
fall Im (i.e., RI = RdIm), was used to analyse rainfall condi-
tions critical for debris flow occurrence. Since the occurrence
of debris flow depends not only on the accumulated rainfall,
but also on the rainfall intensity, the triggering index RI of
a rainfall event is introduced herein to indicate either high
accumulated rainfall or high rainfall intensity could trigger
debris flows. The results show that there were five extreme
rainfall events with RI > 365 cm2 h−1 during the study pe-
riod (1963–2009), each of which caused 10 or more debris
flows in the watershed. These five extreme rainfall events
were associated with Typhoon Herb (TH) in 1996, Typhoon
Toraji (TT) in 2001, Typhoon Mindulle (TMi) in 2004, heavy
rainstorm (HR) in 2006 and Typhoon Morakot (TM) in 2009. RI (cm2/h) ponding rainfall index RI for two groups. The first group refers to the p
cantly affected by the Chi-Chi earthquake (2000–2004; solid line), while the se
represents the periods not significantly affected by the Chi-Chi earthquake (da
Fig. 4. Relationships between the number of debris flows N in a
rainfall event and corresponding rainfall index RI for two groups. The first group refers to the period significantly affected by the Chi-
Chi earthquake (2000–2004; solid line), while the second group rep-
resents the periods not significantly affected by the Chi-Chi earth-
quake (dashed line). Nat. Hazards Earth Syst. Sci., 13, 1015–1023, 2013 www.nat-hazards-earth-syst-sci.net/13/1015/2013/ www.nat-hazards-earth-syst-sci.net/13/1015/2013/ J. C. Chen et al.: Characteristics of rainfall triggering of d
1
10
100
1000
RI (cm2/h)
1
10
100
N
: Before TH
: Between TH and CCE
: Between CCE and TMi
: Between TMi and TM
TH
TT
TM
HR
TMi
TH : Typhoon Herb (July 31Aug 01, 1996)
CCE : Chi-Chi earthquake (Sep 21, 1999)
TT : Typhoon Toraji (July 2930, 2001)
TMi: Typhoon Mindulle (July 0203, 2004)
HR : Heavy rainstorm (June 0811, 2006)
TM : Typhoon Morakot ( Aug 0611, 2009)
e 4: Relationships between the number of debris flows N in a rainfall even
sponding rainfall index RI for two groups. The first group refers to the p
icantly affected by the Chi-Chi earthquake (2000–2004; solid line), while the se
p represents the periods not significantly affected by the Chi-Chi earthquake (d
Fig. 4. Relationships between the number of debris flows N in a
rainfall event and corresponding rainfall index RI for two groups. The first group refers to the period significantly affected by the Chi-
Chi earthquake (2000–2004; solid line), while the second group rep-
resents the periods not significantly affected by the Chi-Chi earth-
quake (dashed line). J. C. Chen et al.: Characteristics of rainfall triggering of debris flows 1021 J. C. Chen et al.: Characteristics of rainfall triggering of
1
10
100
1000
RI (cm2/h)
1
10
100
N
: Before TH
: Between TH and CCE
: Between CCE and TMi
: Between TMi and TM
TH
TT
TM
HR
TMi
TH : Typhoon Herb (July 31Aug 01, 1996)
CCE : Chi-Chi earthquake (Sep 21, 1999)
TT : Typhoon Toraji (July 2930, 2001)
TMi: Typhoon Mindulle (July 0203, 2004)
HR : Heavy rainstorm (June 0811, 2006)
TM : Typhoon Morakot ( Aug 0611, 2009) (2) show that the number of debris flow events increases
with the increase of rainfall index. N is larger during the
period affected by CCE than the periods unaffected by
CCE. According to Eqs. (1) and (2), for a rainfall event
of RI = 60 cm2 h−1, the number N of debris flows in the
CCE-affected period could potentially be double that of the
non-CCE periods. However, for an extreme rainfall event of
RI = 365 cm2 h−1, the value of N in the CCE-affected period
could be about six times larger than in the non-CCE periods. 4
Relationship between rainfall characteristics and the
number of debris flows log(N) = 0.290 + 0.003(RI −2)
(1)
for the period between 2000 and 2004 (1) The study also presented two empirical relationships
between the number of debris flows N in a rainfall event and
their corresponding rainfall index RI for the CCE-affected
period (between 2000 and 2004) and the non-CCE-affected
periods (1963–1999 and 2004–2009). Higher RI of a (2) log(N) = 0.121 + 0.0015(RI −60) for other periods
(2) Here, the coefficients of determination for Eqs. (1) and
(2) are r2 = 0.78 and 0.75, respectively. Equations (1) and www.nat-hazards-earth-syst-sci.net/13/1015/2013/ 4
Relationship between rainfall characteristics and the
number of debris flows We allocated the debris flows to two groups: one represent-
ing the period between CCE and TMi (2000–2004), in which
the rainfall condition required for debris flow occurrence is
significantly affected by CCE (shown in Fig. 4 as solid cir-
cles); the other representing the periods that were unaffected
by the CCE, i.e., before TH, between TH and CCE, and be-
tween TMi and TM (shown in Fig. 4 as open triangles, cir-
cles and rectangles, respectively). Comparison within the pe-
riods without CCE effect shows that the RIs between TH and
CCE (open circles in Fig. 4) are smaller, and the correspond-
ing number of debris flows N is slightly greater compared to
other periods (before TH, and between TMi and TM). This
result may be attributed to abundant loose debris remaining
on slopes or in gullies in the early periods after TH; these
deposits were more susceptible to the effects of rainfall, and
served as source material for subsequent debris flows. The
relationships for the number of debris flows (N) associated
with a rainfall event of rainfall index (RI) in the two groups
are shown in Fig. 4, and represented by Eqs. (1) and (2). 9
The Chi-Chi earthquake (CCE) occurred in 1999, and
caused severe landslides in the Chenyulan watershed. The ex-
treme rainfall events and the severe earthquake were shown
to affect the critical condition for the occurrence of debris
flows. The critical RIs for occurrence of debris flows be-
tween 1963 and 2009 could be classified into four categories:
the periods before TH, between TH and CCE, between CCE
and TMi, and between TMi and TM; and had critical RIs of
approximately 165, 60, 2 and 100 cm2 h−1, respectively. It
is shown that: (1) TH caused numerous landslides and de-
bris flows in the watershed, which reduced the critical rain-
fall threshold for debris flow in subsequent years; (2) CCE
significantly lowered the critical rainfall threshold for debris
flow occurrence in the subsequent five years – after CCE,
the critical RI dropped sharply to approximately 2 cm2 h−1,
which was one-thirtieth of that before the CCE (critical RI =
60 cm2 h−1). The results also show that, approximately five
years after the CCE, the critical RI gradually recovered from
2 cm2 h−1 to 100 cm2 h−1 (the critical RI between TMi and
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debris flows in central Taiwan, Nat. Hazards, 47, 349–368, 2008. Sillmann, J. and Roeckner, E.: Indices for extreme events in pro-
jections of anthropogenic climate change, Climatic Change, 86,
83–104, 2008. Liu, C. N., Dong, J. J., Peng, Y. F., and Huang, H. F.: Effects of
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phology, 15, 259–273, 1996. Pelfini, M. and Santilli, M.: Frequency of debris flows and their re-
lation with precipitation: A case study in the Central Alps, Italy,
Geomorphology, 101, 721–730, 2008. Yu, F. C. and Chen, C. K.: A study on the debris flow disasters at
Feng-Chiou, J. Chin. Soil Water Conserv., 18, 1, 76–92, 1987 (in
Chinese). Pierson, T. C.: Hyperconcentrated flow – transitional process be-
tween water flow and debris flow, in: Debris flow hazards and
related phenomena, edited by: Jakob, M. and Hungr, O., Praxis,
UK, 159–202, 2005. Zhuang, J. Q., Cui, P., and Ge, Y. G.: Debris flow annual frequency
and sediment delivery variations compared to rainfall changed
over the last 40 years (Jiangjia Gully, China), in 5th International
Conference on Debris flow Hazards Mitigation, Mechanics, Pre-
diction and Assessment, Padua, Italy, edited by: Genevois, R.,
Hamilton, D. L., and Prestininzi, A., 173–180, 2011. Rickenmann, D. and Zimmermann, M.: The 1987 debris flow in
Switzerland: documentation and analysis, Geomorphology, 8,
175–189, 1993. Rebetez, M., Lugon, R., and Baeriswyl, P. A.: Climatic change and
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Russia-Spain Cooperation on Counter-Terrorism: New Challenges or Old Problems?
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Política y sociedad
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Recibido: 03-10-2017 / Aceptado: 25-09-2019 Abstract. Against the backdrop of globalization, international terrorism is becoming a complex
threat, which can be countered only by the united efforts of all countries. The level of cooperation of
states does not fully correspond to the scale of the world terror challenge. Cooperation in the fight
against terrorism at the bilateral level opens up more opportunities because it is based on mutual trust
between States, with greater effectiveness, as well as practical impact and benefits, due to the
knowledge of the situation and the ability to respond quickly. The inefficiency of the global counter-
terrorism system can be compensated by the mechanism of bilateral cooperation in the sphere of
counter-terrorism, despite all the existing problems such as: sanctions, human rights, the need to
promptly equate national laws and legislation in line with international laws, etc. The choice of the
Russian Federation and Spain as a case study for this research is not accidental, since the interaction
of both countries allows us to trace the development of mechanisms and instruments to counter
terrorism on a bilateral basis. As a result of the comparative analysis, it is established that while
Russian-Spanish relations began to deteriorate in 2014 as a result of the sanctions policy, the bilateral
contexts of cooperation in the field of countering extremism have become comparable in two
parameters: the overall level of the threat of terrorism in Russia and Spain, as well as the types of
terrorist challenges on their territory. Keywords: bilateral cooperation; terrorism; counter-terrorism strategy; Russia; Spain; UN;
international relations; globalization; contractual legal framework; sanctions. [es] Cooperación ruso-española contra el terrorismo: ¿nuevos desafíos o
problemas viejos? MISCELÁNEA Política y Sociedad
ISSN: 1130-8001
ISSN-e:1988-3129 http://dx.doi.org/10.5209/poso.57444 Russia-Spain Cooperation on Counter-Terrorism: New Challenges or
Old Problems? Russia-Spain Cooperation on Counter-Terrorism: New Challenges or
Old Problems? Svetlana Bokeriya 1 1
People’s Friendship University of Ruisia, RUDN (Rusia).
E-mail: petrovsvet@yandex.ru [es] Cooperación ruso-española contra el terrorismo: ¿nuevos desafíos o
problemas viejos? Resumen. El nivel de cooperación entre las naciones por ahora no concuerda con la escala del
problema que abarca el terrorismo internacional. Sin embargo, la interacción en la lucha contra el
terrorismo a nivel bilateral abre nuevas posibilidades en virtud de que se basa en la mutua confianza
entre las naciones. Tiene un gran resultado y también es eficaz. Se caracteriza por tener conocimiento
de la situación en el lugar y contar con la posibilidad de reaccionar rapidamente en conjunto. La
inefectividad del sistema global de contraterrorismo puede ser compensada por el mecanismo de
cooperación bilateral en el campo de la contraposición al terrorismo, a pesar de todos los problemas
existentes: sanciones, derechos humanos, la necesidad de poner operativamente la legislación
nacional en correspondencia con los actos territoriales, etc. La elección de la FR y de España como
case-status para llevar a cabo este estudio no es casual, ya que el contenido de la interacción entre
estos países permite velar por el desarrollo de los mecanismos y los instrumentos de contraposición al 737 Polít. Soc. (Madr.) 56(3) 2019: 737-756 738 Bokeriya, S. Polít. Soc. (Madr.) 56(3) 2019: 737-756 terrorismo en una base bilateral. Como resultado de un análisis comparativo, se estableció que al
mismo tiempo que las relaciones ruso-españolas comenzaron a empeorar en el año 2014, a causa de la
política de sanciones, los contextos recíprocos de interacción en el campo de contraposición al
extremismo llegaron a compararse en dos índices: según el nivel general de amenaza de terrorismo en
Rusia y en España, y según los tipos de desafíos terroristas en sus territorios. Palabras clave: cooperación bilateral; terrorismo; estrategia contra el terrorismo; Rusia; España;
ONU; relaciones internacionales; globalización; marco contractual legal; sanciones. Cómo citar: Bokeriya, S. (2019): “Russia-Spain Cooperation on Counter-Terrorism: New Challenges
or Old Problems?”, Política y Sociedad, 56(3), pp. 737-756. Sumario. 1. Introduction. 2. Conceptual Approaches of the EU to International Security and
Terrorism. 3. UN Activity in Counter-Terrorism. 4. Russia-Spain Cooperation to Counter-Terrorism:
Challenges and Legal Approaches. 5. Conclusion. 6. Bibliography. Sumario. 1. Introduction. 2. Conceptual Approaches of the EU to International Security and
Terrorism. 3. UN Activity in Counter-Terrorism. 4. Russia-Spain Cooperation to Counter-Terrorism:
Challenges and Legal Approaches. 5. Conclusion. 6. Bibliography. Acknowledgements. [es] Cooperación ruso-española contra el terrorismo: ¿nuevos desafíos o
problemas viejos? This paper was financially supported by the Ministry of Education and Science
of the Russian Federation on the program to improve the competitiveness of Peoples’ Friendship
University of Russia (RUDN University) among the world’s leading research and education centers in
the 2016-2020. 1. Introduction A distinctive feature of the modern period of development of the world community
was the aggravation of global problems, challenges and threats at the turn of the
twentieth and twenty-first centuries, requiring a collective and coordinated
response. These problems have become factors that determine not only the key
trends in the development of international relations, but also the main directions of
world politics, as well as the international agenda. Against the background of fundamental and dynamic changes that affect the
interests of each State, the formation of new political blocs, as well as the
economic crisis and globalization processes, blurring the boundaries between the
center and the periphery, foreign and domestic policies of States, the problems of
protecting a global society, each individual nation and person from complex
interdependent challenges and threats are becoming more acute. New challenges and threats, such as international terrorism, drug trafficking,
global poverty, organized crime, regional conflicts and illegal migration, are global
in scale and complex, quickly transforming and changing, requiring rapid response
and preventive measures. The situation is aggravated by the fact that these threats
can come from both non-state actors and States. All this, on the one hand,
destabilizes the international system, on the other hand, activates and intensifies
international and regional cooperation between States, which should become a key
motive and an effective way to confront complex challenges and threats. Terrorism statistics shows a temporal growth. According to the latest
international report Global Terrorism Index 2018, analyzing the impact of
terrorism for 163 countries and which covers 99.7 per cent of the world’s
population, every region in the world recorded a higher average impact of terrorism
in 2017 than in 2002. The increase in the impact of terrorism was greatest in the
Middle East and North Africa, followed by sub-Saharan Africa. In Western Bokeriya, S. Polít. Soc. (Madr.) 56(3) 2019: 737-756 739 Europe, deaths fell by 52 per cent, from 168 in 2016 to 81 in 2017. From January
until October 2018, fewer than ten deaths were recorded in the region. Europe, deaths fell by 52 per cent, from 168 in 2016 to 81 in 2017. From January
until October 2018, fewer than ten deaths were recorded in the region. Despite the fall in deaths, the number of incidents rose in Western Europe. Increased counter-terrorism spending and security measures have reduced the
lethality of attacks. 1. Introduction In 2017, just under 95 per cent of total deaths from terrorism
occurred in countries involved in at least one violent conflict. When countries in
conflict are combined with countries with high levels of political terror, the number
climbs to 99 per cent. Terrorist attacks in conflict-affected countries are also more
lethal, killing 2.4 people per attack on average, compared to 0.84 people in non-
conflict countries in 2017 (Global Terrorism Index, 2018). (
)
This article seeks to provide an analysis of the international terrorism impact on
global security with particular emphasis to Russia-Spain bilateral interaction as a
part of counter-terrorism efforts on a multinational level. The article is divided into
6 sections, including introduction, conclusion, and bibliography. The first section
features conceptual approaches to international security and terrorism of the
European Union. The second section addresses and analyses the UN counter-
terrorism strategy that requires updating with due regard to the current
circumstances. The third section represents an analysis of bilateral cooperation
between Russia and Spain with regard to counter-terrorism efforts in order to
illustrate the influence of terrorist attacks on national policies, and the cooperation
dynamics, and to estimate the established mechanism of bilateral cooperation with
regard to the struggle against this threat. 2. Conceptual Approaches of the EU to International Security and Terrorism Cooperation within the EU in the fight against terrorism before the terrorist
attack of September 11, 2001 was not an official part of the institutional
architecture of the European Union. The "European Union counter-Terrorism
strategy", adopted after the London bombing on 7 July 2005, was not aligned with
comprehensive strategies (in particular, internal and external security of EU
countries) and sub-strategies aimed at countering the financing of terrorism,
radicalization and recruitment. Later in 2008, the Council adopted the EU strategy
against radicalization and recruitment of terrorists. g
Since 2013, the issues of radicalization and the fight against terrorists became
permanent items in the agenda of the EU Council and the Council of Europe. The
provisions and main tasks for internal and external counter-terrorism activities
were developed. p
In 2015, EU leaders declared the need to expand cooperation with third world
countries in the area of security and the fight against terrorism. Furthermore, the "European Security Agenda" was then initiated, which focused
on the exchange of information between States and the prevention of radicalization,
created after the attacks in Brussels in March 2016. The concept of "Security
Agenda", highlighted the important transition from protecting of a country’s
internal security to protecting the collective security of the EU as a whole
(European Commission, 2016: 2, 9). (
p
,
, )
One of the difficulties in developing conceptual frameworks for anti-terrorism
in the EU has been the large number of participants (the EU, the EU Council and
the European Commission) involvement in this process, as well as duplication and
the intersection of tasks, which significantly complicates and slows down the
formation of structural and integrated approach. This, in turn, plays into the hands
of terrorists, since the system of counteraction against radicalization and terrorism
cannot respond to quickly transforming challenges and threats. p
q
y
g
g
In March 2017, the Council adopted a directive on counter-terrorism, which
provides for responsibility for such actions as: conducting training or travelling for
terrorist purposes, organizing or facilitating such a trip, as well as providing or
collecting funds directed to terrorist groups or their activities. However, there is a
critical point of view based on the fact that this directive, due to its broad
interpretation and general nature, can exacerbate the problem of human rights
violations: criminalize public protests and other peaceful actions, suppress freedom
of expression, including opposition political views. 2. Conceptual Approaches of the EU to International Security and Terrorism In the context of reviewing the conceptual aspects of counter terrorism, special
attention should be paid to the analysis of challenges, key trends and gaps in the
counter-terrorism approaches of the EU, of which Spain is a member. The EU's antiterrorist activities rightfully play a key role in shaping the
international legal framework of the European security system in the sphere of
countering the threat of terrorism, because creating a security zone, freedom and
justice is one of the main objectives of the Union. The following events had a significant impact on the development of the EU's
counter-terrorism program: 1) the September 11, 2001 terrorist attacks in the
United States. Ten days after these events, at an extraordinary meeting, the
European Council declared the fight against terrorism a priority for the EU; 2) the
Madrid bombing in 2004 and London in 2005; 3) the Syrian war and the
emergence of ISIS; 4) the attacks in Nice and Berlin in 2016 and the crimes
involving lone terrorists (The European Union's Policies on Counter-Terrorism,
2017). A common feature of these attacks was the connection with Islamic
terrorism, which is why it has become a key focus of the anti-terrorist struggle in
the EU. Over the past decade, there has been an increase in the number of terrorist
acts of right-wing and jihadist extremism against the backdrop of a decline in
separatist and left-wing extremist protests. The trend in recent years has been the
increase in terrorist attacks by lone terrorists, as well as active propaganda
activities through the internet, with the aim of recruiting new members and 740 Bokeriya, S. Polít. Soc. (Madr.) 56(3) 2019: 737-756 organizing terrorist acts. According to Deputy Secretary of the Security Council of
the Russian Federation Yuri Kokov, "today there are about 30 thousand extremist
and terrorist sites. The era of technological and digital terrorism is coming, which
in terms of the scale of the consequences in the near future can be comparable with
weapons of mass destruction" (Tarasenko, 2019). p
(
)
However, with the earlier use of internet, members of the Islamic state group
urged their supporters to move to Syria and Iraq to commit terrorist attacks, now
they are offered to commit Jihad in Western countries, where they are. The fact that
this appeal was accepted, the terrorist attacks in Norway, the Netherlands, France
and Spain in 2019, among other things, is a confirmation. 2. Conceptual Approaches of the EU to International Security and Terrorism There are concerns that the
directive will be applied at the national level to discriminate against vulnerable and
marginalized ethnic and religious communities (Aoláin, 2018). Bokeriya, S. Polít. Soc. (Madr.) 56(3) 2019: 737-756 741 Also in 2017, a resolution was adopted to amend the code of Schengen territory
and to strengthen the verification of relevant databases at external borders. It
requires member States to systematically review relevant databases for all persons
crossing external borders. In April 2017, the Council signed a directive on the
control of the acquisition and possession of weapons, containing measures to
strengthen the control of firearms and prevent its use. Analyzing the development of counter-terrorism architecture of the EU has
shown that the main incentive for the elaboration of legal acts regulating the fight
against terrorism were the terrorist acts, committed at short intervals in different
European countries. It can be said that such an approach involves taking measures
after the fact, and not for the future. In addition, threats are not updated on a regular basis within the EU. In particular,
Europol and the EU Intelligence and Situation Center are engaged in threat
assessment on a situational basis, not comprehensively and not on an ongoing basis. The emphasis in anti-terrorist strategies on jihadism leads to underestimation of
threats from other extremist movements, for example, far-right radicals. In parallel with the adoption and application of a large number of strategies,
legal mechanisms and tactics in the field of anti-terrorism, the problem of human
rights protection is becoming increasingly acute, which at first glance is not
obvious. However, in the broad legal field of counter-terrorism, there is a
cumulative effect of the joint action of various norms and measures affecting
freedom of movement, expression of opinion, the right to hold rallies and speeches
of peaceful citizens of a state (Aoláin, 2018). p
(
)
Human rights can be violated even at the level of data collection, as
confidentiality and data protection are not sufficiently regulated. Among the
authorities of various States, guided by both national and international legal acts,
there is no clear understanding of the rights of persons who hold confidential data. In the case of a terrorist threat, data collection often covers a wide range of people
(family members, representatives of religious communities and public
associations). 2. Conceptual Approaches of the EU to International Security and Terrorism The result of the information exchange for a person who possesses
classified or secret information, may include surveillance (often unknown to the
subject), consequences associated with further employment, restrictions on border
crossings, as well as control or blocking access to financial resources for
individuals and families. Thus, the EU's counter-terrorism system is multilateral, but not yet completed
and requires improvement in terms of ensuring and developing human rights,
updating the list of threats, collecting and evaluating data, as well as a clearer
delineation of tasks within the authorized structures. However, a common
understanding of the need to apply a consolidated approach to solving the problem
of terrorism and extremism should be a key motive for cooperation between the EU
and Russia, which shares this approach. 3. UN Activity in Counter-Terrorism The bilateral Russian-Spanish cooperation cannot be entirely analyzed without the
best practices elaborated by the most powerful international organization in the Bokeriya, S. Polít. Soc. (Madr.) 56(3) 2019: 737-756 742 field of countering international terrorism— the UNO. The main UN counter-
terrorism bodies are a group of organizations working under the aegis of the
General Assembly (UN GA), as well as the Security Council (UN SC). However,
counter-terrorism tasks given in the mandates of these organizations sometimes
coincide, despite their different specialization, which hinders coherence of the UN
activities generally in this field and requires optimization of resources and
reformation of the UN hierarchical system. y
The UN Security Council established the Counter Terrorism Committee after
the 9/11 terrorist attack and approved resolution 1373 (2001), devoted to measures
in fighting against terrorism. The UN Security Council adopts resolutions and is
responsible for the Counter-Terrorism Strategy, as well as the UN General
Assembly that consolidates and coordinates the UN Global Counter-Terrorism
Strategy. This Strategy was adopted on 8 September 2006. Russia and Spain
contributed to its adoption by consensus. The Global Counter-Terrorism Strategy
in the form of a resolution and the Plan of Action (A/RES/60/288) are composed of
four pillars, which are addressing the conditions conducive to the spread of
terrorism; measures to prevent and combat terrorism; measures to build states’
capacity and to strengthen the role of the United Nations system in that regard;
measures to ensure respect for human rights and the rule of law. The Resolution proposes certain measures to prevent and eliminate conditions
contributing to the spread of terrorist activities. In particular, to examine the
question of creating national systems of assistance that would promote the needs of
victims of terrorism and their families and facilitate the normalization of their
lives; to establish an international center for counter-terrorism; to use the
experience of similar international, regional and sub-regional organizations with
the aim to exchange the cutting-edge experience in the field of strengthening
potential in countering terrorism and many other. The Strategy is being
implemented via the UN agencies —the UN Secretariat, the UN Security Council
and observers—, 38 bodies in total (UN Office of Counter-Terrorism, 2019a). ,
(
,
)
Moreover, the UN Secretary-General proposed to institutionalize the Counter-
Terrorism Implementation Task Force within the Secretariat in order to ensure
overall coordination in the United Nations system's counter-terrorism efforts. 3. UN Activity in Counter-Terrorism y
There have been adopted 26 UN resolutions (13 of them were adopted by the
GA and the same quantity by the SC) devoted to the counter-terrorism subject and
their number increases annually, which attests to the fact that high global attention
is given to this problem: Resolution 70/291, which is the UN Global Counter-
Terrorism Strategy; Resolution 71/38 highlights the measures to prevent terrorists
from acquiring weapons of mass destruction; Resolution 71/67 on Nuclear
Disarmament Verification; Resolution 71/151 highlighted the measures to
eliminate international terrorism. In addition, the following resolutions of the UN
Security Council are to be included in this list: 2309 (2016) devoted to the terrorist
threats to civil aviation; 2331 (2016) —on combating human trafficking and
terrorism, as well as 2341 (2017)— on protecting critical infrastructure against
terrorist attacks (UN Office of Counter-Terrorism, 2019b). (
)
It is noteworthy that resolution 71/151 adopted by the UN General Assembly
has included recommendations to all member states to accelerate the process of
solving the unsettled tasks associated with development of a draft Comprehensive Bokeriya, S. Polít. Soc. (Madr.) 56(3) 2019: 737-756 743 Convention on International Terrorism, whose elaboration started in December
1999 after adopting Resolution 54/110 by the UN General Assembly. However, its
preparation is complicated by the lack of consensus among the experts on certain
questions. At the moment, the project exists only in the form of a working paper. Convention on International Terrorism, whose elaboration started in December
1999 after adopting Resolution 54/110 by the UN General Assembly. However, its
preparation is complicated by the lack of consensus among the experts on certain
questions. At the moment, the project exists only in the form of a working paper. q
p
j
y
g p p
The first key institutional reform initiated by the Secretary-General was the
establishment of the United Nations Office of Counter-Terrorism in June, 2017. The Office is aimed at cooperation with Security Council bodies and member
states, strengthening current and developing new partnerships through regular
attendance at counter-terrorism-related meetings, enhancing coordination across
the 38 Counter-Terrorism Implementation Task Force entities to provide the
balanced implementation of the 4 pillars of the UN Global Counter-Terrorism
Strategy. At the request of member states the UN Office of Counter-Terrorism via
its UN Counter-Terrorism Centre is already implementing over 40 counter-
terrorism capacity-building projects. 3. UN Activity in Counter-Terrorism For instance, the initiative for assisting young
people to become resilient to radicalization in Bangladesh and Pakistan (United
Nations Office in the Russian Federation, 2018). ,
)
The Secretary-General signed the new United Nations Global Counter-
Terrorism Coordination Compact in February 2018, which changes the Counter-
Terrorism Implementation Task Force coordination mechanism. Despite of the first steps in the UN counter-terrorism system reforming and
having a wide range of relevant tools in the UN framework, why isn’t the
international security system functioning regardless? Nevertheless, the existing international regulatory framework is not sufficiently
efficient. The reason is that conventions define and regulate only separate aspects
for combating terrorism. That means they are of a sectoral nature, which, in its
turn, makes it impossible to solve the problem comprehensively. Additionally, the
UN’s line of work can be characterized by piecemeal approaches and by the
tendency to create special-purpose committees and plans of action following on
from the result of certain incidents, and not by creation of a coordinated program. Furthermore, there is a duplication of tasks within the framework of different
agencies that indicates the necessity of optimization and reformation of the UN
system in order to increase the efficiency of its activity. Besides, there is no a
unified definition of the terms international terrorism, terrorist attack and terrorism,
that fact hinders the creation of international treaty obligations framework and
gives the states an opportunity to manipulate the terms for their purposes. For
example, the term terrorism has multidisciplinary nature, connecting such
interpretations as computer attacks, politically-motivated murders, war crimes, etc. There is no global agreement on the definition of terrorism under the UN. The
European Union documents present no universal definition for the term as well. During the High-level Conference in Counter-terrorism, held in June 2018 in
New York, António Guterres, the United Nations Secretary-General explained that
the “terrorism threat continued to evolve and the international community needed
to adapt and learn lessons from what worked and what did not. There is a need to
strengthen the capacities of counter-terrorism structures and institutions and build
the resilience and cohesion of societies at national and regional levels” (Report of
the United Nations High-level Conference in Counter-terrorism, 2018). He also
noted the major goals for combating terrorism: strengthening international counter- Bokeriya, S. Polít. Soc. 3. UN Activity in Counter-Terrorism (Madr.) 56(3) 2019: 737-756 744 terrorism cooperation, a renewed and sustained focus on preventing terrorism,
underlining the importance of fully respecting human rights while tackling
terrorism, reinforcing the need to make a strategic investment in young people to
counter terrorism and prevent violent extremism, shining a light on the tragic
human cost of terrorism, and strengthening the role of the United Nations to assist
member states in tackling terrorism. According to Report of the United Nations
High-level Conference in Counter-terrorism 2018, the goals show the concerted
approaches to the problems of counter-terrorism, which should be solved via an
“all-of-government”, “all-of-society” and “all-of-UN” mechanisms. g
y
In the framework of common efforts, Spain and Russia are actively involved in
developing the conceptual framework for combating international terrorism under
the auspices of the UN. Thus, For example, Spain is participating in the "Special
Counter-Terrorism Strategy Group", particularly active in the Victim Support
Group of Terrorism, which is a significant aspect of the post-conflict settlement. Spain has contributed to the adoption of measures and resolutions of importance in
the fight against terrorism. These include the adoption of July 2015 Madrid
Guidelines on the control of the movement of foreign terrorist fighters and UN
Security Council resolution 2322 of December 2016 on international judicial and
police cooperation in matters of terrorism. p
p
In 2017, Spain played a key role in the UN General Assembly resolution
(A/C.3/72/L.24), which declared 21st of August the International Day of
Remembrance of the victims of terrorism. Spain has one of the most progressive
systems of support for victims of terrorism (Argomaniz, 2015). y
pp
(
g
)
During Spain’s presidency of the UN Security Council, Spain introduced
Resolution 2331 on human trafficking in conflict situations and contributed to the
approval of the UNGA Resolution (A/RES/71/322) on "Strengthening and
promoting effective measures and international cooperation in organ donation and
transplantation to prevent and combat human trafficking". p
p
g
In 2017, an Anti-Terrorism Bureau was set up to strengthen the UN's counter-
terrorism structure, headed by Russian diplomat Vladimir Voronkov. In 2018, he
signed the UN Global coordination Pact on combating terrorism (the “Global
compact") along with 36 divisions of the Organization, Interpol and the World
Customs Organization. Its goal is to improve coordination and coherence in the
field of anti-terror and to provide support in this direction to member states. 4. Russia-Spain Cooperation to Counter-Terrorism: Challenges and Legal
Approaches Internationalization of global terrorism and changeable combination of scenarios of
terrorist attacks, expansion of terrorist networks arise significance of bilateral
interaction against terrorism. The mechanism of Russia-Spain efforts in terrorism
prevention is of big interest due to old joint dialogue, due to transnational activity
of terrorist groups in both countries and identity of political views regarding
modern challenges and threats. Since 1990s this mechanism is moved to combating
terrorism direction, so as Russia and Spain have a congruent understanding of Bokeriya, S. Polít. Soc. (Madr.) 56(3) 2019: 737-756 745 terrorist attack and necessity to adhere principles and norms of the UN. Both
countries ratified 13 universal anti-terrorism protocols and conventions. p
The National Security Strategy of Spain 2013 underlines that Russia is a large
neighbor and a key strategic actor of the EU. After terroristic acts in Barcelona and
Cambrils in 2017 Spanish Ambassador to Russia Ignacio Ybanez Rubio said:
“Unfortunately one has to state that Spain’s experience of fighting terrorism is very
great and long, but it also shows that terrorism can be fought successfully. We hope
that we shall continue this successful experience of fighting terrorism, and other
countries will help us including Russia”. So Spain hopes to continue the joint
fighting against terrorism with Russia, as it has a wide experience in this sphere and
it has made a significant contribution to counter-terrorism in the Middle East. In
addition, after independence referendum held in Catalonia in 2017, which was not
recognized by the government of Spain, as well as by no other country in the world. Russia was one of the first countries that supported the territorial integrity of Spain,
the efforts of the Spanish government, stating that all internal problems of Spain
should be solved within the framework of the Spanish constitution and legislation. p
g
Despite of the mutual support between Russia and Spain, in the light of freezing
of political dialogue between Russia and the West, there is a real risk that the
common distrust can have a negative result in combating global terrorism. But
nevertheless, the counter-terrorism issue is a core motif for Russia-West cooperation. There are objective reasons for that. “Terrorism will continue to be a threat for the
world, Europe, our citizens, our security and our way of life for the foreseeable
future. In 2017 while jihadist-inspired attacks increased, so did our preventive
actions— with at least 11 attacks foiled. 4. Russia-Spain Cooperation to Counter-Terrorism: Challenges and Legal
Approaches This is the strongest testament to the
necessity of working together to defeat terrorism. Europol’s annual report leaves no
doubt that the problem affects all of us equally, and we can only address it with
collective action, unity of purpose, and above all trust. A genuine and effective
Security Union in Europe is the surest way to tighten the screws on terrorists until
they no longer have space to commit their atrocities”, said Dimitris Avramopoulos,
European Commissioner for Migration, Home Affairs and Citizenship (Europol,
2018). According to EU Terrorism Situation and Trend Report 2018, the latest trends
in international terrorism in Europe are that internet played a significant role in
radicalization of some criminal groups, during attacks terrorists preferred for
improvised explosive devices, terrorist strategies have further diversified and the
threat has increased (EU Terrorism Situation and Trend Report, 2018). (
p
)
The events in Ukraine and the EU sanctions adopted in 2014 have a negative
influence on bilateral relations between Russia and Spain, both from an economic
point of view and in terms of cooperation in the area of countering terrorism. Despite the complicated financial and economic situation in the world, the total
volume of trade between Russia and Spain in 2013 was 11 billion US dollars, while
trade and investment markers grew by 3%. As a result of the EU’s sanctions policy
towards Russia, trade has decreased from 2013 to 5 billion US dollars by 2017, and
the number of Russian tourists visiting Spain from 1.5 million to 1.1 million people
a year. In 2018, Russia’s Ambassador to Spain, Yu.P. Korchagin, cited a sum of
700 million euros, “which Spain lost as a result of anti-Russian sanctions, as well
as counter measures taken by the Russian Federation”. However, in 2018, there
were some positive trends and prospects for the growth of trade (Anikeeva, 2019). 746 Bokeriya, S. Polít. Soc. (Madr.) 56(3) 2019: 737-756 Disunity, lack of coordination of actions becomes another threat to each
country, as well as the whole world. These factors are beneficial for terrorists and
their destructive plans. Therefore, the problem of overcoming any obstacles to
bilateral and multilateral mutual measures is extremely relevant now
(Shpakovskaya et al, 2017). Spain has never been a full supporter of the EU
sanctions against Russia. 4. Russia-Spain Cooperation to Counter-Terrorism: Challenges and Legal
Approaches According to Josep Borrell Fontelles, the Spanish
Minister of Foreign Affairs: “Spain is one of the countries that suffered the most
from the Russian response to European sanctions. We are more than anyone
willing to normalize relations and are working in this direction” (El País, 2018). g
g
(
)
Despite the deterioration of bilateral Russian-Spanish relations as a result of the
sanctions policy since 2014, there is a mutual interest of the two countries in the
joint fight against terrorism, as well as the convergence in the aspect of counter
extremism, due to the comparable level and type of terrorist threats. ,
p
yp
Terrorism threats in Russia and Spain vary in scale, type and ways of
radicalization. After the cold war and starting in the 1990s, Russia has been more
exposed to terrorist attacks than Spain (see figure 1) because of terrorist attacks in
the North Caucasus. During the same period, there were fewer terrorist attacks in
Spain. Since 2012, Russia has ranked higher in the Global terrorism index than
Spain (see table 1). In the 2012 Index, Russia was one of the top ten countries in
the world in terms of terrorist activity, ranking 9th, while in 2014- 11th, and in 2015
-23rd, while Spain was ranked 45th position in 2012, 69th in 2014, and 65th in 2015. However, the gap began to decline. In the Index for 2018, Russia was ranked 34th
and Spain 50th. Diagram 1. Dynamics of terrorist attacks in the Russian Federation and in Spain
(1990-2017) Diagram 1. Dynamics of terrorist attacks in the Russian Federation and in Spain
(1990-2017)
Source: Global Terrorism Database. Source: Global Terrorism Database. Bokeriya, S. Polít. Soc. (Madr.) 56(3) 2019: 737-756 747 As for the diagram 1, it shows dependence of the number of terrorist acts on a
particular period of time (17 years) (see diagram 1). It can be seen that since 1992,
there has been observed a starting expansion of terrorist activity in both countries. One
more peak of terrorist activity has been noticed in 2000-2001 and in 2010, which can
be related to the financial crisis. A decline in terrorist activity has been marked in
Russia and Spain from 2004 till 2007. A long period of stabilization has been in Spain
from 2007 to 2017, which might be connected with the country’s refusal to take part in
the Syrian and the Iraqi campaigns. 4. Russia-Spain Cooperation to Counter-Terrorism: Challenges and Legal
Approaches The greatest number of terrorist attacks in Russia
was in 2010. As shown in diagram 1 the dynamics of terrorist attacks in Spain
systematically reduces while in Russia it develops in chaotic way. y
y
p
y
An insignificant difference in the scale and scope of threats can be seen in the lists
of terrorist organizations of the EU and the Russian Federation. The official lists of
terrorist organizations of the Russian Federation and the European Union are
dominated by radical Islamist groups. Thus, the Russian list of foreign terrorist
organizations, as of March 14, 2019 noted 30 organizations, most of which are
Islamist (Federal Security Service of the Russian Federation, 2019), while in the list
of the Council of the European Union as of January 8, 2019 there are only 21
terrorist organizations (EUR-Lex, 2019) with a similar predominance of radical
Islamist organizations. g
ISIS is a serious threat to both Russia and Spain. For the Russian Federation,
the danger posed by this international Islamist terrorist organization is not limited
only to conflicts in the North Caucasus (Stepanova, 2017). ISIS has initiated small
radical cells outside the region and recruited individuals in different parts of the
country. ISIS initiated small radical cells outside this region and recruited
individuals in different parts of the country. This type of threat resembles the
phenomenon problem of individual terrorists and network agents prevalent in
Europe and the United States. p
Russia's practical experience in combating terrorism was based on the anti-
insurgency campaign in the North Caucasus, as well as a militarized strategy for
participating in the Middle East settlement, while in Spain this experience included
both political (granting broad autonomy to the region) and a strong security force
(the creation of anti-terrorist armed groups and the activities of special services) in
the fight against Basque separatism (Mihajlin, 2016). With regard to participation
in the stabilization of the situation in the Middle East, Spain has long been neutral,
refraining from military operations in favor of assistance in the training of soldiers. g
y p
g
However, the Russian Federation began to pay more attention to the causes and
conditions of terrorism, as well as preventive measures, while Spain in the new
counter-terrorism strategy focused on the processes of de-radicalization, paying
great attention to former members of ISIS and Al-Qaeda, who are returning from
conflict zones, prisons, where petty criminals become radical. 4. Russia-Spain Cooperation to Counter-Terrorism: Challenges and Legal
Approaches Among common initiatives realized between Russia and Spain it is worth to mention
the establishment of a joint cybersecurity group to prevent diplomatic relations from
being damaged by the results of misinformation (The Moscow Times, 2018). On the one
hand, this agreement intensifies cooperation in information technologies security on the
territory of two countries, on the other hand, there is a danger that the Russian-Spanish
project may enter into a confrontation with the EU policy of sanctions. Regarding the
confrontation between Moscow and Brussels, the Spanish leadership takes a generally Bokeriya, S. Polít. Soc. (Madr.) 56(3) 2019: 737-756 748 neutral attitude, refraining from sharp statements and relying on possible positive
developments in the general format of Russia-EU relations. The Foreign Policy Concept of Russia defines anti-terrorist measures as major
national concern and key priority in the international security vector. Condemning
all terrorist acts in all their formats, Russia actively participates in promoting the
idea of joining efforts of all countries and of the world community to prevent this
threat, including a liquidation of sources of the terrorist organizations financing
(Foreign Policy Concept of the Russian Federation, 2016). Table 1. Ranking of Russia and Spain according to the Global Terrorism Index for 2012-2018
Country
Year
2012
2014
2015
2016
2017
2018
Russian Federation
9
11
23
30
33
34
Spain
45
69
65
89
85
50
Total number of countries
158
162
162
163
163
163
Source: Global Terrorism Index reports (2012-2018), economicsandpeace.org Table 1. Ranking of Russia and Spain according to the Global Terrorism Index for 201 Ranking of Russia and Spain according to the Global Terrorism Index for 2012-2018 Source: Global Terrorism Index reports (2012-2018), economicsandpeace.org The Criminal Code of the Russian Federation specifies terrorism as “the carrying
out of an explosion, arson or other actions intimidating the population, and
creating the threat of human death, of infliction of significant property damage or
the onset of other grave consequences, for the purpose of influencing the taking
of a decision by authorities or international organizations, and also the threat of
commission of the said actions for the same purposes” (Criminal Code of Russia,
1996). As for the Criminal Code of Spain (1995), it does not have an official
interpretation of terrorism, but this term is often used within the context of
criminal offence or threat. 4. Russia-Spain Cooperation to Counter-Terrorism: Challenges and Legal
Approaches The National Security Strategy of Spain 2013 considers terrorism among one of
the 12 threats to national security together with cyberattacks, armed conflicts and
organized crime. It includes the following definition of terrorism: “A direct threat
to the life and security of citizens; it aims to undermine our democratic institutions
and jeopardises our vital and strategic interests, infrastructures, supplies and critical
services. Preventing, impeding and defeating terrorism, whatever its origin, is a
priority aim of the Government” (The National Security Strategy of Spain, 2013). As can be seen, Russia and Spain understand terrorism not just as a complex threat
to security, but as a criminal offence as well. In 2006 in Madrid Russia and Spain formulated a joint vision of terrorism
which was stated by V. Putin, the President of Russia, and J.L.R. Zapatero, former
Prime Minister of Spain: “Terrorism is one of the most serious threats to
international peace, security and stability, social and economic development of all
countries; it aims to destroy coexistence, mutual understanding, and enrichment of
civilizations, cultures, and nations. Any attempts to identify terrorism with any
particular nation, culture, or religion, shall not be tolerated. Terrorism is a violation Bokeriya, S. Polít. Soc. (Madr.) 56(3) 2019: 737-756 749 of the fundamental human rights, most significantly, of the right to life and the
right to live without fear” (Ministry of Foreign Affairs of the Russian Federation,
2006). The mutual understanding of terrorism as a threat and a destabilization in
the world was adopted on a bilateral level, together with the special accent to the
human rights and fundamental freedoms protection. g
p
The Russian national anti-terrorism legal system is more extensive, as compared
to Spain. Russia ratified over 40 legal documents dedicated to counter-terrorism
and extremism aspects (the President’s Decrees, Federal Laws, Government
Regulations, and Codes). Spain adopted 11 documents (Committee of Experts on
Terrorism, 2013). The Russian legislation in this area is characterized by a larger
scope of legal documents referred to counter-terrorism and extremism measures,
while in comparison, the Spanish laws are aimed at fighting local terrorism of a
nationalist nature (Gómez Abeja, 2018). The Federal Law “Concerning the
Combating of Terrorism” (2006) and Counter-Extremism Strategy of the Russian
Federation up to 2025 (2014) are addressed to the analysis of “the extremist
activity of nationalist, religious, ethnic, or other organizations and structures”,
which destabilize domestic political and social environment of the state. p
Art. 4. Russia-Spain Cooperation to Counter-Terrorism: Challenges and Legal
Approaches 3 of the Federal Law determines terrorism as “the ideology of violence and
practice of influence on decision-making by public authorities, local self-
government bodies or international organizations related to frightening the
population and/or other forms of unlawful violent actions” (Federal Law
“Concerning the Combating of Terrorism”, 2006). Spain does not have a separate
law regarding the combating of terrorism, but anti-terrorism issues, and penal
measures for terrorist crime are listed in the Criminal Code of Spain, including
sanctions as well as the terms and conditions of declaring any act as a terrorist
attack (Criminal Code of Spain, 1995). Counter-terrorist pact signed in 2000 is the
agreement between the leading Spanish parties to avoid using counter-terrorism
methods for political privileges. Besides, Spain has the National Security Law
presenting the national security in various aspects, and adopting it for government
entities, civil society, etc. ,
y,
Basis of the Russian-Spanish relations comprises over 50 interstate,
intergovernmental, and interdepartmental agreements. A number of them can be
accessed on the website of the Russian embassy in Spain. Since 1990s a number of
the legal framework of cooperation with regard to mutual assistance in counter-
terrorism, organized crime, and drug traffic efforts (Embassy of the Russian
Federation in Madrid, 2017) have emerged. From 1994 to the present day 8
agreements with regard to counteraction of terrorism were implemented, and 2 of
them (1996 Treaty on rendering legal assistance in criminal matters and also the
1999 Agreement between the Government of the Russian Federation and the
Government of the Kingdom of Spain on cooperation with regard to informatization
matters), while being of great importance with regard to the counter-terrorist agenda,
are approved but are not working, as is stated on the website of the MFA of Russia
(The Ministry of Foreign Affairs of the Russian Federation, 2017). Despite the
prioritization of the threat on the part of these two countries in relation to domestic
and foreign policy, considering the scope of the threat, few counter-terrorist
agreements and contracts have been implemented. The foregoing does not
correspond to the current interaction potential between the states. 750 Bokeriya, S. Polít. Soc. (Madr.) 56(3) 2019: 737-756 Agreement between the Government of the Russian Federation and the
Government of the Kingdom of Spain for crime control (1999) marked a new
collaboration stage between the countries. 4. Russia-Spain Cooperation to Counter-Terrorism: Challenges and Legal
Approaches The purpose of this Agreement was
development and acceleration of the efficiency of two-sided cooperation with
regard to security. A relevant Road map was adopted in July 1999. It included
mechanisms of mutual exchange of information, the cooperation with regard to
prevention, investigation, and combating with organized criminal activity, and on-
site training, including sharing experiences related to successful problem solving
by the law enforcement agencies. y
g
The establishment of the Russian-Spanish interdepartmental anti-terrorism
working group in 2004 serving as the platform for an open dialogue, drawing up of
joint arrangements, and elaborating of bilateral initiatives, became a striking
example of willingness to eradicate terrorism together. Cooperation with regard to
counter-terrorism efforts intensified through latest meetings and conferences of the
official circles: i.e. the meeting of the Russian-Spanish anti-terrorism working
group in May 2015 in Madrid; in 2016 this meeting took place in Moscow under
co-chairmanship of O.V. Syromolotov, Deputy Minister of Foreign Affairs of the
Russian Federation, and Mr. E. Mora Benavente, Director-General for Foreign
Policy and Security of Spain. y
y
p
Russia and Spain support the principles of the UN anti-terrorism conventions,
strategies and protocols, promote counter-terrorism efforts within the European
Union. In particular, both countries welcomed ratification of the International
Convention for the Suppression of Acts of Nuclear Terrorism (2005), the Council
of Europe Convention on the Prevention of Terrorism (2005), and the Security
Council resolutions 1566, which organized a working group for practical measures
consideration to be applied to the involved in terrorist activity apart from Al-Qaeda
and the Taliban, and the Security Council resolution 1624 criminalizing abetment
to terrorist attacks. The cooperation of the two-sided Russian-Spanish has been drawn up by
similarity of points of view with regard to the key anti-terrorist issues; both
countries have certain differences in terms of the approaches to the formation of a
relevant national legal system, which affected the bilateral legal base which is in
need of improvement. Best domestic counter-terrorism practices may be used in
bilateral cooperation. However, much is to be done by Russia and by Spain in order
to achieve the level of counter-terrorism cooperation for further strategic
partnership. It also seems advisable to activate exchanging of best practices as well
as information with this regard. 5. Conclusion Within the context of the growing threat of terrorism influencing over the
international security, three major tendencies may be emphasized: the UN counter-
terrorism strategy fails to achieve optimum effect in fighting international
terrorism; the international legal counter-terrorism framework is being functioning
in the lack of a unified approach to the terminology of terrorism; the level of
international cooperation between the countries doesn’t correspond the
transnational character of terrorism; conflicts with regional and international
dimensions in Libya, Afghanistan, Iraq, Syria have been going on for a long time. This is used by terrorist groups— not only those involved in internal conflicts, but
also more and more foreign terrorist groups. The changeable context of the international security resulted in the idea of
human protection from interrelated challenges of the globalized world. In this
line, international control over terrorism is possible via using an “all-of-
government”, “all-of-society” and “all-of-UN” approach. Government
participation in counter-terrorism performs a key function in normalizing the
relations within the system of regional, multinational, and international
interaction in the formats of adopting agreements, developing road maps,
concepts and strategies and realizing anti-terrorist projects. The events in Ukraine and the EU sanctions started in 2014 have a negative
influence on bilateral relations between Russia and Spain, both from an economic
point of view and in terms of cooperation in the sphere of countering terrorism. Despite the fact that many European countries, such as Italy, Greece, Austria,
Hungary, Spain and others, are experiencing significant disruptions in their
economies because of the response of Russian counter-sanctions, they will not be
able to soften or at least partially mitigate them. In the light of freezing of
political dialogue between Russia and the West, there is a real risk that the
common distrust can have a negative result in combating global terrorism. Disunity, lack of coordination of actions becomes another threat to each country,
as well as the whole world. These factors are beneficial for terrorists and their
destructive plans. The policy of confrontation in relations with Russia, whose
participation is necessary to solve many international problems, should be
replaced by the logic of cooperation. p
y
g
p
Counter-strategy needs the same integrated system of reaction. 4. Russia-Spain Cooperation to Counter-Terrorism: Challenges and Legal
Approaches g
A comparative analysis of approaches, terrorist threats and radicalization in
Russia and Spain leads to two key conclusions: 1) Despite the fact that Russia was more susceptible to terrorist attacks after the end
of the Cold War, the EU pays more attention to the topic of de-radicalization,
preventive and non-military measures to counter extremism and terrorism. 1) Despite the fact that Russia was more susceptible to terrorist attacks after the end
of the Cold War, the EU pays more attention to the topic of de-radicalization,
preventive and non-military measures to counter extremism and terrorism. 2) Despite the existing obstacles in the bilateral cooperation between Russia and
Spain (sanctions, an atmosphere of mistrust, the problem of human rights
violations and data collection), commonality in understanding the seriousness of
the terrorist threat, as well as a comparable level and similar type of threat for the Bokeriya, S. Polít. Soc. (Madr.) 56(3) 2019: 737-756 751 two countries can become the basis and catalyst of the Russian-Spanish
interaction on anti-terror. two countries can become the basis and catalyst of the Russian-Spanish
interaction on anti-terror. 5. Conclusion The absence of a
unified approach to terrorism terminology regarding international terrorism,
terrorist attack and terrorism on an international level, problems with adopting
national legal frameworks to the international legislation catalyzes the development
of new, and more effective counter-terrorism formats and intensifies networking on
local, regional, and international levels that might provide a chance to stay a step
ahead of terrorist plans rather than to take post factum measures. p
p
Taking into account, that the core responsibility for countering terrorism rests
with sovereign states, development of Russia-Spain strategic collaboration in Bokeriya, S. Polít. Soc. (Madr.) 56(3) 2019: 737-756 752 combating terrorism intensifies multipartite interaction in this area. However,
despite of the accumulated experience in various spheres, the bilateral counter-
terrorism legal framework does not correlate with the current cooperation potential
between Russia and Spain, and requires further updating. p
q
p
g
As for future forecasts, first, the establishment of a bilateral dialogue between
Russia and Spain, including a successful cooperation in the fight against terrorism,
which will depend on solving the problem of sanctions and counter-sanctions. To
make predictions on this issue is quite difficult, as some researchers believe that the
EU at this stage faces a choice: to support Russia and thus go against US policy or
continue to follow the policy of Washington (Emelina, 2016). Secondly, the effectiveness of Russian-Spanish cooperation in the field of
counter-terrorism will most likely be determined by the interest of the two
countries in exchanging best practices in this area. For example, Russia could learn
from the experience of working with victims of terrorism, while Spain could
benefit from Russia’s experience of living closely and interacting with a large
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Amnion Epithelial Cells as a Candidate Therapy for Acute and Chronic Lung Injury
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Stem cells international
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Hindawi Publishing Corporation
Stem Cells International
Volume 2012, Article ID 709763, 7 pages
doi:10.1155/2012/709763
Review Article
Amnion Epithelial Cells as a Candidate Therapy for Acute and
Chronic Lung Injury
Ryan J. Hodges, Rebecca Lim, Graham Jenkin, and Euan M. Wallace
The Ritchie Centre, Monash Institute of Medical Research and Department of Obstetrics and Gynaecology, Southern Clinical School
and Monash Medical Centre, Monash University, 246 Clayton Road, Clayton, VIC 3168, Australia
Correspondence should be addressed to Euan M. Wallace, euan.wallace@monash.edu
Received 19 December 2011; Revised 8 February 2012; Accepted 15 February 2012
Academic Editor: Markus Hengstschläger
Copyright © 2012 Ryan J. Hodges 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.
Acute and chronic lung injury represents a major and growing global burden of disease. For many of these lung diseases, the
damage is irreparable, exhausting the host’s ability to regenerate new lung, and current therapies are simply supportive rather than
restorative. Cell-based therapies offer the promise of tissue regeneration for many organs. In this paper, we examine the potential
application of amnion epithelial cells, derived from the term placenta, to lung regeneration. We discuss their unique properties of
plasticity and immunomodulation, reviewing the experimental evidence that amnion epithelial cells can prevent and repair lung
injury, offering the potential to be applied to both neonatal, childhood, and adult lung disease. It is amazing to suggest that the
placenta may offer renewed life after birth as well as securing new life before.
1. Introduction
Chronic lung diseases, in both children and adults, are
leading causes of morbidity and mortality worldwide, estimated to account for about 10% of global mortality [1]. It
has been estimated by the World Health Organization that,
by 2030, chronic lung disease, mainly caused by tobacco
smoking, occupational irritant exposure and pollution, will
become the third most common cause of death worldwide
[1]. However, mortality is just the tip of the iceberg. A
recent economic analysis of the burden of chronic lung
disease in Australia revealed that almost 1 in 5 adults aged
40 or older have chronic obstructive pulmonary disease
(COPD) to some degree, with half of these individuals having
advanced disease [2]. The estimated financial cost of COPD
in Australia in 2008 was nearly $9 billion. Further, chronic
lung disease does not only affect adults. About 1 in 80
children aged under 10 suffer morbidity from COPD. In
particular, over recent decades advances in perinatal care
have greatly improved the survival chances of very preterm
babies, principally through the reduction of acute respiratory
distress syndrome (RDS) by antenatal corticosteroids and
postnatal surfactant therapies [3, 4]. However, almost a
third of these survivors develop chronic neonatal lung
disease, so called bronchopulmonary dysplasia (BPD), a
disease with the consequent long-term burdens of childhood
respiratory dysfunction and neurodevelopmental delay [5].
Unfortunately, both neonatal BPD and adult COPD have
an important feature in common. Neither have an effective
treatment.
Accordingly, together, these childhood and adult chronic
lung conditions represent a significant and growing burden
of disease for which there is no targeted intervention that
might restore lung function and thereby reduce morbidity
and mortality. However, while the causes of childhood and
adult COPD differ, the fundamental lung injury is similar—
chronic inflammation, fibrosis, and scarring [6–8]—and
the clinical end result—loss of functional lung tissue—
is identical. As such these chronic lung diseases may be
amenable to regeneration, which may be afforded by cellbased therapies. In this paper we review the recent advances
in the application of placenta-derived cells as a potential
therapy for human lung disease. Specifically, we will review
the unique properties of amnion, the effect of amnion cells
on different models of lung injury and explore the likely
mechanisms of action of amnion cells in lung repair with a
view to human clinical trials.
2
2. Unique Therapeutic Properties of Amnion
Epithelial Cells
At the first international workshop on placenta-derived stem
cells, convened in Brescia, Italy in 2007, two key properties
of placental cells that make them attractive for regenerative
medicine were highlighted: plasticity and immunomodulation
[9]. Human amnion epithelial cells (hAECs) are a subset
of placental-derived stem cells that display both of these
key features and, perhaps, possess advantages over the other
populations of stem cell-like cells in the placental tissues.
First, the amnion itself is derived from the embryonic
epiblast prior to gastrulation. This is important because
cells derived from the epiblast prior to gastrulation are
thought to retain multipotent memory or plasticity, reflecting
the capability of the epiblast itself to differentiate into
the ectoderm, endoderm, and mesoderm of the definitive
embryo. Thus, at least theoretically, amnion cells should
be capable of differentiation down each primary lineage.
Over the past 6 years or so we, and others, have carefully characterized human amnion epithelial cells (hAECs),
defining cell types and asking whether they share any
transcriptional factors with embryonic stem cells that might
confer pluripotentiality. First, cells isolated from amniotic
membranes by simple digest are essentially exclusively
epithelial cells [10]. These human amnion epithelial cells
(hAECs) do not express mesenchymal or haematopoietic cell
markers and differ from cells derived from amniotic fluid
in early to midpregnancy [10–12]. This distinction between
amniotic membrane-derived amnion epithelial cells, and
amniotic fluid stem cells is that the former are a pure
population of epithelial cells while the latter are a mixed
cell population of mesenchymal, stromal, and epithelial cells.
This difference is important to keep in mind when assessing
possible therapeutic and regenerative medicine applications
for each of these cell populations, as will be discussed later.
However, while hAECs are all epithelial cells they are still a
heterogeneous population of epithelial cells with diverse cell
marker expression. Importantly, these cell lineage markers
include early “stem cell” markers such as the POU domain,
class 5, transcription factor, Nanog homeobox; SRY-2 box,
the stage-specific embryonic antigen-4 (SSEA4) [10, 13]. For
example, in one report 44% of hAECs expressed SSEA4,
5–15% of cells expressed Oct-3/4, and 5–15% expressed
Nanong and/or Sox-2 [10]. Consistent with the expression
of such early lineage markers, the differentiation repertoire
of hAECs has been confirmed in vitro using various techniques (phenotypic, mRNA expression, immunocytochemical, and/or ultrastructural characteristics), demonstrating
that hAECs derived from term placental membranes can
be successfully differentiated into cardiomyocytic, myocytic,
osteocytic, adipocytic (mesodermal), pancreatic, hepatic,
lung (endodermal), neural, and astrocytic (neuroectodermal) cells [13, 14]. With regard to the lung, hAECs express
thyroid transcription factor or Nkx 2.1 mRNA, one of
the earliest lineage markers of the developing lung that
is essential for branching lung morphogenesis and type II
alveolar cell formation [14].
Stem Cells International
However, while hAECs express many markers of early
stem cells, they are not omnipotent like embryonic stem
cells. Indeed, there are a number of key differences between
hAECs and embryonic stem cells that suggest that hAECS
may be more suitable for clinical application. For example,
unlike embryonic stem cells (ESCs) and human induced
pluripotent stem (IPS) cell lines [15, 16], hAECs do not
form teratomas when injected into the testes of mice with
severe combined immunodeficiency (SCID) [13, 17] and
they maintain a normal karyotype and cell cycle distribution
with telomere stability over prolonged in vitro passaging
[10]. These observations suggest that the more limited
pluripotency displayed by hAECs, compared with ESCs or
IPS cells, will pose less risks for in vivo tumour formation
after-transplantation than those other stem cells. Furthermore, hAECs express no, or very little, class IA and class II
human leukocyte antigens (HLAs) [13, 18]. In fact, likely
reflecting their functions during pregnancy, hAECs express
the immunosuppressive human leukocyte antigen G (HLAG) that confers a degree of immune privilege by suppressing
NK cells, inducing apoptosis of activated CD8+ T-cells and
inhibiting CD4+ T cell proliferation [18, 19]. Such findings
are consistent with promoting maternal tolerance of a fetal
allograft (including its membranes) for the nine months of
human pregnancy. Such a property might also suggest a low
risk of tissue rejection when given therapeutically. So far this
indeed appears true. Following xenotransplantation hAECs
can survive for prolonged periods in immune competent
monkeys, rabbits, guinea pigs, rats, and swine without
immunorejection, albeit without confirmed in vivo differentiation [19–22]. In one study hAECs transplanted into
neonatal swine and rats resulted in human microchimerism
in various organs and tissues without immune clearance
[19]. Furthermore, hAECs injected into healthy human
volunteers did not elicit any clinical signs of acute rejection
and recipients did not produce antibodies against HLA
antigens [23]. However, while undifferentiated hAECs do
not express HLAs, apart from HLA-G, it would appear
that as they are made to differentiate, at least in vitro, this
immune privileged state may be lost. For example, recently
we showed that, following differentiation into hepatic and
pancreatic lineages, significant numbers of hAECs began to
express Class IA, but not Class II HLA [13]. The clinical
significance of this finding for future cell transplantation
remains unclear but suggests that cells differentiated in vitro
prior to transplantation may be less suitable for allogeneic
use than primary undifferentiated cells. We will revisit this
theme later.
3. Endogenous Lung Stem Cells
Before any discussion of stem-cell-mediated lung repair, it
is useful to distinguish the roles and activities of exogenous
stem cells, such as hAECs, from those of resident endogenous
lung stem cells. While the very slow natural turnover
of lung and bronchial epithelia and the multiple distinct
anatomical zones of the lung have made the identification
of lung stem cells difficult [24–26], a number of different
resident lung stem or progenitor cells have been identified
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[27, 28]. It is thought that each of these progenitor cell
niches provides specific repair mechanisms for the different
parts of the respiratory tract and that different injuries may
trigger differential responses from the various progenitor cell
populations [25, 27, 28]. Specifically, distinct progenitor cells
have been identified in the proximal trachea, the bronchi,
the bronchioli, the bronchiolar-alveolar junction, and the
alveoli [24, 25, 28]. Of these various lung progenitor/stem
cells, specialized nonciliated airway epithelial cells called
Clara cells, or variant Clara cells, respond to airway injury
by replenishing the ciliated epithelium, particularly in the
bronchioli and at bronchiolar-alveolar junction, while alveolar type II (ATII) cells are thought to be the principle
repair mechanism in the alveoli [25, 26, 28]. With regard
to exogenous stem cells and lung repair, the endogenous
“resident” lung progenitor/stem cells are likely to be important. As will be discussed later, while it was initially thought
that exogenous stem cells affected lung repair by integrating
into the damaged epithelium and differentiating into lung
cells, it is more likely that the principal mechanism whereby
they effect repair is via immunomodulation [29] and by
supporting endogenous lung stem cell activity. Indeed, while
the lung contains its own population of resident endogenous
stem cells, it is thought that their regenerative efforts become
exhausted during severe injury, leading to both acute and
chronic respiratory embarrassment. It is this feature that
makes the lung a particularly receptive organ for exogenous
cell therapy.
4. Amnion and Models of Lung Injury
The first report of using amnion cells for repairing lung
injury was by Carraro and his colleagues [30] who used
amniotic fluid stem cells (hAFSCs) obtained from amniocentesis in midpregnancy. They assessed this mixed population
of cells that included hAECs, other epithelial cells, and
mesenchymal cells with regard to their reparative abilities
in two different murine models of lung injury. First,
they demonstrated that hAFSCs could engraft into mouse
embryonic lung explants in vitro and differentiate into a
lung-type cell, as evidenced by the expression of thyroid
transcription factor 1 (TTF1). Then, to assess the ability of
hAFSCs to repair alveolar lung injury they administered the
cells to mice following short-term hyperoxia. The hAFSCs
migrated to the distal lung and expressed both TTF1 and
the type II alveolar cell product surfactant protein C. Next,
hAFSCs were administered to mice which had undergone
naphthalene lung injury. Naphthalene targets Clara cells in
the airways. As with the hyperoxia alveolar injury model,
the hAFSCs trafficked to the sites of injury—this time in a
bronchoalveolar junction and bronchial distribution rather
than the alveoli—and expressed the Clara cell 10 kDa protein. This first report highlighted two key properties of cells
derived from amniotic fluid: their ability to track to specific
sites of injury and their plasticity to respond specifically to
the nature of the lung insult itself, differentiating into the
cell type that had been injured. Importantly, while the origin
of these cells was from a mixed population isolated from
3
amniotic fluid, the cells had been sorted by c-kit positivity—
a stem cell marker—and derived from clonal cultures to
further select for stem cell-like behaviour. Therefore, it was
not surprising that the cells displayed pluripotency. However,
in neither of the two injury models was there evidence
of amelioration of injury. This suggests that integration
and differentiation in vivo are not sufficient for exogenous
stem cells to effect repair. Furthermore, translating this cell
therapy into clinical practice may have some limitations.
The cells were derived from amniotic fluid by amniocentesis,
selected by c-kit expression and then expanded and purified
through clonal isolation. Such a source is not likely to be
a ready source of sufficient cells for widespread application
because amniocentesis is an invasive procedure that carries a
risk of miscarriage. It is unlikely that women will be prepared
to expose their pregnancy to such risks for the benefits of
others. It is also unlikely that sufficient numbers of cells will
be able to be derived for widespread application, although
expansion would be feasible.
Utilising placentae from term births is one strategy
to circumvent these problems entirely. Cargnoni and her
coworkers [31] transplanted a mixed population of fetal
membrane-derived cells from the amnion and chorion from
both allogeneic and xenogeneic (50% human mesenchymal
cells, 50% hAECs) sources, to a murine bleomycin model
of adult idiopathic pulmonary fibrosis (IPF). Importantly,
unlike the amniotic fluid derived cells used by Carraro and
colleagues, the cells used by Cargnoni were primary cells
that had not been selected for either c-kit expression or
clonal activity. Bleomycin produces many of the histological
hallmarks of IPF such as intra-alveolar buds, mural incorporation of collagen, and obliteration of the alveolar space
[32]. Both allogeneic and xenogeneic populations of mixed
primary cells, administered either systemically or intraperitoneally, mitigated lung fibrosis to a similar extent and
markedly reduced neutrophil infiltration, a key prognostic
determinant of IPF. Persistence of both cell populations was
detected in the lung 14 days after administration confirming
engraftment, albeit without confirmed differentiation into
a lung phenotype. Indeed, it is unclear if engraftment is
even essential for their therapeutic effect. The same group
had earlier demonstrated microchimerism in the lung at 90
days only by PCR after intraperitoneal injection of a similar
xenogeneic population of cells. That finding suggests that the
significance of the engraftment seen in the second study was
likely to be modest [19, 31].
Extending these early reports, Moodley and colleagues
[14] also used the bleomycin model of lung injury in
SCID mice with the aim of examining differentiation of
the cells into lung phenotypes in more detail. In this study
a pure population of primary, unselected hAECs derived
from term placental membranes were used. First, primary
undifferentiated hAECs were cultured in small airway growth
media (SAGM), known to induce differentiation of umbilical
mesenchymal cells and embryonic stem cells into type II
pneumocytes [33, 34], to explore whether hAECs could
be directed down an alveolar epithelial phenotype lineage.
After prolonged culture in SAGM, hAECs appeared to
4
partially differentiate into lung cells, producing surfactant
proteins A, B, C, D and displaying ultrastructural evidence
of lamellar bodies, an organelle of type II pneumocytes.
Further, these cells responded to a glucocorticoid trigger and
were capable of secreting surfactant D [14]. None of these
features were present in freshly isolated hAECs. Primary,
undifferentiated hAECs (lacking surfactant proteins) were
also injected intravenously into bleomycin treated SCID
mice and were shown to engraft and produce all surfactant
proteins [14]. This suggested an ability of primary hAECs
to differentiate into lung cells in vivo—similar to the
observations made by Carraro of selected and purified
amniotic derived cells [30]. However, unlike the amniotic fluid derived cells, hAEC administration significantly
reduced bleomycin-induced lung fibrosis and inflammation [14]. Specifically, levels of pro-inflammatory cytokines
were reduced (monocyte chemo-attractant protein-1, tumor
necrosis factor-alpha, IL-1 and IL-6) and anti-inflammatory
cytokines were increased (IL-10 and macrophage migration
inhibitory factor). Expression of the profibrotic cytokine
transforming growth factor-beta was also reduced by hAECs
administration. In keeping with these cytokine changes,
lung collagen content was reduced, reported to be a consequence of increased action of matrix metalloproteinase2 and down-regulation of the tissue inhibitors of matrix
metalloproteinase-1 and 2 consistent with lung repair.
hAECs also seemed to reduce established fibrosis in one
small group of mice, with a reduced collagen content
confirmed with the delayed administration of hAECs two
weeks after the bleomycin insult. This comprehensive study
demonstrated that a pure population of primary hAECs
derived from term placenta after completion of a pregnancy
had the ability to prevent and repair acute lung injury
induced by bleomycin. The authors suggested that the cells
exerted these affects via modulation of the host response to
injury and by in vivo differentiation [14].
However, while subsequent studies have confirmed the
injury prevention abilities of hAECs, they have cast some
doubt on the mechanisms by which hAECs effect this.
Using the bleomycin model of lung injury, Murphy et al.
[29] advanced the field by the administration of a pure
population of undifferentiated hAECs to immune competent, as opposed to immune compromised, mice. In this
study, intraperitoneal administration of hAECs 24 hrs after
bleomycin administration decreased lung fibrosis, evidenced
by reduced collagen deposition and alpha-smooth muscle
actin, and decreased lung inflammation and the expression
of proinflammatory cytokines [29]. Moving one step further,
this was to the first study to demonstrate that the mitigation of structural lung injury by hAECs was associated
with a partial restoration of physiological lung function,
as assessed by whole body plethysmography. However, in
contrast to the previous studies—all performed in immune
compromised mice—Murphy and his colleagues were unable
to demonstrate any engraftment of hAECs in the lung [29].
Based on this observation, some doubt was cast on the likely
mechanism(s) by which hAECs may work.
Stem Cells International
5. Mechanisms of Action of hAECs: Engraftment
versus Immunomodulation
It is fair to say that, at present, there remains some uncertainty about the primary mechanism(s) by which hAECs
affect lung injury prevention/repair. Specifically, whether
in vivo engraftment and differentiation are necessary or
whether modulation of the host response to injury that
then reduces inflammation and fibrosis, either directly or
indirectly, is key. At this stage it would appear that the latter is
the more likely. Our recent report [29] clearly demonstrated
that hAECs can exert a reparative effect without the need for
engraftment or differentiation and the work of Carraro and
his colleagues showed that engraftment and differentiation
per se was not sufficient for injury prevention/repair [30].
The apparent inconsistencies between studies regarding
whether in vivo integration and differentiation of hAECS
following injury actually occurs may be explained by the
methods used to identify hAECs in vivo. Murphy et al. [29]
chose fluorescence-activated cell sorting (FACS) with gating
applied to exclude dead cells to detect only live resident
human cells. Previous studies relied on PCR or in situ
hybridization for human DNA or immunohistochemistry.
These latter methods are all unable to discern living from
dead cells [14, 30, 31] and so it is possible that those
studies were simply reporting dead cells. Of course, this does
not explain the in vivo identification of surfactant proteinexpressing hAECs [14]. Nonetheless, we have suggested that
the primary mechanism of injury repair in their study was
likely to be paracrine signaling to the surrounding tissues
to reduce proinflammatory and profibrotic mediators [29].
This is consistent with previous reports of a beneficial
effect of amnion where cellular differentiation has not
been confirmed, such as in brain ischaemia, Parkinson’s
disease, spinal cord injury, myocardial ischaemia, critical
limb ischemia, burns and skin wounds [20, 35–39].
The exact identity of antiinflammatory and anti-fibrotic
factors that might be released by amnion cells remains to
be elucidated. However, the ophthalmology literature has
described for some time the beneficial effect of amnion for
corneal ulcers mediated through a reduction in HLA Class
II antigen presenting cells at the site of injury, reduction
in apoptosis and inflammation [40]. This literature suggests
hAECs are able to inhibit the chemotactic migration of
neutrophils and macrophages to the site of injury, possibly
via MIF and suppression of IL-1α, IL-1β, and proteinase
[41], similar to that shown by Moodley et al. [14]. Indeed,
hAEC-induced suppression of macrophage and neutrophil
migration into the injured lung has been a consistent finding
[29, 31]. This is supported by the observation that hAECs
decrease macrophage migration in vitro [42]. That hAECs
modulate macrophage and/or neutrophil migration is likely
to be important in the context of lung injury because both
macrophages [43] and neutrophils [44] play important roles
in mediating such injury. In this regard, very recently we
showed that hAECs were unable to mitigate bleomycininduced lung injury in SP-C knock-out mice [42]. This strain
of mouse is known to have deficient macrophage function
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with macrophages unable to switch from an M1 (profibrotic) phenotype to an M2 (reparative) phenotype. We
suggested that this observation was consistent with hAECs
exerting their reparative effects via macrophages rather than
directly [42].
Of course, hAECs may operate through other mechanisms too. For example, they express the anti-inflammatory IL-1 receptor antagonist, IL-10, collagen XVIII, thrombospondin-1 and all four tissue inhibitors of metalloproteinase (TIMPs) [45]. Apoptosis of leucocytes has been
reported and hAECs express apoptosis-inducing genes Fas
L, TNF, and TRAIL [41, 46]. Furthermore, there is evidence
to support an anti-angiogenenic effect through release of
endostatin, TSP-1 and TIMPs and the antibacterial protein
lactoferrin [47]. The relative contributions of these pathways
to amnion cell-mediated tissue repair will clearly require a
considerable amount of working through.
In relation to fibrosis, human corneal and limbal fibroblasts grown on the matrix surface of amniotic membranes
displayed marked down regulation of TGFβ-signalling system with decreased expression of TGFβ-1, β-2 and β-3 isoforms and reduced expression of TGF-Receptor II preventing
fibroblast activation into myofibroblasts [48]. Furthermore,
amniotic membrane is also capable of reversing already
differentiated myofibroblasts back into a fibroblast phenotype, which may be particularly useful for ameliorating
more established disease [49]. Since TGF-β signalling plays a
central role in pulmonary fibrosis [50] the ability of hAECs to
decrease TGF-β signalling and prevent fibroblast activation
is likely to be an important effector mechanism in their
reparative properties.
6. Towards Clinical Trials
Before hAECs can be effectively translated into a future
cellular therapy for lung injury a number of questions need
resolving. It would be useful if the identity of the antiinflammatory and antifibrotic signaling pathways at play are
characterized. It may be possible that these pathways can
be manipulated pharmacologically rather than necessitate
cell delivery. In this way, the reparative abilities of hAECs
would have been used to develop new drug-based therapies
by revealing the key pathways that need targeting. However,
such an endeavour will be considerable and more immediate
therapy may be afforded by simply administering cells. If
this is the case then it will also be necessary to determine the optimum cell type for transplantation, whether
that be undifferentiated hAECs, or hAEC-derived partially
differentiated lung progenitor cells, or even a mixed cell
population. As detailed earlier, the hAECs used in the studies
to date have been unselected, primary cells—a heterogeneous
population of epithelial cells. It is possible that only a subset
of these cells are reparative and that by identifying and
purifying those cells more effective regenerative therapies
can be developed. Of course, it is also possible that it
is the heterogeneous nature of the population that is a
key attribute of the therapy, providing diverse cells to
undertake diverse roles at different stages of tissue injuryrepair-resolution. If this is so then purified subpopulations
5
of cells may prove to be less, rather than more, effective. It
is also unknown whether both undifferentiated and partially
differentiated cells equally effect immunomodulation. This
would be important to define before embarking upon clinical
trials. From a pragmatic perspective, regulatory authorities
are more likely to approve primary, unmanipulated cells than
cells that have undergone extensive purification, selection,
and differentiation. However, if differentiated cells are more
effective then these should form the basis of future therapies.
With regard to regulatory approval and cell handling,
it will also be necessary for future studies to adhere to
good manufacturing practice (GMP) processes suitable for
clinical use, as has already been described [10, 51], to readily
ensure standardization and clinical applicability moving
forward. Should hAECs prove useful clinically, such standardization will be a foundation of cell banks. We believe
that while autologous use of hAECs may offer a safe first
step application, for example in preterm neonates with
bronchopulomonary dysplasia [26], ultimately widespread
use of hAECs will require the development of biobanks of
high quality cells for allogeneic application, most likely in an
alpha clinic setting [52]. The clinics and cell banks will be
necessary simply because the majority of patients do not have
their own amnion cells in storage.
Finally, and possibly most importantly, all of the studies
performed to date have administered hAECs very early
during the injurious process in the lung. There has been
no comprehensive assessment of whether hAECs are able
to repair established and long-standing lung injury. This is
clearly critical because the most common clinical application
of cell therapy for lung disease will be to those individuals
with chronic, established and extensive lung injury. This is
where the current clinical burden lies and where current
therapies desperately fail.
7. Conclusion
There is no question that acute and chronic lung disease
require novel therapies. Preclinical studies have shown that
amnion cells are able to reduce fibrosis and inflammation, and thereby improve lung function. However, several
questions remain unanswered, including whether how these
cells work, whether there are subpopulations of cells that
are most effective, and whether amnion cells are able to
repair established disease. We are indeed hopeful that the
immunomodulatory concert that is present at the maternalfetal interface during pregnancy may soon extend long after
birth to offer new therapies for sufferers of chronic lung
disease.
Acknowledgments
The authors are supported by research funding from the
Australian NHMRC (Project Grants # 491145 and 606483),
the Australian Cystic Fibrosis Research Trust, and the
Victorian Government’s Operational Infrastructure Support
Program.
6
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Bayesian salamanders: analysing the demography of an underground population of the European plethodontid Speleomantes strinatii with state-space modelling
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BMC ecology
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RESEARCH ARTICLE RESEARCH ARTICLE Open Access © 2010 Lindström 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: j.lindstrom@bio.gla.ac.uk
1Boyd Orr Centre for Population and Ecosystem Health Division of Ecology
and Evolutionary Biology Faculty of Biomedical and Life Sciences University
of Glasgow Glasgow G12 8QQ, UK Bayesian salamanders: analysing the demography
of an underground population of the European
plethodontid Speleomantes strinatii with state-
space modelling Jan Lindström1*, Richard Reeve1, Sebastiano Salvidio2 Jan Lindström1*, Richard Reeve1, Sebastiano Salvidio2 Abstract Background: It has been suggested that Plethodontid salamanders are excellent candidates for indicating
ecosystem health. However, detailed, long-term data sets of their populations are rare, limiting our understanding
of the demographic processes underlying their population fluctuations. Here we present a demographic analysis
based on a 1996 - 2008 data set on an underground population of Speleomantes strinatii (Aellen) in NW Italy. We
utilised a Bayesian state-space approach allowing us to parameterise a stage-structured Lefkovitch model. We used
all the available population data from annual temporary removal experiments to provide us with the baseline data
on the numbers of juveniles, subadults and adult males and females present at any given time. Results: Sampling the posterior chains of the converged state-space model gives us the likelihood distributions of
the state-specific demographic rates and the associated uncertainty of these estimates. Analysing the resulting
parameterised Lefkovitch matrices shows that the population growth is very close to 1, and that at population
equilibrium we expect half of the individuals present to be adults of reproductive age which is what we also
observe in the data. Elasticity analysis shows that adult survival is the key determinant for population growth. Conclusion: This analysis demonstrates how an understanding of population demography can be gained from
structured population data even in a case where following marked individuals over their whole lifespan is not
practical. Lindstrom, J. and Reeve, R. and Salvidio, S. (2010) Bayesian
salamanders: analysing the demography of an underground population
of the European plethodontid Speleomantes strinatii with state-space
modelling. BMC Ecology, 10 (4). Lindstrom, J. and Reeve, R. and Salvidio, S. (2010) Bayesian
salamanders: analysing the demography of an underground population
of the European plethodontid Speleomantes strinatii with state-space
modelling. BMC Ecology, 10 (4). http://eprints.gla.ac.uk/25747/
Deposited on: 16 April 2010 http://eprints.gla.ac.uk/25747/
Deposited on: 16 April 2010 Enlighten – Research publications by members of the University of Glasgow
http://eprints.gla.ac.uk Lindström et al. BMC Ecology 2010, 10:4
http://www.biomedcentral.com/1472-6785/10/4 Background Two examples of different possible parameteri-
sations of the Lefkovitch matrix are: It has been suggested that Plethodontid salamanders,
which comprise about 70% of the living urodelan spe-
cies, are a suitable group to use as an indicator of eco-
system health [18,19]. However, long-term studies on
them are scarce [20] and demographic information for
them is mainly based on life table and time series ana-
lyses of few terrestrial species from the USA and Europe
[for a recent review, see [21]]. In general, these studies
suggest that limiting factors, such as moisture, food and
retreat or nesting sites may contribute to density-depen-
dent population regulation [21]. Time series analysis on
a population of the NW Italian Speleomantes strinatii
showed that the population trajectory is stable and that
the population was probably fluctuating near the envir-
onmental carrying capacity [22]. M
M
i
j
0 10
0
0 47
0 50
0 43
0
0
0 09
0 93
0 31
0
0 30
0 26
0
. . . . . . . . . .556
0
0
0 27
0 90
. . ,
(1) (1) corresponding to population growth rates, l, of 0.97
and 0.98 respectively. The medians and 95% confidence
intervals for the expected stable age-structure are 24%
(20%,28%), 27% (22%,31%), and 49% (44%,54%) for juve-
niles, sub-adults and adults, respectively, reproductive
values are 1.18 (0.93, 2.44) and 1.51 (0.92, 5.56) for sub-
adults and adults relative to juveniles (whose reproduc-
tive value is scaled to 1), and the matrix elasticities
(medians and 95% confidence intervals) are As most of the long-term population data on salaman-
ders are from a small number of species, mainly North
American Plethodon and Desmognathus species [e.g. [23,24]], and from a single species of the European
genus Speleomantes [25,26], our understanding of the
population regulation and demography of terrestrial sal-
amanders is rather limited. Here we present an analysis
based on a long-term data set on an underground popu-
lation of Speleomantes strinatii using state-space model-
ling. This approach allows us to take into account both
the inherent stochasticity in the demographic processes,
and the uncertainty in the parameter estimates while
using all of the available data to inform the model fit
[27]. Background of a larger ecosystem [4,5]. Biological properties that
make a species or a taxonomic group attractive for use
as indicators of ecosystem health are, for instance, clear
taxonomy, existing information on basic biology, some
measurable correlations to ecosystem health, limited
mobility, practicality of sampling and relatively low
variability of population fluctuations [5]. The human population relies on ecosystem services for
its maintenance and well-being, and these can only be
produced by functioning ecosystems [e.g. [1,2]]. It has
been argued that conserving nature and thereby retain-
ing ecosystem functions is often vastly more profitable
in economic terms than converting it, for instance, to
forestry or agriculture [3]. Effective ecosystem conserva-
tion requires noticing changes both initially before active
management has taken place and later to assess whether
an employed conservation strategy is adequate. It is not
realistic to have monitoring programmes for everything
so indicator species are often used to gauge the health Once an indicator species has been identified, it is
then necessary to know whether its population is stable,
increasing or decreasing [6-8]. Such assessments are
often based on statistical analyses of long-term popula-
tion trends [9-11]. However, a much more thorough
understanding of the situation can be gained by a more
detailed demographic analysis whenever the extant data
allow, especially when relatively small populations are
considered [12-14]. This is because they are more sensi-
titive to demographic and environmental stochasticity Lindström et al. BMC Ecology 2010, 10:4
http://www.biomedcentral.com/1472-6785/10/4 Page 2 of 9 Page 2 of 9 results indicate that the abundance estimates were reli-
able and should be considered with relatively high confi-
dence as CP ≥0.40 provide “...really good results in the
typical removal study, having N of a few hundred and t
= 3 to 6” [32:108, where t is the number of removal
occasions]. than larger populations and it is therefore important to
understand how changes in population structure trans-
late to changes in population growth rate [8]. Individual
differences, such as age, sex, and condition, can greatly
affect their contribution to population growth and con-
sequently the same population size can lead to different
population trajectories [15,16]. Understanding the evolu-
tionary selection pressures operating in a species also
requires understanding the demography [17]. The demographic parameter estimates are illustrated
in Fig. 1. Background We explicitly model the underlying stochastic pro-
cess, using Markov chain Monte Carlo (MCMC) simula-
tion in a Bayesian framework [28-30]. 0 036
0
0 136
0 136
0 108
0
. . . . 0.002,0.104
0.052,0.198
0.052,0.19
8
0.029,0.217
0.052,0.198
0.278,0.760
0
0 136
0 420
. .
[8]. These results indicate a stable population as the l
value was very close to 1 (median and 95% confidence
interval: 0.95, 0.91, 0.99). At population equilibrium, we
therefore expect half of the individuals among these
three stage-classes to be reproductive adults. This agrees
with the observed population structure, where the over-
all mean proportion of the modelled stage-classes (i.e. juveniles, subadults and adults) was 20%, 27% and 53%,
respectively. The adult stage appears very important to
population growth, having both the highest reproductive
value (1.51) and the highest elasticity of all the matrix
entries (0.42 for adult survival). Results Abundance estimates were obtained for each age class
and sex group in all years (N = 13). Mean capture prob-
abilities (CP) were relatively high ranging from 0.60 to
0.72, and there were no significant differences among
groups (repeated measures ANOVA, F = 1.37, DF = 4, P
= 0.335) or years (repeated measures ANOVA, F = 0.97,
DF = 12, P = 0.492), as noted by Salvidio [31]. There
was no relationship between mean snout vent length
(SVL) and CP (Spearman’s r = 0.10, n = 5, P = 0.87),
but it may be noteworthy that the smallest age group (i. e. first year juveniles) had the lowest CP. Overall these Fig. 1 shows the prior and posterior distributions of
all the estimated population parameters, and Fig. 2A
shows the observed female population sizes, and the
95% confidence intervals on the population sizes when
the population renewal process was simulated using Lindström et al. BMC Ecology 2010, 10:4
http://www.biomedcentral.com/1472-6785/10/4 Lindström et al. BMC Ecology 2010, 10:4 Page 3 of 9 0
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(A) j1
(B) j2
(C) p1
(D) s
(E) p2
(F) a
(G) f
0
0.2
0.4
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Figure 1 Probability densities of the last 1,000 iterations of the WinBUGS estimation for the estimated demographic parameters. (see
Fig. 3 and Equation 2): j1 (A), j2 (B), p1 (C), s (D), p2 (E), a (F) and f (G). The medians, 2.5 and 97.5 percentiles are: j1: 0.45, 0.29, 0.61; j2: 0.20, 0.02,
0.44; p1: 0.60, 0.27, 0.89; s: 0.42, 0.17, 0.69; p2: 0.42, 0.14, 0.69; a: 0.72, 0.57, 0.90; f: 0.82, 0.68, 0.98, and pobs: 0.40, 0.29, 0.55. The priors are indicated
by dotted lines. Results 0
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Density
Paramet
(A) j1
(C) p1
(E) p2
(G) f
Figure 1 Probability densities of the last 1,000 iterations of the WinB
Fig. 3 and Equation 2): j1 (A), j2 (B), p1 (C), s (D), p2 (E), a (F) and f (G). The m
0.44; p1: 0.60, 0.27, 0.89; s: 0.42, 0.17, 0.69; p2: 0.42, 0.14, 0.69; a: 0.72, 0.57, 0.9
by dotted lines. Density Parameter estimate Figure 1 Probability densities of the last 1,000 iterations of the WinBUGS estimation for the estimated demographic parameters. (see
Fig. 3 and Equation 2): j1 (A), j2 (B), p1 (C), s (D), p2 (E), a (F) and f (G). The medians, 2.5 and 97.5 percentiles are: j1: 0.45, 0.29, 0.61; j2: 0.20, 0.02,
0.44; p1: 0.60, 0.27, 0.89; s: 0.42, 0.17, 0.69; p2: 0.42, 0.14, 0.69; a: 0.72, 0.57, 0.90; f: 0.82, 0.68, 0.98, and pobs: 0.40, 0.29, 0.55. The priors are indicated
by dotted lines. Figure 1 Probability densities of the last 1,000 iterations of the WinBUGS estimation for the estimated demographic parameters. (see
Fig. 3 and Equation 2): j1 (A), j2 (B), p1 (C), s (D), p2 (E), a (F) and f (G). The medians, 2.5 and 97.5 percentiles are: j1: 0.45, 0.29, 0.61; j2: 0.20, 0.02,
0.44; p1: 0.60, 0.27, 0.89; s: 0.42, 0.17, 0.69; p2: 0.42, 0.14, 0.69; a: 0.72, 0.57, 0.90; f: 0.82, 0.68, 0.98, and pobs: 0.40, 0.29, 0.55. The priors are indicated
by dotted lines. Page 4 of 9 Lindström et al. BMC Ecology 2010, 10:4
http://www.biomedcentral.com/1472-6785/10/4 the different age and sex groups were obtained calcu-
lating specific capture probabilities, that, in the study
population, were relatively high. Thus these basic
demographic data can be considered reliable [32,33]. parameter estimates drawn from those posteriors
(Equations 3-5). The resulting distribution of popula-
tion growth rates is presented in Fig. 2B. Age-specific
survival and fertility calculated as the expected values
for a newborn individual are shown in Fig. 2C and 2D,
and the age-within-stage distribution is shown in Fig. 2E. Results We found that the population growth rate estimate
based on the parameterised Lefkovitch matrix model is
very close to 1 giving us confidence that the further cal-
culations based on this matrix assuming stable popula-
tion are reliable [8]. This was further corroborated by
the good match between the predicted and observed
population stage-structure. The model also predicted
the observed population reasonably well (Fig. 2B). We
can therefore be reasonably confident that the other
measures derived from the parameterised Lefkovitch Conclusion The modelling approach presented here is potentially very
valuable in situations where following marked individuals
over their whole lifetime is not feasible. For instance, the
method introduced by Ricklefs [[40]; for use in Plethodon-
tids, see [41])] calculate survival on the assumption that
population growth rate is 1, an assumption we do not
have to make. It was also recently shown [42] that state-
space modelling approach produces results in close agree-
ment with those based on mark-recapture techniques,
highlighting further the potential of this approach. In terms of population growth, adult survival emerges
as the most important determinant of population
growth rate as indicated by the elasticity analysis. This
finding is similar to an analysis on Salamandra sala-
mandra (L) by Schmidt et al. [34]. This demographic
feature may be common in salamander populations that
possess high adult survival and lengthy reproduction,
such as Salamandra and many large and medium-sized
plethodontid species. In the case of terrestrial salaman-
ders, such as Speleomantes, there is a considerable over-
lap in habitat and resource use by juveniles and adults,
in contrast with the biphasic species that have aquatic
larvae. This may enhance intraspecific density-depen-
dent regulation in the terrestrial environment as sug-
gested by Bruce [21]. However, the notion of the
importance of adult survival to population growth based
on this analysis has to be treated somewhat cautiously
as the technique of basic elasticity analysis has been cri-
ticised for ignoring density dependence, stochasticity
and correlations between the transition matrix entries
[35,36]. Calculating the integrated elasticities [37,38]
would be better than the more simplistic figures pre-
sented here, but we do not have annual estimates for all
the demographic parameters in order to calculate corre-
lations between the matrix entries and their variances as
our approach needs all the data for estimating the para-
meters. In our case, the correlation estimates between
matrix entries are based on different possible parameter-
isations of the demography (Table 1), not due to
observed annual variation in those parameters. So, for
instance the strong negative correlation between adult
survival, a, and the transition probability from subadults
to adults, p2 is probably more of an identifiability pro-
blem of the model [e.g. Discussion We would like to emphasise, however, that
despite these shortcomings, we have used all the avail-
able data efficiently and parameterised a full demo-
graphic model for this species for the first time,
simultaneously addressing the parameter uncertainty
explicitly, and have therefore improved the current
understanding
of
Speleomantes
demography
significantly. model (age-specific survival and fertility and the age-
within-stage distribution) are also reliable. As this sub-population is part of a relatively dense
population inhabiting a larger area, there is no reason to
rule out immigration and emigration between years but
without data on this we simply have to combine these
processes with the survival and fecundity parameters. Better data on immigration and emigration would help
to further narrow posterior distributions of all the para-
meter estimates. We also assumed 50:50 sex-ratio for
births, and that the female fecundity is not limited by
availability of mates. This is likely to be the case, as the
adult population sex ratio (males/(males + females)) stu-
died over 12 years was slightly male biased, being on
average 0.57 (bootstrap 95% CI 0.53-0.65). This is prob-
ably due to the females entering the reproductive popu-
lation one year later than males [25]. Discussion Here we present the basic population demography of a
population of the European plethodontid Speleomantes
strinatii using a Bayesian state-space model built from
long-term population data. Although not obtained
through individual marking, abundance estimates of Figure 2 Summary of the fitted demographic model. (A) Observed female population size (open dots and solid line) and 95% confidence
limit from the simulated population process (dotted line). (B) Frequency histogram of 1,000 rounds of the simulated population growth rate
(calculated for each time step, i.e. 12 values for each simulation round). (C) Age-spefic survivorship and (D) fertility (medians denoted with solid
line and filled dots, 95% confidence limit shown by dotted line) calculated from the transition matrix parameterised by sampling 1,000
combinations of parameter values from the last 5,000 posterior chains. (E) Age-within-stage distributions (the three stages are marked with small,
medium and large dots for J2, S and A, respectively). These are scaled to proportions of individuals expected to be of a given age in each stage. Figure 2 Summary of the fitted demographic model. (A) Observed female population size (open dots and solid line) and 95% confidence
limit from the simulated population process (dotted line). (B) Frequency histogram of 1,000 rounds of the simulated population growth rate
(calculated for each time step, i.e. 12 values for each simulation round). (C) Age-spefic survivorship and (D) fertility (medians denoted with solid
line and filled dots, 95% confidence limit shown by dotted line) calculated from the transition matrix parameterised by sampling 1,000
combinations of parameter values from the last 5,000 posterior chains. (E) Age-within-stage distributions (the three stages are marked with small,
medium and large dots for J2, S and A, respectively). These are scaled to proportions of individuals expected to be of a given age in each stage. Lindström et al. BMC Ecology 2010, 10:4
http://www.biomedcentral.com/1472-6785/10/4 Page 5 of 9 Page 5 of 9 Page 5 of 9 Page 5 of 9 Addressing this directly would require mark-recapture
data where the individuals are followed over their whole
lifespan. Unfortunately, this is not easily achieved with
this species; newborns are less than 25 mm long includ-
ing tail creating a major obstacle for marking with, for
instance, elastomers (VIE) or pit tags which are suitable
for adults. Conclusion [39]] than reflecting the underly-
ing biology of the species; it is possible to have a very
similar fit to the data with a model with a relatively
high a and low p2 as it is the other way round. Parameter estimation We modelled the female population using a standard
Lefkovitch model for population growth with birth-pulse
dynamics and pre-breeding census [8]. The salamander
life cycle (Fig. 3) corresponds to transition matrix M: j
j f
p
s
p
a
p
p
f
p
p
p
j
j
j
s
s
2
1
1
2
1
1
2
2
0
0
0
1
0
1
0
0
2
1
2
pa
(2) During July, from 1996 to 2008, the population abun-
dance was estimated by a standardised temporary
removal experiment [32], with three removal samples
obtained every other day (i.e. the total sampling period
was 96 hours). During sampling the population was con-
sidered demographically closed, because dispersion from
and towards the underground cavity was prevented by
high temperatures and dry weather conditions, typical of
summer climate in the region. (2) where the parameters represent transitions between
the different stages J2 (juvenile), S (subadults) and A
(reproductive adults), from one year to the next (Fig. 3). Note that as we had data available for the annual num-
ber of juveniles born in the year of the census, we uti-
lised this information to introduce a transitional stage J1
and wrote the fecundity contribution of the adults as j1f,
where f is the expected number of female offspring pro-
duced by a female per year and j1 is the probability that
this newly produced offspring survives until the age of
one year, and therefore completes the transition from
newly born to juvenile, J2. The parameters p1, p2, j1, j2, s
and a were estimated in such a way that each year
adults first reproduce (at rate f), then all individuals sur-
vive or die (with stage-dependent survival probabilities Salamanders caught on the cavity walls were measured
from the snout to the posterior end of the cloaca to the
nearest mm (snout-vent length, SVL) and kept in venti-
lated plastic boxes inside the cavity. Sex was determined
only in adults, as mature males possess a conspicuous
mental gland that is absent in females and immatures of
both sexes. Study species Speleomantes strinatii is a medium-sized (total length <
115 mm) plethodontid salamander endemic to S France
and NW Italy. It is found from the sea level up to about
2000 m a.s.l. on humid rocky outcrops, in the forest
talus and in caves [43]. The aquatic larval stage is lack-
ing and, during winter, females lay about 10 large terres-
trial eggs that are attended for several months until
hatching [43]. There are no field data on the proportion
of successfully hatching embryos, and the only available
data are from captive bred individuals. According to
Durand [44], females lay 6-14 eggs but only half of
them develop completely as females eliminate unferti-
lized or infected eggs from the clutch. In the case of a
video surveilled female observed during the entire
brooding period, only two out of nine attended eggs
produced viable offsprings (Oneto et al. unpublished
data). In this species, recruitment is seasonal and three
immature body size groups (i.e. newborns, yearlings and
subadults) may be recognised as separate age classes
[45]. Males become sexually active at a snout-vent
length (SVL) of about 50 mm when a mental gland,
lacking in females and juveniles, becomes evident. A
previous study based on dissections [25], demonstrated
that females begin yolking at a SVL of 58 mm, and are
probably reproductive at an older age than males. Lindström et al. BMC Ecology 2010, 10:4
http://www.biomedcentral.com/1472-6785/10/4 Page 6 of 9 Table 1 Correlation coefficients between the parameter estimates in the posterior chains. Parameter
j1
j2
p1
s
p2
a
f
pobs
j1
1.00
j2
-0.76
1.00
p1
0.30
-0.43
1.00
s
-0.35
0.32
-0.87
1.00
p2
0.11
-0.08
0.43
-0.55
1.00
a
-0.12
0.10
-0.44
0.48
-0.91
1.00
f
-0.20
-0.01
-0.01
0.02
-0.02
-0.05
1.00
pobs
-0.05
0.08
-0.15
0.16
-0.17
0.13
-0.13
1.00 Table 1 Correlation coefficients between the parameter estimates in the posterior chains. salamanders were released. To delimit body size compo-
nents of each year sample correctly, the population
structure was separated into first and second year juve-
niles, subadults and adults by means of FiSAT software
[47]. This procedure gives more reliable results than
using fixed SVL values, because the population structure
shows year to year variations. Thus the number of dif-
ferent age class individuals was estimated separately
with the generalized removal model Mbh of CAPTURE
software that allows for heterogeneity in capture prob-
abilities [32]. Data collection and field methods The study site is an artificial cavity excavated during
World War II near Busalla (province of Genova, NW
Italy) and naturally colonised by salamanders [26]. Cre-
taceous marlstones constitute the geological substrate of
the area and a true natural karstic system is lacking,
thus artificial underground retreats constitute an exten-
sion of the natural superficial underground compart-
ment available to salamanders. During dry summer
periods salamanders concentrate inside these buffered
habitats in which low temperatures and high moisture
levels are present, while they are less active on the soil
surface. Study species For further details on the methods and the
study population, see [22,31,48]. From a conservation point of view, the species appears
widespread and it is not considered globally endangered
[43]. However, populations living in Mediterranean kars-
tic areas that tend to concentrate inside caves or other
artifical underground habitats, at least during unfavour-
able external environmental conditions, are highly
exposed to disturbance, predation and or collection, and
can thus be considered locally threatened. Data collection and field methods Parameter estimation J
t
J
t
nbin J
t
p
J
t
J
t
n
i
i
o
i
o
obs i
i
i
o
1
1
1
2
2
,
*
,
,
,
,
*
,
,
bin J
t
p
S
t
S
t
nbin S
t
p
A
t
i
o
obs i
i
i
o
i
o
obs i
i
2,
,
*
,
*
,
,
A
t
nbin A
t
p
i
o
i
o
obs i
,
,
(3) We used a Bayesian framework for estimating the
parameters of this demographic model, fitting the mod-
els using Monte Carlo Markov Chain (MCMC) techni-
ques with the aid of the WinBUGS (version 1.4.3)
statistical programming environment [28]. As very little
prior knowledge on these demographic parameters is
available, we used uninformative priors, using continu-
ous uniform distributions as a starting point for each
parameter. These were limited to 0 and 1 for all the
other parameters except the fecundity parameter f for
which the upper limit was set to 2 (as exploratory ana-
lyses indicated much smaller values for it). Note that
this does not reflect the number of eggs laid, typically 6-
14 in this species [44], but rather the number of hatched
young per female. We also modelled the observation
process explicitly, with a constant observation probabil-
ity across all age classes and time periods [31], and
hence the observed number in any class as binomially
distributed from the true population at that time, with
the probability of observation being a parameter of the
model which is estimated from the data. (3) Equation 3 represents the observation process in year
t, where J1
o, J2
o, So and Ao are the observed numbers in
the different stages, J1 *, J2 *, S* and A* are estimates of
the true (unobserved) population sizes, pobs is the obser-
vation rate or capture probability and nbin is the nega-
tive binomial distribution formulation representing the
number of unobserved individuals before J1
o, J2
o, So or
Ao individuals are observed with this capture rate; since
we separate out the observation model from the under-
lying process model, this constitutes a state-space model
[29]. Parameter estimation In each year sample the population was well
structured, as all age groups were present, indicating
that there was no transient emigration, a phenomenon
that may bias the estimates of population demographic
parameters [46]. At the end of the experiment, all Page 7 of 9 Page 7 of 9 Lindström et al. BMC Ecology 2010, 10:4
http://www.biomedcentral.com/1472-6785/10/4 J2
A
S
p1
p2
j1 f
a
j2
s
Figure 3 Life cycle graph for Speleomantes strinatii. The stage-
classes are J2 (juveniles born in the previous year), S (subadults) and
A (adults), see text for further details. J2
A
S
p1
p2
j1 f
a
j2
s subsequent simulations were run using MatLab 7.5.0
R2007b. In addition to the estimation of the demographic para-
meters, we also simulated the population growth using
the posterior distributions of the parameters (Table 1). Using the parameterised Lefkovitch matrix (Eq. 2) as a
starting point, we then calculated the transition elastici-
ties, stage-specific reproductive value (indicating the
expected long-term contribution by each stage, given by
the left eigenvector of the transition matrix), stable
population structure, age-specific survivorship and ferti-
lity, and the age-within-stage distributions using the
methods described in [8]. The population renewal pro-
cess was simulated by taking all the variability associated
with the estimated population parameters into account. This procedure was repeated with the 1,000 posterior
samples, so that the population at round i would renew
itself according to the following equations. s a s Figure 3 Life cycle graph for Speleomantes strinatii. The stage-
classes are J2 (juveniles born in the previous year), S (subadults) and
A (adults), see text for further details. pj1, pj2, ps and pa), and finally individuals in stages J1, J2
and S will either continue to the next stage or stay
where they are (with transition probabilities 1, g1 and g2
respectively - i.e. all new juveniles in J1 transition imme-
diately to J2 before the end of the year). See Equation 4
for a mathematical description of this process. pj1, pj2, ps and pa), and finally individuals in stages J1, J2
and S will either continue to the next stage or stay
where they are (with transition probabilities 1, g1 and g2
respectively - i.e. all new juveniles in J1 transition imme-
diately to J2 before the end of the year). See Equation 4
for a mathematical description of this process. Parameter estimation Then the following three sets of equations govern
the birth, death, and stage-transition of the individuals
in year t: J
t
pois A
t
f
J
t
bin J
t
p
J
t
i
i
i
i
j
i
1
1
1
1
2
,
,
’
,
,
’
,
,
bin J
t
p
S
t
bin S
t
p
A
t
bin A
t
p
i
j
i
i
s
i
i
a
2
2
,
’
’
,
,
,
J
t
bin J
t
S
t
bin S
t
i
i
i
i
2
2
1
2
,
,
’
’
,
,
(4) J
t
pois A
t
f
i
i
1,
,
The WinBUGS model was run for 20,000 iterations
with 5 chains allowing a “burn-in period” for 5,000
iterations. Convergence of the parameter estimates was
confirmed with the Gelman-Rubin convergence statistic
provided by the WinBUGS software, and in all cases the
Monte Carlo error was less than 5% of the sample stan-
dard deviation (max. 2.2%). The observed autocorrela-
tion in samples disappeared by setting the “thinning” to
50. In the analyses, we used the last 5,000 observations
of the converged posterior chains. Since there was
strong correlation between some of the model para-
meters (Table 1), we took 1,000 samples from these pos-
teriors to parameterise the matrix model. All the (4) Lindström et al. BMC Ecology 2010, 10:4
http://www.biomedcentral.com/1472-6785/10/4 Page 8 of 9 Lindström et al. BMC Ecology 2010, 10:4
http://www.biomedcentral.com/1472-6785/10/4 Working from top to bottom, the first equation gov-
erns the birth of new offspring into the transitional
stage J1; this is used here in the MCMC model and
informs estimates of the parameter f, but in the simula-
tion it is used in year t-1, together with an observation
process to assess the accuracy of observed juveniles in
the following year (see below). In the middle four equa-
tions, J1’, J2’, S’ and A’ denote the number of individuals
in stages J1, J2, S and A that survive that stage. Parameter estimation In the
final two equations, J2
+ and S+ are the number of those
survivors which move to the next stage (all survivors of
stage J1 transition immediately to J2); bin and pois are
the Binomial and Poisson distributions respectively. Finally: 4. Simberloff D: Flagships, umbrellas, and keystones: is single-species
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2007, 17:2214-2232. J
t
bin pois
A
t
A
t
S
t
f
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6 85
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Regionally based alarm index to mitigate ionospheric scintillation effects for GNSS receivers
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Space weather
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Copyright: ©2015. The Authors. 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. Tiwari R, Strangeways HJ. Regionally based alarm index to mitigate ionospheric scintillation effects for
GNSS receivers. Space Weather 2015, 13(1), 72-85. Tiwari R, Strangeways HJ. Regionally based alarm index to mitigate ionospheric scintillation effects for
GNSS receivers. Space Weather 2015, 13(1), 72-85. Link to published article: http://dx.doi.org/10.1002/2014SW001115 Date deposited: Newcastle University ePrints - eprint.ncl.ac.uk 1. Introduction Tiwari, R., and H. J. Strangeways
(2015), Regionally based alarm
index to mitigate ionospheric
scintillation effects for GNSS
receivers, Space Weather, 13, 72–85,
doi:10.1002/2014SW001115. According to Yeh and Liu [1982], ionospheric scintillation can be modeled based on a phase changing
irregular screen which diffracts the wave while propagating through it. The distortion of the wavefront
results in constructive or destructive interference of different “wavelets” at a ground-based receiver
resulting in amplitude fading and phase changes. The rapid fluctuation in the phase of the received signal
can stress the PLL (phase-locked loop) while it is tracking the signal. Neglecting the effect of the
geomagnetic field and collisions, the phase advance of the GNSS (Global Navigation Satellite System) signal
along the line of the complete (assumed straight line) path through the ionosphere can be determined as
given by equation (1). Received 3 AUG 2014
Accepted 30 DEC 2014
Accepted article online 7 JAN 2015
Published online 28 JAN 2015 𝜙=
q2
2c𝜖omef(2𝜋)2 ∫path
nedl
(1) (1) The copyright line for this article was
changed on 9 FEB 2015 after original
online publication. where q is charge of electron, me mass of electron, 𝜖o permittivity of free space, c the speed of light in
vacuum, and f the carrier frequency in Hz; ∫path nedl is the TEC where ne is the electron density at any point
distance l along the length of the satellite to receiver path. Inserting the numerical values of the physical
constants in equation (1) yields the phase of the GNSS signal as given in equation (2), where it can be seen
that the phase depends upon the TEC for the path 𝜙= 40.3
cf TEC
(2) 𝜙= 40.3
cf TEC (2) and can be measured experimentally using equations and observables as given below, nd can be measured experimentally using equations and observables as given below, TEC =
f 2
1 f 2
2
40.3 (f 2
2 −f 2
1
)
(P1 −P2
)
(3a)
TEC =
−f 2
1 f 2
2
40.3
(
f 2
2 −f 2
1
)
(Φ1 −Φ2
)
(3b) (3a) (3b) here f1 and f2 are L1 and L2 GPS frequencies, pseudoranges (Ps), and phase observations (Φs) for the
corresponding frequencies. RESEARCH ARTICLE
10.1002/2014SW001115 R. Tiwari1 and H. J. Strangeways1 Key Points: Key Points:
• Derivation of ionospheric scintillation
warning grid map for GNSS receivers
• Ionospheric scintillation mitigation
for precise GNSS positioning
• Derivation of regional analogous
phase scintillation index • Derivation of ionospheric scintillation
warning grid map for GNSS receivers
• Ionospheric scintillation mitigation
for precise GNSS positioning
• Derivation of regional analogous
phase scintillation index 1School of Electrical and Electronic Engineering, Newcastle University, Newcastle upon Tyne, UK Abstract An approach to mitigate the effect of ionospheric scintillation on GNSS (Global Navigation
Satellite System) users in the European region using TEC (total electron content) at 1 Hz rate is presented. The TEC in the study is derived using raw GPS (Global Positioning System) observations obtained from the
EUREF networks. The study also presents derivation of a geographic mesh-map warning of the expected
standard deviation of phase jitter in receiver carrier tracking loops, information which would help to
mitigate scintillation effects in GPS software receivers. The copyright line for this article was
changed on 9 FEB 2015 after original
online publication. Space Weather The C/No can be computed using the WBP
represented as shown in equation (7) [Kintner et al., 2007] C∕No = 10 log
[(
WBP
𝜂
−1
)
50
]
(7) (7) where 𝜂is the noise term and is assumed to be the addition of the noise of the signal and the replica signal. The constant 50 in equation (7) is the sampling rate, here assumed to be 50 Hz. The above equation will
be used in computing the threshold for the receiver locking. The C∕No is the deciding parameter for signal
acquisition, and it depends on the WBP as shown in equation (7). As the amplitude and phase changes
resulting from scintillation are random, they cannot be corrected, and thus, the best policy is to consider a
mitigation method. During the scintillation, the intensity of a received GPS signal can be reduced so that it
sometimes falls below the sensitivity (threshold) of the receiver. The extra disturbance of the phase of the
signal, also associated with the scintillation, can cause the carrier tracking loop of a GPS receiver to lose
lock so that the pseudorange from that satellite cannot be utilized in the receiver position determination. This then can have very serious consequences, e.g., in aviation and marine navigation, and can introduce
positional errors in geodetic surveying. The next section discusses the carrier tracking loop of a generic GPS
receiver and the effects of ionospheric scintillation on the carrier tracking loop. where 𝜂is the noise term and is assumed to be the addition of the noise of the signal and the replica signal. The constant 50 in equation (7) is the sampling rate, here assumed to be 50 Hz. The above equation will
be used in computing the threshold for the receiver locking. The C∕No is the deciding parameter for signal
acquisition, and it depends on the WBP as shown in equation (7). As the amplitude and phase changes
resulting from scintillation are random, they cannot be corrected, and thus, the best policy is to consider a
mitigation method. During the scintillation, the intensity of a received GPS signal can be reduced so that it
sometimes falls below the sensitivity (threshold) of the receiver. Space Weather The extra disturbance of the phase of the
signal, also associated with the scintillation, can cause the carrier tracking loop of a GPS receiver to lose
lock so that the pseudorange from that satellite cannot be utilized in the receiver position determination. This then can have very serious consequences, e.g., in aviation and marine navigation, and can introduce
positional errors in geodetic surveying. The next section discusses the carrier tracking loop of a generic GPS
receiver and the effects of ionospheric scintillation on the carrier tracking loop. Space Weather Space Weather 10.1002/2014SW001115 clock drift, and, at least partially, the multipath. This is achieved when, for example, the ADR is detrended
using a sixth-order Butterworth high-pass filter with a 0.1 Hz cutofffrequency [Van Dierendonck et al., 1993]. clock drift, and, at least partially, the multipath. This is achieved when, for example, the ADR is detrended
using a sixth-order Butterworth high-pass filter with a 0.1 Hz cutofffrequency [Van Dierendonck et al., 1993]. Depending on the sensitivity of the receiver, a threshold value of power is required for any GPS receiver to
lock a satellite; the quality of the received signal can be represented in terms of C/No (Carrier to Noise ratio). The typical value of C/No for a GPS receiver acquisition is 33 dB-Hz, while between 26 and 30 dB-Hz of C/No
is required to maintain lock. The receiver correlates the carrier and code replicas with the incoming signal
to compute I and Q pairs of the signal over 1 ms. The I and Q pairs are used to compute the WBP (wideband
power) and NBP (narrowband power) over 20 ms as defined in equations (4a) and (4b), respectively [Van
Dierendonck et al., 1996]. WBP =
20
∑
i=1
(Ii
)2 + (Qi
)2
(4a)
NBP =
( 20
∑
i=1
Ii
)2
+
( 20
∑
i=1
Qi
)2
(4b) (4a) (4b) The amplitude fluctuation can be measured in terms of the amplitude scintillation index which depends
upon the received signal strength/intensity (I = A2∕2). The signal strength as in equations (4a) and (4b) can
be determined using detrended data of WBP and NBP which can be accomplished by using a sixth order
Butterworth filter with 0.1 Hz cutofffrequency [Van Dierendonck et al., 1993]. The signal strength can then be
found using equation (5), and then the amplitude scintillation (S4) can be obtained from equation (6) [Van
Dierendonck et al., 1993]. I =
NBP −WBP
(NBP −WBP)LPF
(5) (5) S4 =
√
⟨I2⟩−⟨I⟩2
⟨I⟩2
(6) (6) The <.> denotes the mean of the corresponding value for a 1 min time interval. To study the effect of
the ionosphere on a GPS receiver, the S4 index can be used. Correspondingly, the phase scintillation is
quantified by using the phase scintillation index which is usually obtained from the detrended carrier
phase [Van Dierendonck et al., 1993; Forte and Radicella, 2002]. 1. Introduction During ionospheric storms, time-varying ionospheric irregularities which drift
through the ionosphere with velocities up to about 1000 m/s alter the TEC values, so altering the received
phase as given by equation (2). In the last two decades, some studies [Pi et al., 1997; Basu et al., 1988, 1999;
Beach and Kintner, 1999; Mendillo et al., 2000; Krankowski et al., 2005; Alfonsi et al., 2011; Tiwari et al., 2013a;
Pi et al., 2013] have shown strong correlation of the time derivative of TEC with scintillation indices. The
scintillation indices also quantify the level of stress in the tracking loop. In the GISTM (GPS Ionospheric
Scintillation and TEC Monitoring) receivers, the 50 Hz ADR (accumulated Doppler range) samples, output
from PLL, are used for scintillation index estimation; the higher the phase scintillation, the higher the
PLL stress. In order to only measure the ionospheric scintillation effect, the 50 Hz ADR samples require
detrending which eliminates the lower fading frequencies due to satellite motion, receiver and satellite here f1 and f2 are L1 and L2 GPS frequencies, pseudoranges (Ps), and phase observations (Φs) for the
corresponding frequencies. During ionospheric storms, time-varying ionospheric irregularities which drift
through the ionosphere with velocities up to about 1000 m/s alter the TEC values, so altering the received
phase as given by equation (2). In the last two decades, some studies [Pi et al., 1997; Basu et al., 1988, 1999;
Beach and Kintner, 1999; Mendillo et al., 2000; Krankowski et al., 2005; Alfonsi et al., 2011; Tiwari et al., 2013a;
Pi et al., 2013] have shown strong correlation of the time derivative of TEC with scintillation indices. The
scintillation indices also quantify the level of stress in the tracking loop. In the GISTM (GPS Ionospheric
Scintillation and TEC Monitoring) receivers, the 50 Hz ADR (accumulated Doppler range) samples, output
from PLL, are used for scintillation index estimation; the higher the phase scintillation, the higher the
PLL stress. In order to only measure the ionospheric scintillation effect, the 50 Hz ADR samples require
detrending which eliminates the lower fading frequencies due to satellite motion, receiver and satellite 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. ©2015. The Authors. 72 TIWARI AND STRANGEWAYS Space Weather Space Weather 10.1002/2014SW001115 ionospheric scintillation. However, during ionospheric scintillation, altered phase and/or amplitude distorts
the GPS signal S(t), modifying it to the modified signal R(t) as shown in equation (9): S(t) = AC(t)D(t)cos (𝜔IFt + 𝜙)
(8) (8) where A is the received amplitude, C(t) is C/A code, 𝜔IF is the down converted (from L1/L2) carrier frequency,
D(t) is the navigation data bit at a 50 Hz sample rate, and 𝜔IFt + 𝜙together is the nominal phase. where A is the received amplitude, C(t) is C/A code, 𝜔IF is the down converted (from L1/L2) carrier frequency,
D(t) is the navigation data bit at a 50 Hz sample rate, and 𝜔IFt + 𝜙together is the nominal phase. R(t) = A′C(t)D(t)cos (𝜔IFt + 𝛿𝜙)
(9) (9) R(t) = A′C(t)D(t)cos (𝜔IFt + 𝛿𝜙) where A′ and 𝛿𝜙characterize the modified amplitude and extra carrier phase perturbation that can result
from ionospheric scintillation. The R(t) signal in equation (9) passes through the code and carrier tracking
loop, where the C/A is removed using the code delay loop. During phase scintillation, 𝛿𝜙(the phase
perturbation in equation (9) can be very large and sometimes, according to the Thumb rule in [Kaplan and
Hegarty, 2006], cycle slips occur when 𝛿𝜙exceeds a given threshold, i.e., the standard deviation of 𝛿𝜙(1𝜎),
phase jitter above 15◦(𝜎𝛿𝜙> 15◦). The level can, however, vary with the bandwidth of the PLL which can
be appropriately altered if the scintillation level is known or can be at least be approximately predicted by,
for example, using a regional alarm index. Although it is not possible for a generic GPS receiver to mitigate
scintillation effects on its own, studies have shown that ionospheric scintillation can be mitigated using
GPS software receivers [Ganguly et al., 2004; Tiwari et al., 2011] which basically update their loop parameters,
e.g., increasing the loop bandwidth based on some prediction model such as Wide Band Modeling
(WBMOD) or a regional alarm index [Tiwari et al., 2011]. 2.1. Effect of Scintillation on Carrier Tracking Loop The performance of a GPS receiver depends upon phase error measurements because it is directly related
to the tracking threshold; if the measured phase error exceeds the tracking threshold then the receiver loses
lock. In Kaplan and Hegarty [2006], the major sources of phase error are stated to be the phase jitter and
dynamic stress error and, as a rule of thumb, the threshold 3𝜎jitter given in equations (10a) and (10b) must
not exceed one fourth of the pull-in of the PLL discriminator as 3𝜎PLL = 3𝜎j + 𝜃e ≤90◦
(10a)
3𝜎PLL = 3𝜎j + 𝜃e ≤45◦
(10b) (10a)
(10b) (10b) where 𝜎j is the 1𝜎phase jitter from all sources and 𝜃e is the dynamic stress in terms of threshold values. The
pull-in range for dataless is 360◦and for data modulated is 180◦; therefore, the 1𝜎threshold for dataless is
90◦and 45◦for data modulated. Hence, 𝜎PLL, the threshold for the arctangent discriminator is given by where 𝜎j is the 1𝜎phase jitter from all sources and 𝜃e is the dynamic stress in terms of threshold values. The
pull-in range for dataless is 360◦and for data modulated is 180◦; therefore, the 1𝜎threshold for dataless is
90◦and 45◦for data modulated. Hence, 𝜎PLL, the threshold for the arctangent discriminator is given by 𝜎PLL =
√
𝜎2
tPLL + 𝜎2
v + 𝜎2
A + 𝜃e
3 ≤15◦
(11) (11) where 𝜎PLL is the 1𝜎thermal noise, 𝜎v is the 1𝜎vibration-induced oscillation, and 𝜎A is the Allan variance-
induced oscillator jitter. In the above equation, the phase jitter due to scintillation was not specifically
considered although the effects of ionospheric scintillation are one of the major sources of error in carrier
tracking of any GPS receiver [Conker et al., 2003; Hegarty, 1997; Knight and Finn, 1998]. Further, Tiwari et al. [2011], Forte [2012], and Aquino and Sreeja [2013] show that the calculated PLL error, using the Conker et al. [2003] formula due to phase and amplitude scintillation, is significant. The relationship between amplitude
and phase scintillation and tracking error variance at the output of the PLL was derived by Hegarty [1997]
and Knight and Finn [1998], and is given in equation (12): where 𝜎PLL is the 1𝜎thermal noise, 𝜎v is the 1𝜎vibration-induced oscillation, and 𝜎A is the Allan variance-
induced oscillator jitter. 2. Ionospheric Scintillation and Generic GPS Receiver In the GPS receiver, the front-end down-converts the GPS frequency to a lower intermediate frequency
(IF) which is then used in acquisition and demodulation of the navigation data stream in the code and
carrier tracking loops in order to determine the receiver’s position. Equation (8) represents the GPS signal
(single-frequency CA (Coarse Acquisition) code) S(t) at the IF frequency without any additional noise or TIWARI AND STRANGEWAYS 73 ©2015. The Authors. Space Weather The prediction integration time is 𝜂and is equal to 0.02 s for PLL
tracking. The phase scintillation is obtained from the power spectra parameters (T, p) of the carrier phase as
employed in, e.g., Conker et al. [2003] and Rino [1979]. In the carrier tracking loop, the numerically control
oscillator generates the replica of the incoming carrier wave, and the discriminator compares the incoming
and the replica carrier waves. The output of the discriminator is fed to the low-pass filter to reduce the phase
error in the loop. Usually, the PLL filter takes time to minimize based on the phase error or variance. If the
variance of the phase error is large, then the time to lock will be larger, and during conditions where the
variance of phase error exceeds the threshold value, the PLL may lose lock. During an ionospheric storm,
the rapid random fluctuations in electron density increase the phase error in the PLL. The PLL filter takes a
longer time to minimize and finally causes loss of lock if it crosses the threshold time lock. In equation (13), it
can be seen that, S4 and the spectral parameters T, p are required in order to estimate phase jitter, which are
not available in normal generic and surveying GPS receivers although C/No can be used to derive thermal
phase jitter but not phase jitter due to phase scintillation. In this study, the time derivative TEC index derived
in Tiwari et al. [2013a] is used to estimate phase jitter due to phase scintillation (discussed in next section). Furthermore, a regional area mitigation approach is also proposed using the expected standard deviation
of PLL error mapped into a latitude-longitude (10◦× 5◦) mesh of grid blocks for the European region, which
can help users to update their tracking parameters for robust tracking. Space Weather Space Weather 10.1002/2014SW001115 where Bn is the bandwidth in a generic GPS receiver, with third-order PLL, the Bn, noise bandwidth ranging
between 10 and 15 Hz [Van Dierendonck et al., 1996]. S4, the amplitude scintillation index, must have a value
less than 0.707 for the formula to be valid. The prediction integration time is 𝜂and is equal to 0.02 s for PLL
tracking. The phase scintillation is obtained from the power spectra parameters (T, p) of the carrier phase as
employed in, e.g., Conker et al. [2003] and Rino [1979]. In the carrier tracking loop, the numerically control
oscillator generates the replica of the incoming carrier wave, and the discriminator compares the incoming
and the replica carrier waves. The output of the discriminator is fed to the low-pass filter to reduce the phase
error in the loop. Usually, the PLL filter takes time to minimize based on the phase error or variance. If the
variance of the phase error is large, then the time to lock will be larger, and during conditions where the
variance of phase error exceeds the threshold value, the PLL may lose lock. During an ionospheric storm,
the rapid random fluctuations in electron density increase the phase error in the PLL. The PLL filter takes a
longer time to minimize and finally causes loss of lock if it crosses the threshold time lock. In equation (13), it
can be seen that, S4 and the spectral parameters T, p are required in order to estimate phase jitter, which are
not available in normal generic and surveying GPS receivers although C/No can be used to derive thermal
phase jitter but not phase jitter due to phase scintillation. In this study, the time derivative TEC index derived
in Tiwari et al. [2013a] is used to estimate phase jitter due to phase scintillation (discussed in next section). Furthermore, a regional area mitigation approach is also proposed using the expected standard deviation
of PLL error mapped into a latitude-longitude (10◦× 5◦) mesh of grid blocks for the European region, which
can help users to update their tracking parameters for robust tracking. where Bn is the bandwidth in a generic GPS receiver, with third-order PLL, the Bn, noise bandwidth ranging
between 10 and 15 Hz [Van Dierendonck et al., 1996]. S4, the amplitude scintillation index, must have a value
less than 0.707 for the formula to be valid. 2.1. Effect of Scintillation on Carrier Tracking Loop In the above equation, the phase jitter due to scintillation was not specifically
considered although the effects of ionospheric scintillation are one of the major sources of error in carrier
tracking of any GPS receiver [Conker et al., 2003; Hegarty, 1997; Knight and Finn, 1998]. Further, Tiwari et al. [2011], Forte [2012], and Aquino and Sreeja [2013] show that the calculated PLL error, using the Conker et al. [2003] formula due to phase and amplitude scintillation, is significant. The relationship between amplitude
and phase scintillation and tracking error variance at the output of the PLL was derived by Hegarty [1997]
and Knight and Finn [1998], and is given in equation (12): 𝜎2
𝜙= 𝜎2
𝜙S + 𝜎2
𝜙T + 𝜎2
𝜙osc
(12) (12) where 𝜎2
𝜙is the tracking error variance; 𝜎2
𝜙S is error variance component related to phase scintillation; 𝜎2
𝜙T is
error variance component related to thermal noise and intensity scintillation, and 𝜎𝜙osc is the error variance
component from oscillator noise. The tracking error variance in equation (13) is defined in Conker et al. [2003], who, considering phase and weak amplitude scintillation (S4 < 0.707), derived the thermal noise
tracking error in the presence of scintillation as given in the second term of equation (13). 𝜎2
𝜙=
𝜋T
kf p−1
n
sin
(
[2k+1−p]𝜋
2k
) +
Bn
[
1 +
1
2𝜂(C∕No)L1−C∕A(1−2S2
4(L1))
]
(C∕No)L1−C∕A
(1 −2S2
4(L1))
+ 𝜎2
𝜙osc
(13) (13) 74 ©2015. The Authors. TIWARI AND STRANGEWAYS 74 TIWARI AND STRANGEWAYS 3. Experimental Setup and Methodology In this study, GPS data at 1 Hz archived from the EUREF network stations for deriving TEC values over
Europe have been used in deriving an analogous phase scintillation index which is further used in the
estimation of the expected PLL error for a generic GPS receiver with given specification: third-order PLL and
15 Hz bandwidth. The overall method is executed in four steps: (i) estimation of TEC at a 1 Hz rate from the
EUREF network of GPS receivers, (ii) estimation of the analogous phase scintillation index using the TEC for
every minute, (iii) determination of the expected PLL error variance using the analogous phase scintillation
index, and (iv) determination of the expected values of the PLL error over a latitude-longitude area
region divided into 10◦× 5◦(longitude × latitude) area grid blocks each averaged over 5 min. These four
steps are discussed below. Essentially, the program designed in this study requires raw observations (phase and pseudorange) and
the ephemeris files as input. First, the TEC is estimated using equation (3a) after which the observation
data passes through the quality control processing unit which includes cycle slip detection in the phase
observation. The phase measurements are susceptible to cycle slips which can be due to strong
ionospheric scintillation. At high latitudes, this generally results from small-scale ionospheric electron
density irregularities causing rate of change of phase variations, which exceed the tracking loop bandwidth. Generally, more cycles slips are observed on L2 in comparison to L1. In order to estimate TEC using
equation (3b), the cycle slips have to be detected and corrected, if possible. The Widelane detection
criterion is used for cycle slips detection [Blewitt, 1990] for the case that the cycle slip occurs in only one
of the L1 and L2 signals. It is corrected based on the trend (we used Kalman filter) of the collected observa-
tions except in case of phase jumps in the L1 or L2 phase observation that last for 5 s or more as then the
data are discarded. The differential code biases for all satellites are also provided for further adjustment. Tiwari et al. [2013a] derived an analogous phase scintillation index, 𝜎𝜙a given in equation (14). TIWARI AND STRANGEWAYS Space Weather 𝜎2
𝜙p = r × 𝜎2
VTEC′
HPF
(17) (17) 𝜎2
𝜙p = r × 𝜎2
VTEC′
HPF where r is the scaling factor derived from straight line fitting of 𝜎2
VTEC′
HPF with the PLL phase jitter due only
t th
h
i till ti
d t
i
d
i
th C
k
t l [2003] f
l
th
2
b
bt i
d where r is the scaling factor derived from straight line fitting of 𝜎2
VTEC′
HPF with the PLL phase jitter due only
to the phase scintillation as determined using the Conker et al. [2003] formula, then 𝜎2
𝜙p can be obtained
from equation (17). In this model, the estimated PLL variance is for high latitudes and hence rather weak
amplitude scintillation can be assumed which is considered to be a valid assumption for this case
commensurate with the observations presented in Aarons [1997], Coker et al. [2004], Tiwari et al. [2010], and
many others. In Aquino and Sreeja [2013], the second-order polynomial was found to be the best fit for jitter
with just the phase jitter, although this phase scintillation would be correlated with other parameters
such as amplitude scintillation, C/No, and oscillator noise. Thus, it may not be an optimal fitting for
determining a model for phase jitter for a range of these correlated parameters. where r is the scaling factor derived from straight line fitting of 𝜎2
VTEC′
HPF with the PLL phase jitter due only
to the phase scintillation as determined using the Conker et al. [2003] formula, then 𝜎2
𝜙p can be obtained
from equation (17). In this model, the estimated PLL variance is for high latitudes and hence rather weak
amplitude scintillation can be assumed which is considered to be a valid assumption for this case
commensurate with the observations presented in Aarons [1997], Coker et al. [2004], Tiwari et al. [2010], and
many others. In Aquino and Sreeja [2013], the second-order polynomial was found to be the best fit for jitter
with just the phase jitter, although this phase scintillation would be correlated with other parameters
such as amplitude scintillation, C/No, and oscillator noise. Thus, it may not be an optimal fitting for
determining a model for phase jitter for a range of these correlated parameters. According to equation (12), the thermal phase jitter depends on S4 whereas in Van Dierendonck et al. Space Weather Space Weather 10.1002/2014SW001115 Vehicle (SV) elevation angle at two consecutive epochs, 𝜎VTEC′
HPF is the normalized standard deviation of the
high-pass filtered Rate of change of TEC (ROT), and vp is the radial Ionospheric Pierce Point (IPP) velocity. The estimated index is derived from EUREF network of receivers, the receiver biases are different for
different receivers, and the index is used to alert the user of possible PLL error during the scintillation period. But for Precise Point Positioning or for surveying application where centimeter level of accuracy is needed
in positioning, one can derive the S scaling constant for an individual receiver using the least squares fitting
technique for a few days of data. This new index uses a high-pass filtered ROT collected at a 1 Hz rate which
shows a good correlation with the standard phase scintillation observed during geomagnetic storms at
high latitudes and was found to be well correlated with the spectral parameter p (slope of the phase Power
Spectral Density (PSD)) for a range of values of the Kp index [Tiwari et al., 2013b]. The diurnal and seasonal
variation of the analogous phase scintillation index also seemed to be well correlated with p for a 1 year
data set collected at Trondheim, which is consistent with observations of Wernik et al. [2004]. In the phase
jitter estimation using the Conker et al. [2003] formula, the spectral parameters (p, T) are required for the
estimation of the PLL variance. These values can either be derived from the psd of the 50 Hz raw data
(p the slope of phase psd when plotted on log-log axes and T its magnitude at 1 Hz) or using scintillation
indices [Strangeways, 2009] which greatly reduce the processing time by eliminating the need for all
the fast Fourier transforms necessary for determining the spectral parameters directly in the frequency
domain. However, the processing time could be reduced even further if the need to determine the spectral
parameters was obviated altogether. As an application of the analogous phase scintillation index, Tiwari
et al. [2013b] used estimated analogous scintillation phase index data from a NovAtel GISTM receiver
installed at Trondheim and derived a model for the expected PLL phase variance of a generic receiver during
moderate to strong phase scintillation condition given by equation (17). 3. Experimental Setup and Methodology (14) 𝜎𝜙a = 𝜛(𝜒(M), vp
) × 𝜎VTEC′
HPF
(14) 𝜙a
(𝜒( ),
p
)
VTECHPF
(
)
𝜛(𝜒(M), vp
) = 2𝜋S40.3
cf
(𝜒(M), vp
)
(15) 𝜛(𝜒(M), vp
) = 2𝜋S40.3
cf
(𝜒(M), vp
)
(15) (15) 𝜎VTEC′
HPF =
[
1
n −1
n
∑
i=1
VTEC′
HPF −VTEC′
HPF
]1∕2
(16) (16) where 𝜛(𝜒(M), p) is the elevation weighted function given in equation (15), and S is a scaling constant
of 0.003 (this is user defined based on the application), 𝜒(M) is a mapping function based on Satellite TIWARI AND STRANGEWAYS ©2015. The Authors. 75 TIWARI AND STRANGEWAYS Space Weather 10.1002/2014SW001115 Figure 1. Standard deviation of PLL due to thermal noise with and without amplitude scintillation. Figure 1. Standard deviation of PLL due to thermal noise with and without amplitude scintillation. Figure 1. Standard deviation of PLL due to thermal noise with and without amplitude scintillation. employed by Hegarty [1997]. Using equation (13), the phase jitter due to amplitude scintillation, oscillator,
and analogous phase scintillation (used to replace the standard phase scintillation index) can be obtained as employed by Hegarty [1997]. Using equation (13), the phase jitter due to amplitude scintillation, oscillato
and analogous phase scintillation (used to replace the standard phase scintillation index) can be obtained 𝜎2
𝜙= 𝜎2
𝜙p + 𝜎2
𝜙T + 𝜎2
𝜙osc
(20) (20) 𝜎2
𝜙= p × 𝜎2
VTEC′
HPF +
Bn[1 +
1
2𝜂(C∕No)L1−C∕A ]
(C∕No)L1−C∕A
+ 𝜎𝜙2
osc
(21) (21) The above PLL phase variance (𝜎2
𝜙) can be used in a software receiver for updating the tracking loop
parameter or by using the weighted covariance model discussed in Aquino et al. [2009]. The above PLL phase variance (𝜎2
𝜙) can be used in a software receiver for updating the tracking loop
parameter or by using the weighted covariance model discussed in Aquino et al. [2009]. The regional alarm index 𝜎R𝜙is obtained for alerting GNSS users and is derived from the analogous phas
scintillation index used as given in equation (22) [𝜎R𝜙
]k
ij =
∑nsat
n
∑k
t=1 𝜎𝜙a(n, t)
nsat × k
;
{
[LatIPP
]t
ij = (65 + (k × i) −k] ∶[65 + (k × (i + 1)) −k])
[LonIPP
]t
ij = (−15 + (k × j) −k] ∶[−15 + (k × (j + 1)) −k])
(22) (22) where i and j define the region, k represents 5 min data samples observed from the SV, and the upper and
lower latitudes are 65◦and 35◦, respectively, and similar for longitude. The epochs (k) and latitude and
longitude grid can be user defined; the smaller the grid size, the better the resolution although this of course
also requires a sufficiently dense spatial distribution of the GPS receivers in the given network. Space Weather [1993],
the S4 parameter depends upon the WBP and NBP given in equations (4a) and (4b), respectively; and in
Kaplan and Hegarty [2006], C/No only is considered sufficient for the estimation of thermal phase jitter. The
C/No measures the degradation of signal intensity due to extra modulation in the received intensity and is
alone a sufficient parameter for this estimation for high-latitude locations where only weak amplitude
scintillation is observed. Figure 1 (left) shows the standard deviation of thermal phase jitter (third-order
loop, Bn=15 Hz) obtained by using second term of equation (13) with S4=0.3 and without amplitude
scintillation. The zoomed-in plot shows how close the values of phase jitter are with S4=0.3 and without
amplitude scintillation for C/No values up to 30 dB, while Figure 1 (right) shows the difference between
the Conker et al. [2003] and Kaplan and Hegarty [2006] models where closeness of phase jitter values with
S4=0.3 level scintillation and without is quite apparent. This is the usual case for the high-latitude region. If the C/No measurements are not recorded, then the user can use an estimated C/No for a surveying
antenna using equation (19) [Tiwari et al., 2013b]. 𝜎2
𝜙T =
Bn
[
1 +
1
2𝜂(C∕No)L1−C∕A
]
(C∕No)L1−C∕A
(18)
C∕No = asin(E × b + c)
(19) 𝜎2
𝜙T =
Bn
[
1 +
1
2𝜂(C∕No)L1−C∕A
]
(C∕No)L1−C∕A
(18) (18) C∕No = asin(E × b + c)
(19) C∕No = asin(E × b + c)
(19) C∕No = asin(E × b + c) (19) where a, b, c are constants (a=51.94, b=0.0093, c=0.7305) and E is the elevation angle. The constants
are derived for different loop orders. The oscillator noise, 𝜎2
𝜙osc =0.01 rad2, is taken to be the same as where a, b, c are constants (a=51.94, b=0.0093, c=0.7305) and E is the elevation angle. The constants
are derived for different loop orders. The oscillator noise, 𝜎2
𝜙osc =0.01 rad2, is taken to be the same as TIWARI AND STRANGEWAYS TIWARI AND STRANGEWAYS ©2015. The Authors. 76 Space Weather 4. Result and Discussion In order to validate the proposed model for phase jitter using TEC, two geomagnetic storms events
observed on 24 April 2012 and 17 March 2013 were selected. Since the Kp index is the global index for
representing the level of geomagnetic storm, it may not be optimum as a measure of localized geomagnetic
activity. In this study, the Earth’s magnetic field from Dombas (62.07◦N, 9.11◦E) is used which is close to
the installed GISTM receiver at Trondheim (63.41◦N, 10.4◦E) and is used for measuring the storm intensity. On 24 April 2012, as can be seen in Figure 2, the Earth’s H and Z magnetic field components show a strong
fluctuation between 00:00 and 04:00 UT which results from a geomagnetic storm near Dombas in the
auroral region. During such a storm, the transionospheric GPS signal suffers a significant amount of phase
scintillation [Skone et al., 2008, 2009; Tiwari et al., 2010] and the resulting anticipated effect on the carrier
tracking loop of a GPS receiver. Thus, modeled phase jitter using the TEC derivative and phase jitter derived
from the Conker et al. [2003] formula are investigated in the time domain for the same period of the storm. In Figure 3, the modeled phase jitter is indicated as a solid red line, while the Conker formula-derived phase
jitter is shown as a solid blue line. These are shown for PRNs 03, 06, 11, 14, 18, 19, 20, and 21 with a 20◦
elevation cutoffbeing applied to all the visible PRNs. The effect of storm can easily be seen in Figure 3. The
storm was strong between 00:00 and 03:00 UT with a correspondingly large PLL error. The pattern in the
fluctuation of the modeled phase jitter and that determined using the Conker et al. [2003] formula is very TIWARI AND STRANGEWAYS ©2015. The Authors. 77 Space Weather 10.1002/2014SW001115 Figure 2. Earth magnetic field measurements using the fluxgate
magnetometer at Dombas (62.07◦N, 09.11◦E) show the magnetic storm
started at midnight on 24 April 2012. similar. The elevation angle to the
satellite is shown as a solid green
line in the figure and demonstrates
that the PLL error is not just due to a
low-elevation angle. The effect of the
storm can also be seen in the effect on
the paths to those satellites which were
above 30◦elevation; and in this case,
both modeled and Conker et al. TIWARI AND STRANGEWAYS 4. Result and Discussion [2003]
PLL errors are well correlated although
there are some cases where the
modeled phase jitter is an overestimate
compared with that determined from
the Conker formula but would still be
useful in an alarm indicator. Figure 2. Earth magnetic field measurements using the fluxgate
magnetometer at Dombas (62.07◦N, 09.11◦E) show the magnetic storm
started at midnight on 24 April 2012. A similar geomagnetic storm was recorded on 17 March 2013 and is employed for studying the effectiveness
of the modeled phase jitter using TEC. Figure 4 shows the Earth’s magnetic field strength at Dombas, and
it can be seen from the figure that a negative fluctuation in the H component was recorded with a large
value at 18:00 UT but with only small values after 20:00 UT until strong again around 22:00 UT. In order
to study the effect of the geomagnetic storm, the modeled and Conker et al. estimated phase jitters from
17:00 to 23:00 UT are presented in Figure 5. From 17:00 to 17:55 UT there was no evidence of a geomagnetic
storm, but the modeled and Conker et al. [2003] phase jitters at 18:00 UT show a strong jump which is a clear
indication of effect of a geomagnetic storm on the carrier tracking loop. The pattern of the modeled phase
jitter is similar to that derived using the Conker et al. [2003] formula, but, similar to the previous result, the Figure 3. The red lines are the estimated PLL error using the TEC derivative time series r for a GPS receiver (PLL Bn
= 15 Hz, third order), the blue lines are the calculated PLL error obtained from the Conker et al. [2003] formula using
Strangeways [2009] spectral parameter determination method and the appropriate elevation angle. Figure 3. The red lines are the estimated PLL error using the TEC derivative time series r for a GPS receiver (PLL Bn
= 15 Hz, third order), the blue lines are the calculated PLL error obtained from the Conker et al. [2003] formula using
Strangeways [2009] spectral parameter determination method and the appropriate elevation angle. TIWARI AND STRANGEWAYS TIWARI AND STRANGEWAYS ©2015. The Authors. 78 Space Weather 10.1002/2014SW001115 Figure 4. Earth magnetic field measurements using the fluxgate magnetometer at Dombas (62.07◦N, 09.11◦E), close to
Trondheim, show the effect of a magnetic storm which started at 18:00 UT on 17 March 2013. Figure 4. TIWARI AND STRANGEWAYS 4. Result and Discussion 79 Space Weather 10.1002/2014SW001115 Figure 6. Correlation of modeled and Conker et al. phase jitters for (left) strong geomagnetic storm conditions (Kp > 5)
and (right) moderate geomagnetic storm conditions (Kp = 5) period. Figure 6. Correlation of modeled and Conker et al. phase jitters for (left) strong geomagnetic storm conditions (Kp > 5)
and (right) moderate geomagnetic storm conditions (Kp = 5) period. is useful for measuring the level of effect of geomagnetic storm on carrier tracking loops. The effect of a
second storm between 22:00 and 23:00 UT can also be seen in the modeled phase jitter. In addition to the case studies discussed above, a statistical study was also made for further validation. The modeled and Conker et al. [2003] calculated phase jitters are estimated for 1 year (October 2011 to
September 2012) from Trondheim. To obtain these results, an elevation mask of 20◦and an SV lock time
more than 120 s were employed; phase scintillation values above 2.5 rad were considered as outliers and
ignored. The data points are further arranged into two sets of categories, a strong geomagnetic storm
(Kp>5) data array and a moderate geomagnetic storm (Kp=5) data array. The modeled and Conker et al. [2003] phase jitters were correlated for both conditions. Figure 6 (left) shows the correlation when Kp>5
(considered strong geomagnetic storms) and the 95% confidence interval of line fitting is indicated as the
red solid line with a correlation of 76.61%. Thus, the correlation between the phase jitters is very good, the
best fit is found in the region between 8◦and 12◦so that the probability of getting a false alarm is low. Similar results are seen for the data set when Kp=5, although the correlation coefficient of 65.58% is
smaller than that for the Kp>5 data arrays. The PLL error is susceptible to many sources of errors, the
Conker method is an analytical method based on the spectral parameters T, p, and S4. In this work, T and
p parameters are computed using phase and amplitude scintillation indices as input parameters required
for the [Strangeways, 2009] model; in GISTM receivers, there are some phase scintillation (phi60 ≥2.5)
outliers which are discarded while computing T and p parameters, but the new index can still be computed
but shows an overestimated value of PLL error which is considered to be good for alerting the user. 4. Result and Discussion Earth magnetic field measurements using the fluxgate magnetometer at Dombas (62.07◦N, 09.11◦E), close
Trondheim, show the effect of a magnetic storm which started at 18:00 UT on 17 March 2013. modeled phase jitter seems to be an overestimate, and there are many cases where the modeled phase
jitter had a high value. Especially for PRN 21, this could then cause a false alarm but this is difficult to
conclude because GISTM receiver may lose lock during strong scintillation, and in that situation, the GISTM
receiver can indicate very high scintillation during the reacquisition period resulting in outlier which should
be ignored. Also, during the same period, other locked PRNs show strong modeled phase jitter which is
consistent with the Conker et al. [2003] phase jitter determination. This implies that the model phase jitter modeled phase jitter seems to be an overestimate, and there are many cases where the modeled phase
jitter had a high value. Especially for PRN 21, this could then cause a false alarm but this is difficult to
conclude because GISTM receiver may lose lock during strong scintillation, and in that situation, the GISTM
receiver can indicate very high scintillation during the reacquisition period resulting in outlier which should
be ignored. Also, during the same period, other locked PRNs show strong modeled phase jitter which is
consistent with the Conker et al. [2003] phase jitter determination. This implies that the model phase jitter Figure 5. The red lines represents the modeled PLL jitter using the TEC derivative time series for a GPS receiver
(PLL Bn = 15 Hz, third order), the blue lines are the determined PLL error obtained from Conker et al. [2003] formula
using the Strangeways [2009] method of spectral parameter determination and the appropriate elevation angle. Figure 5. The red lines represents the modeled PLL jitter using the TEC derivative time series for a GPS receiver
(PLL Bn = 15 Hz, third order), the blue lines are the determined PLL error obtained from Conker et al. [2003] formula Figure 5. The red lines represents the modeled PLL jitter using the TEC derivative time series for a GPS receiver
(PLL Bn = 15 Hz, third order), the blue lines are the determined PLL error obtained from Conker et al. [2003] formula
using the Strangeways [2009] method of spectral parameter determination and the appropriate elevation angle. TIWARI AND STRANGEWAYS TIWARI AND STRANGEWAYS ©2015. The Authors. 4.1. Regional Alarming Index for Ionospheric Threat Figure 7 shows the standard deviation of the PLL error, for data collected from
Trondheim (62.6◦N, 10.41◦E) on 17 March 2013 using a NovAtel GISTM receiver, for S4 and the standard
scintillation index (Figure 7, left), and S4 and analogous phase scintillation index (Figure 7, right). According
to the results in this figure, moderate (S4) and moderate phase scintillation can lead to 11◦phase jitter,
while combined moderate (S4) and moderate to strong phase scintillation can lead to rather high values
of the phase jitter that can exceed the 15◦(1𝜎) phase jitter threshold [Kaplan and Hegarty, 2006] which
can lead to cycle slips. In Figure 7 (right), the dependence of the phase jitter is shown as determined using
𝜎𝜙a and S4, the obtained pattern of phase jitter variation seems to be consistent with the results observed
in Figure 7 (left) based on (S4) and the analogous index. However, based on the similar distributions and
consistent correlation of the modeled and analytical Conker et al. [2003] determined phase jitters, it is clear
that the analogous phase scintillation index is a reliable phase scintillation indicator and so could be used
as the basis of a regional alarm index. Thus, the analogous phase scintillation index derived from the TEC
1 Hz data is a promising tool to indicate the level of ionospheric threat. Similar to our high-pass filter TEC
based index and its correlation with scintillation Alfonsi et al. [2011] also showed how rate of change of the
ROT together with its RMS value can be used to indicate scintillation conditions. The expected correlation
between both ROT and RMS of ROT with scintillation is presented: the study highlights (i) high ROT and high
RMS of ROT shows predominate phase and amplitude scintillation, (ii) high ROT and low RMS of ROT also
represents high scintillation, while low ROT and low RMS of ROT do not indicate scintillation. two cases: phase jitter variation determined using the phase scintillation 𝜎𝜙and amplitude scintillation
(S4) indices, and phase jitter variation determined using the analogous phase scintillation index (𝜎𝜙a) and
amplitude scintillation index (S4). 4.1. Regional Alarming Index for Ionospheric Threat In Figure 7 (left), the standard deviation of the PLL error is shown with
respect to 𝜎𝜙a and S4; it is clear from the figure that the influence of phase scintillation on the PLL error is
significantly larger than that of the amplitude scintillation, and this result is also consistent with the finding
in Skone et al. [2005]. Figure 7 shows the standard deviation of the PLL error, for data collected from
Trondheim (62.6◦N, 10.41◦E) on 17 March 2013 using a NovAtel GISTM receiver, for S4 and the standard
scintillation index (Figure 7, left), and S4 and analogous phase scintillation index (Figure 7, right). According
to the results in this figure, moderate (S4) and moderate phase scintillation can lead to 11◦phase jitter,
while combined moderate (S4) and moderate to strong phase scintillation can lead to rather high values
of the phase jitter that can exceed the 15◦(1𝜎) phase jitter threshold [Kaplan and Hegarty, 2006] which
can lead to cycle slips. In Figure 7 (right), the dependence of the phase jitter is shown as determined using
𝜎𝜙a and S4, the obtained pattern of phase jitter variation seems to be consistent with the results observed
in Figure 7 (left) based on (S4) and the analogous index. However, based on the similar distributions and
consistent correlation of the modeled and analytical Conker et al. [2003] determined phase jitters, it is clear
that the analogous phase scintillation index is a reliable phase scintillation indicator and so could be used
as the basis of a regional alarm index. Thus, the analogous phase scintillation index derived from the TEC
1 Hz data is a promising tool to indicate the level of ionospheric threat. Similar to our high-pass filter TEC
based index and its correlation with scintillation Alfonsi et al. [2011] also showed how rate of change of the
ROT together with its RMS value can be used to indicate scintillation conditions. The expected correlation
between both ROT and RMS of ROT with scintillation is presented: the study highlights (i) high ROT and high
RMS of ROT shows predominate phase and amplitude scintillation, (ii) high ROT and low RMS of ROT also
represents high scintillation, while low ROT and low RMS of ROT do not indicate scintillation. 4.1. Regional Alarming Index for Ionospheric Threat The standard deviation of the PLL error of the installed NovAtel GPS receiver (technical specification of
carrier tracking loop: third order, 15 Hz bandwidth) at Trondheim (62.6◦N, 10.41◦E) is compared under Figure 7. Standard deviation of PLL error due to amplitude and phase scintillation for data collected from Trondheim (62.6◦N, 10.41◦E) on 17 March 2013 using a
NovAtel GISTM receiver for (left) S4 and the standard scintillation index and (right) S4 and analogous phase scintillation index. Figure 7. Standard deviation of PLL error due to amplitude and phase scintillation for data collected from Trondheim (62.6◦N, 10.41◦E) on 17 March 2013 using a
NovAtel GISTM receiver for (left) S4 and the standard scintillation index and (right) S4 and analogous phase scintillation index. TIWARI AND STRANGEWAYS ©2015. The Authors. 80 Space Weather 10.1002/2014SW001115 Figure 8. (top) The standard deviation of estimated PLL error (green solid circles) for the NovAtel GPS receiver observed
when Kp was above 5 at Trondheim for 1 year, blue solid circles show the analogous phase scintillation index for the
same time period. (bottom) The same set of observation at Kp = 5. Figure 8. (top) The standard deviation of estimated PLL error (green solid circles) for the NovAtel GPS receiver observed
when Kp was above 5 at Trondheim for 1 year blue solid circles show the analogous phase scintillation index for the Figure 8. (top) The standard deviation of estimated PLL error (green solid circles) for the NovAtel GPS receiver observed
when Kp was above 5 at Trondheim for 1 year, blue solid circles show the analogous phase scintillation index for the
same time period. (bottom) The same set of observation at Kp = 5. two cases: phase jitter variation determined using the phase scintillation 𝜎𝜙and amplitude scintillation
(S4) indices, and phase jitter variation determined using the analogous phase scintillation index (𝜎𝜙a) and
amplitude scintillation index (S4). In Figure 7 (left), the standard deviation of the PLL error is shown with
respect to 𝜎𝜙a and S4; it is clear from the figure that the influence of phase scintillation on the PLL error is
significantly larger than that of the amplitude scintillation, and this result is also consistent with the finding
in Skone et al. [2005]. 4.1. Regional Alarming Index for Ionospheric Threat However,
there are some points where the phase jitter appears to be rather high but on an average; the pattern of
the variation of phase jitter is quite similar to that of the analogous phase scintillation index. Based on the investigation made, it is found that the analogous phase scintillation can be used for alerting
probable ionospheric threat to a ground-based GPS receiver at a high latitude in near real time. For a regional alert in the European region, GPS observations from the EUREF network were used in
estimating the analogous phase scintillation; the solid red triangles in Figure 9 indicates the geographic
location of GPS stations capable of recording raw phase and code observations for both frequencies L1 and
L2 at 1 Hz. The EUREF network has a dense network of dual-frequency GPS receivers; each receiver is capable of
recording observations at 1 Hz. As discussed in the experimental setup methodology section, the mesh grid
of 10◦× 5◦(longitude by latitude) producing 24 grid blocks delineated for the selected area map, i.e., 35◦to
65◦N and −15◦to 25◦E. The alarming regional analogous index is computed for every region by averaging
the analogous phase scintillation indices for all the satellite paths existing for all the receivers in the region. Each region is selected to include a sufficient number of receiving stations to ensure good reliability of the
determined regional analogous index. The alarming regional analogous phase index is the average of all
the analogous phase indices observed within a 5 min period for the particular block. The time average of
5 min is employed based on the assumption that the ionosphere does not change significantly in this time
period. In Figure 9, the number given in each grid block represents the minimum number of GPS satellites
visible on average at any location inside the grid block. The analogous phase index is derived every minute
so that five such indices can be derived for every visible satellite in the averaging period. Then the total
number of observations is 5 times the sum of the number of visible satellites at each receiver location
in the respective grid block. The arithmetic mean of the analogous phase scintillation array indices in
each region is then termed the regional analogous phase scintillation 𝜎R𝜙and is further used in defin-
ing the ionospheric threat level. 4.1. Regional Alarming Index for Ionospheric Threat Figure 8 presents two sets of observations for two different Kp values, the analogous phase scintillation
index and the determined phase jitter observed for a period of 1 year at Trondheim for Kp>5 in Figure 8 TIWARI AND STRANGEWAYS 81 ©2015. The Authors. Space Weather 10.1002/2014SW001115 Figure 9. EUREF network, red solid triangles are GPS stations
capable of recording raw observations at 1 Hz. Grid of 10◦× 5◦
considered, the numeric value in each grid is the number of
satellites viewed above 20◦elevation. Figure 9. EUREF network, red solid triangles are GPS stations
capable of recording raw observations at 1 Hz. Grid of 10◦× 5◦
considered, the numeric value in each grid is the number of
satellites viewed above 20◦elevation. (top) and for Kp=5 in Figure 8 (bottom). For
Figure 8 (top) data, the modeled phase jitter
determined (green solid circle in Figure 8) is
large between 00:00 and 04:0 UT and also is
the analogous phase scintillation index over
this period. For the premidnight period, a
similar kind of pattern is observed. This
indicates the presence of auroral storms both
premidnight and postmidnight which have
their effect on the PLL of the ground-based
receiver. There are also some cases of
high-phase jitter between 15:00 and 08:00 UT,
(indicated by the blue solid circles) where the
analogous phase scintillation index was also
high. Data for moderate geomagnetic storm are
also shown in Figure 8 (bottom), and the phase
jitter and analogous phase scintillation index
are similarly plotted. The analogous phase
scintillation index appears weak most of the
time as is the corresponding phase jitter as
shown by the green solid circles. However,
there are some points where the phase jitter appears to be rather high but on an average; the pattern of
the variation of phase jitter is quite similar to that of the analogous phase scintillation index. Figure 9. EUREF network, red solid triangles are GPS stations
capable of recording raw observations at 1 Hz. Grid of 10◦× 5◦
considered, the numeric value in each grid is the number of
satellites viewed above 20◦elevation. (top) and for Kp=5 in Figure 8 (bottom). For
Figure 8 (top) data, the modeled phase jitter
determined (green solid circle in Figure 8) is
large between 00:00 and 04:0 UT and also is
the analogous phase scintillation index over
this period. For the premidnight period, a
similar kind of pattern is observed. 4.1. Regional Alarming Index for Ionospheric Threat This
indicates the presence of auroral storms both
premidnight and postmidnight which have
their effect on the PLL of the ground-based
receiver. There are also some cases of
high-phase jitter between 15:00 and 08:00 UT,
(indicated by the blue solid circles) where the
analogous phase scintillation index was also
high. Data for moderate geomagnetic storm are
also shown in Figure 8 (bottom), and the phase
jitter and analogous phase scintillation index
are similarly plotted. The analogous phase
scintillation index appears weak most of the
time as is the corresponding phase jitter as
shown by the green solid circles. However,
there are some points where the phase jitter appears to be rather high but on an average; the pattern of
the variation of phase jitter is quite similar to that of the analogous phase scintillation index. (top) and for Kp=5 in Figure 8 (bottom). For
Figure 8 (top) data, the modeled phase jitter
determined (green solid circle in Figure 8) is
large between 00:00 and 04:0 UT and also is
the analogous phase scintillation index over
this period. For the premidnight period, a
similar kind of pattern is observed. This
indicates the presence of auroral storms both
premidnight and postmidnight which have
their effect on the PLL of the ground-based
receiver. There are also some cases of
high-phase jitter between 15:00 and 08:00 UT,
(indicated by the blue solid circles) where the
analogous phase scintillation index was also
high. Data for moderate geomagnetic storm are
also shown in Figure 8 (bottom), and the phase
jitter and analogous phase scintillation index
are similarly plotted. The analogous phase
scintillation index appears weak most of the
time as is the corresponding phase jitter as Figure 9. EUREF network, red solid triangles are GPS stations
capable of recording raw observations at 1 Hz. Grid of 10◦× 5◦
considered, the numeric value in each grid is the number of
satellites viewed above 20◦elevation. time as is the corresponding phase jitter as
shown by the green solid circles. However,
there are some points where the phase jitter appears to be rather high but on an average; the pattern of
the variation of phase jitter is quite similar to that of the analogous phase scintillation index. time as is the corresponding phase jitter as
shown by the green solid circles. 4.1. Regional Alarming Index for Ionospheric Threat The threat level is defined based on three conditions, (i) 𝜎R𝜙< 0.2 rad
(green) represents no ionospheric threat, (ii) 0.2 < 𝜎R𝜙< 0.4 rad (yellow to amber) represents a moder-
ate level of threat, (iii)0.4 < 𝜎R𝜙rad (red) represents a severe ionospheric threat and probability of cycle
slip occurrences. In order to validate the above index, a network of four GISTM receivers within Europe (solid red triangles in
Figure 10) is used to measure the standard phase scintillation index for the L1 frequency. Figure 10 (top row)
shows phase scintillation indices recorded from the GISTM receivers binned to a grid of 10◦× 5◦regions and
averaged over 5 min. In order to have consistency with the derived regional analogous phase scintillation
index, indices are averaged and binned in the same way; Figure 10 (bottom row) shows the regional TIWARI AND STRANGEWAYS ©2015. The Authors. 82 Space Weather 10.1002/2014SW001115 Figure 10. (top row) The phase scintillation index measurement from the GISTM receivers (red triangle is location
of receivers) on 17 March 2013 from 18:00 to 18:25 during a geomagnetic storm period. (bottom row) The regional
analogous phase scintillation index derived from EUREF GPS receiver for the same period. Figure 10. (top row) The phase scintillation index measurement from the GISTM receivers (red triangle is location
of receivers) on 17 March 2013 from 18:00 to 18:25 during a geomagnetic storm period. (bottom row) The regional
analogous phase scintillation index derived from EUREF GPS receiver for the same period. analogous phase scintillation index, 𝜎R𝜙derived from the EUREF GPS receiver data. In Figure 10 (top row),
strong phase scintillation is observed at 18:00 UT, 18:05 UT, and 18:25 UT. This is due to a geomagnetic storm
which can be identified from the geomagnetic field variations in Figure 4 and lasts 25 min commencing at
18:00 UT and having a corresponding effect on the L1 signal over this period seen from the strong phase
scintillation indices shown in Figure 10. The regional analogous phase scintillation index (𝜎R𝜙) depicted in
Figure 10 (bottom row) at 18:00 UT, 18:05 UT, and 18:25 UT are well correlated with the phase scintillation
observed by the GISTM receivers. TIWARI AND STRANGEWAYS 5. Conclusion The variance of the dynamic phase error derived using high-pass filtering of the TEC time derivative is used
in the estimation of the phase jitter due to phase scintillation and further, the expected standard deviation
of the PLL phase error estimated. The modeled PLL phase error variance was well correlated with the Conker
et al. [2003] derived phase jitter for measurements made during geomagnetic storms. The two selected
days were based on the storms recorded on 24 April 2012 and 17 March 2013, and the effect of the auroral
storms on the PLL can be identified using both models. The derived model was also verified statistically by
considering 1 year of data from a high-latitude recording station; the following points are concluded based
on this study: Strong geomagnetic storm (Kp>5): A linear correlation of modeled phase jitter was obtained using
Conker’s formula; the correlation is 76.6% obtained based on a 95% confidence of linear fitting; for
moderate geomagnetic storms (Kp=5): the correlation of 65.58% was obtained. The correlation for
moderate storms is weaker than for the strong storms case (65.6%) but is still quite good. The time series
of modeled and Conker phase jitters are also obtained, and the similarity in the pattern of the variation of
both can be seen. A regional analogous phase scintillation index is derived using TEC at 1 Hz from the EUREF network enabling
an expected variance of the phase error due to ionospheric phase scintillation. The regional analogous
phase index is well correlated with the phase scintillation obtained from the GISTM receivers. Thus, this
index could be useful in providing an alarm for high-scintillation receiving areas where there would be
a threat to accurate GNSS positioning due to PLL phase errors or loss of lock. Considering the question
of latency, first, the obtained raw observations from EUREF passes through the quality check and is then
used in the TEC estimation, all done in real time. The time required for filtering the TEC derivatives is
approximately 4 s. The estimation of the analogous phase index and the arithmetic mean of the analogous
phase indices for one region take less than 1 s, and thus, the total latency of this determination for the whole
region is less than 5 s. This could be reduced using parallel processing techniques. The TEC derived model has a number of advantages over the Conker et al. Space Weather Space Weather 10.1002/2014SW001115 A moderate-strong level of scintillation at Trondheim is observed at 21:10 UT, 21:20, and 21:25 UT as can
be seen in Figure 5, while the variation in the Earth’s magnetic field in Figure 4 is evidence of a moderate
geomagnetic storm. Similar to the processes described in the previous paragraph, the measured scintillation
index is obtained using the GISTM receivers and is shown in Figure 11 (top row). The regional analogous
phase scintillation index is depicted in Figure 11 (bottom row) for the same time of 21:10 and 21:20 UT. The moderate level of the regional analogous phase index and scintillation at 21:25 UT can be seen to be
well correlated comparing the right-hand figures in Figure 11 (top and bottom rows). The results obtained
from the new index are consistent with the expected effect of geomagnetic storms and also capable of
measuring the corresponding level of threat. Considering potential applications, since these threats are produced in real time and the method based on
a reliable GPS network, it can be used for alerting any GNSS users in the mapped high-latitude region to
the threats. There can, however, be cases when not enough measurements are made in of the grid blocks,
and so for that area the derived analogous phase scintillation index is not considered reliable. Insufficient
observations or lack of data in any mesh grid can lead to a false alarm and in order to avoid such a situation,
we consider we need at least five observations (the threshold) in the 5 min period. In order to distinguish
between a statistically reliable estimated regional analogous phase index and a nonreliable one, a grid
boundary shown as a blue dotted line is included to denote this as shown in Figure 11. A minimum of five
sets of observation are required for the index to be considered reliable; this helps users avoid a false alarm
in that particular grid. 4.1. Regional Alarming Index for Ionospheric Threat Although, there is a slight difference in the modeled regional index
compared with the measured scintillation, this is due to the fact that the number of observations used in
the regional-based index are comparatively more than those from the GISTM network, but it is nevertheless
considered to be good enough to alert the user in the given region. analogous phase scintillation index, 𝜎R𝜙derived from the EUREF GPS receiver data. In Figure 10 (top row),
strong phase scintillation is observed at 18:00 UT, 18:05 UT, and 18:25 UT. This is due to a geomagnetic storm
which can be identified from the geomagnetic field variations in Figure 4 and lasts 25 min commencing at
18:00 UT and having a corresponding effect on the L1 signal over this period seen from the strong phase
scintillation indices shown in Figure 10. The regional analogous phase scintillation index (𝜎R𝜙) depicted in
Figure 10 (bottom row) at 18:00 UT, 18:05 UT, and 18:25 UT are well correlated with the phase scintillation
observed by the GISTM receivers. Although, there is a slight difference in the modeled regional index
compared with the measured scintillation, this is due to the fact that the number of observations used in
the regional-based index are comparatively more than those from the GISTM network, but it is nevertheless
considered to be good enough to alert the user in the given region. Figure 11. (top row) The phase scintillation index measurement from the GISTM receivers (red triangle is location
of receivers) on 17 March 2013 from 21:10 to 21:25 during a geomagnetic storm period. (bottom row) The regional
analogous phase scintillation index derived from EUREF GPS receiver for the same period. Figure 11. (top row) The phase scintillation index measurement from the GISTM receivers (red triangle is location
of receivers) on 17 March 2013 from 21:10 to 21:25 during a geomagnetic storm period. (bottom row) The regional
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in high latitude region, paper presented at 30th URSI General Assembly and Scientific Symposium 2011, Istanbul, Turkey, pp. 1–4,
doi:10.1109/URSIGASS.2011.6050861. Tiwari, R., H. J. Strangeways, S. Tiwari, and A. Ahemad (2013a), Investigation of ionospheric irregularities and scintillation using TEC a
high latitude, Adv. Space Res., 52(6), 1111–1124, doi:10.1016/j.asr.2013.06.010. Tiwari, R., H. J. Strangeways, and S. Skone (2013b), Modeling the effects of ionospheric scintillation on GPS carrier phase tracking using
high rate TEC data, paper presented at 26th International Technical Meeting of The Satellite Division of the Institute of Navigation
(ION GNSS+ 2013), Nashville, Tenn., pp. 2480–2488. pp
Van Dierendonck, A. J., J. Klobuchar, and Q. Hua (1993), Ionospheric scintillation monitoring using commercial single frequency C/A code
receivers, paper presented at 6th International Technical Meeting of the Satellite Division of The Institute of Navigation (ION GPS
1993), Salt Lake City, Utah, pp. 1333–1342. y
pp
Van Dierendonck, A. J., Q. Hua, P. Fenton, and J. Acknowledgments Acknowledgments
The authors wish to acknowledge
the EPSRC (Engineering and Physical
Science Research Council) for financial
support for this work through grant
EP/H004637/1. They are also grateful
to the Geospatial Institute at
Nottingham University, UK, for use
of archived GPS data collected under
linked EPSRCs grants for scintillation
modeling and mitigation between
Newcastle, Nottingham, and Bath
Universities. They also thank Borre
Heitman Holmeslet at the University
of Tromso for the use of magnetic
data from the Dombas magnetometer,
Wolfgang Shne, Federal Agency
for Cartography and Geodesy for
providing the EUREF data, and
the World Data Center (WDC) for
Geomagnetism, Kyoto, for Kp data. Aarons, J. (1997), Global positioning system phase fluctuations at auroral latitudes, J. Geophys. Res., 102(17), 219–231. lf
S
l
h
d
d C
h ll (
)
l
l
l
f ,
(
),
p
g y
p
,
p y
,
(
),
Alfonsi, L., L. Spogli, G. D. Franceschi, V. Romano, M. Aquino, A. Dodson, and C. N. Mitchell (2011), Bipolar climatology of GPS ionospheric
ll
l
d
S
S
d
/
S Alfonsi, L., L. Spogli, G. D. Franceschi, V. Romano, M. Aquino, A. Dodson, and C. N. Mitchell (2011), Bipolar climatology of GPS ionospheric
scintillation at solar minimum, Radio Sci., 46, RS0D05, doi:10.1029/2010RS004571. Alfonsi, L., L. Spogli, G. D. Franceschi, V. Romano, M. Aquino, A. Dodson, and C. N. Mitchell (2011
scintillation at solar minimum, Radio Sci., 46, RS0D05, doi:10.1029/2010RS004571. Alfonsi, L., L. Spogli, G. D. Franceschi, V. Romano, M. Aquino, A. Dodson, and C. N. Mitchell (2011), Bipolar climatology of GPS ionosph
scintillation at solar minimum, Radio Sci., 46, RS0D05, doi:10.1029/2010RS004571. Aquino, M., and V. Sreeja (2013), Correlation of scintillation occurrence with interplanetary magnetic field reversals and impact on gl Aquino, M., and V. Sreeja (2013), Correlation of scintillation occurrence with interplanetary magnetic field reversals and impact on glo
navigation satellite system receiver tracking performance, Space Weather, 11, 219–224, doi:10.1002/swe.20047. q
,
,
j (
),
p
y
g
p
g
navigation satellite system receiver tracking performance, Space Weather, 11, 219–224, doi:10.1002/swe.20047. y
Aquino, M., J. F. G. Monico, A. H. Dodson, H. Marques, G. D. Franceschi, L. Alfonsi, V. Romano, and M. Andreotti (2009),
Improving the GNSS positioning stochastic model in the presence of ionospheric scintillation, J. Geod., 83(10), 953–966,
d i 10 1007/ 00190 009 0313 6 uino, M., J. F. G. Monico, A. H. Dodson, H. Marques, G. D. Acknowledgments Klobuchar (1996), Commercial ionospheric scintillation monitoring receiver developm
and test results, paper presented at 52nd Annual Meeting of the Institute of Navigation, Cambridge, Mass. y
pp
Van Dierendonck, A. J., Q. Hua, P. Fenton, and J. Klobuchar (1996), Commercial ionospheric scintillation monitoring rece
and test results paper presented at 52nd Annual Meeting of the Institute of Navigation Cambridge Mass p
g
and test results, paper presented at 52nd Annual Meeting of the Institute of Navigation, Cambridge, Mass. k
lf
d
(
)
h
l
ll
d
ff
G
h ernik, A. W., L. Alfonsi, and M. Materassi (2004), Ionospheric irregularities, scintillation and its effect on systems, Acta Geophys. Polonica,
52(2), 237–249. Wernik, A. W., L. Alfonsi, and M. Materassi (2004), Ionospheric irregularities, scintillation and its effect on systems, Acta Geophys. Polon
52(2), 237–249. Wernik, A. W., L. Alfonsi, and M. Materassi (2004), Ionospheric irregularities, scintillation and its effect
52(2), 237–249. Yeh, K. C., and C. H. Liu (1982), Radio wave scintillations in the ionosphere, Proc. IEEE, 70, 324–360. Yeh, K. C., and C. H. Liu (1982), Radio wave scintillations in the ionosphere, Proc. IEEE, 70, 324–360. TIWARI AND STRANGEWAYS ©2015. The Authors. 85
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Compulsory admission to a Portuguese psychiatric hospital: retrospective study of 497 involuntary admissions
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BMC psychiatry
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| 578
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BioMed Central
BMC Psychiatry
Open Access
Poster presentation
Compulsory admission to a Portuguese psychiatric hospital:
retrospective study of 497 involuntary admissions
Sofia Brissos1, Ana Carita2 and Fernando Vieira*3
Address: 1Júlio de Matos' Psychiatric Hospital, Avenida do Brasil, 53, Lisbon, Portugal, 2Technical University of Lisbon, Faculty of Human Kinetics,
Cruz Quebrada, Lisbon, Portugal and 3Department of Forensic Psychiatry, National Institute of Legal Medicine, Rua Bento Sousa, 3, Lisbon,
Portugal BioMed Central
BMC Psychiatry
Open Access
Poster presentation
Compulsory admission to a Portuguese psychiatric hospital:
retrospective study of 497 involuntary admissions
Sofia Brissos1, Ana Carita2 and Fernando Vieira*3
Address: 1Júlio de Matos' Psychiatric Hospital, Avenida do Brasil, 53, Lisbon, Portugal, 2Technical University of Lisbon, Faculty of Human Kinetics,
Cruz Quebrada, Lisbon, Portugal and 3Department of Forensic Psychiatry, National Institute of Legal Medicine, Rua Bento Sousa, 3, Lisbon,
Portugal BioMed Central Background respectively). The mean admission duration was 24 days,
with patients being compulsorily detained for a mean of
12 days, and thereafter passing to voluntary treatment for
another 12 days. Schizophrenia and psychosis not else-
where specified constituted the most frequent diagnoses. g
The Mental Health Act, implemented in 1998, establishes
the principles of the Portuguese mental health policy and
governs the compulsory admission of persons suffering
from mental disorders. We examined factors concerning
the civil commitment of patients in a Portuguese psychi-
atric hospital, responsible for the admissions of a popula-
tion of 1,202,000 inhabitants. Conclusion The results suggest a specific profile for the patient with
high risk of psychiatric compulsory detention: a middle
aged unmarried man, unemployed, with the diagnosis of
schizophrenia without comorbid substance abuse, who is
taken to hospital by the authorities due to aggressive or
violent behavior, and needs treatment in hospital for
about 3 weeks. Open A
Poster presentation
Compulsory admission to a Portuguese psychiatric hospital:
retrospective study of 497 involuntary admissions
Sofia Brissos1, Ana Carita2 and Fernando Vieira*3 Address: 1Júlio de Matos' Psychiatric Hospital, Avenida do Brasil, 53, Lisbon, Portugal, 2Technical University of Lisbon, Faculty of Human Kinetics,
Cruz Quebrada, Lisbon, Portugal and 3Department of Forensic Psychiatry, National Institute of Legal Medicine, Rua Bento Sousa, 3, Lisbon,
Portugal * Corresponding author from WPA Thematic Conference. Coercive Treatment in Psychiatry: A Comprehensive Review
Dresden, Germany. 6–8 June 2007 Published: 19 December 2007
BMC Psychiatry 2007, 7(Suppl 1):P2
doi:10.1186/1471-244X-7-S1-P2 This abstract is available from: http://www.biomedcentral.com/1471-244X/7/S1/P2
© 2007 Brissos et al; licensee BioMed Central Ltd. Methods The case records of 497 from a total of 522 consecutive
involuntary admissions to Júlio de Matos' Psychiatric
Hospital between January 1, 2005 and December 31,
2006, were examined retrospectively to assess sociodemo-
graphic, clinical and judicial characteristics. After exclud-
ing 41 out of area admissions, 456 involuntary
admissions of 412 patients were analyzed. BMC Psychiatry Open Access Results
l Males accounted for 66% of the compulsory detentions,
and the patient's age at the majority of admissions was
between 35 and 44 years. The majority of admissions
(56%) involved single persons, which were either unem-
ployed (43%) or retired (30%). The majority of patients
(63%) came from their home and were accompanied by
the police (62%) and/or by their families (27%), due to
aggressive or violent behavior (61%). In 14% of the cases
there had been a suicide attempt, with men attempting
suicide significantly more often than women. We found
low levels of alcohol and drug abuse (19% and 14% Page 1 of 1
(page number not for citation purposes) Page 1 of 1
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English
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Stagnansi Keterpilihan Perempuan dalam Pemilu Indonesia: Sebuah Literature Review
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Muwazah
| 2,023
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cc-by
| 8,362
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Article History
Submitted:
2023-12-4
Reviewed:
2023-12-18
Approved:
2023-12-30 Abstract This study conducted a literature review study of articles on women's acceptability in elections in Indonesia,
by analyzing around n = 299 articles from Scopus data base in the publication period of 2004 to 2022. The data obtained is then processed through the VOS Viewer software application as a data analysis tool,
with some of the main menus used from VOS Viewer software (density visualization and overlay) so that
visualization of features on the theme of the article related to women's acceptability in Indonesia is obtained. This bibliometric analysis Research shows that obtained articles that discuss women's electability in elections
in Indonesia are quite varied although no one is so dominant, the dynamics of women's choice in a number
of articles between 2004 to 2022 are not so specific about placing the issue of women's choice in the results
of their research. However, this study can explain that women's electability in Indonesian elections is still
strongly influenced by demands for women's representation policies, religious identity to Political
liberalization through gender equality , gender gaps and women's social status. Therefore, the results of this
study show that analysis through literature review will be very helpful and contribute to analyzing the
achievements of women's political work in Indonesia. Keywords: Gender, Politics, Literature Review MUWA AH
E-ISSN: 2502-5368
ISSN: 2085-8353
J U R N A L K A J I A N G E N D E R DOI: 10.28918/muwazah.v15i2.2140 Stagnancy of Women's Election in Indonesia: A Literature Review Fitriani Abbas1, Andy Arya Maulana Wijaya2, Herman Lawelai3, L.M Azh
Sa’ban4, Hazel Jovita5
1,2,3,4 Universitas Muhammadiyah Buton, Indonesia
5 Mindanao State University-Iligan Institute of Technology, Philippines
Correspondence: fitrianiabbas90@gmail.com MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) political inclusiveness and gender equality (Amalia et al ., 2021; Bangun, 2018; Hillman,
2018) political inclusiveness and gender equality (Amalia et al ., 2021; Bangun, 2018; Hillman,
2018) political inclusiveness and gender equality (Amalia et al ., 2021; Bangun, 2018; Hillman,
2018) The democratic political foundation implemented in Indonesia can be seen through
Law Number 7 of 2017 concerning Elections, which confirms the minimum representation
of women in parliament at 30 percent. Meanwhile, in fact, women's participation in
parliament is still very low (Bangun, 2018; Perdana & Hillman, 2020). According to the
quota policy for women's participation in politics starting in the 2009 elections, the number
of DPR RI legislative members a decreased by 101 members or a decrease from the
previous election in 2004, then in the 2014 elections there were 97 female DPR RI
members. Meanwhile, at the provincial level, the national average proportion of women
only increased by 0.38% during the 2009 and 2014 elections, or if the percentage increase
was from 15.94% to 16.32%. Figure 1 shows that from the 2004 to 2019 elections, the percentage of women
elected was no more than 20 percent. Even though the women's electability rate is still
below the minimum for women's representation in parliament, the trend of women's
participation in elections tends to increase. Figure 1.1 Graph of Women's Electability from the 2004-2019 Election
Sumber: kpu.go.id, 2023 Figure 1.1 Graph of Women's Electability from the 2004-2019 Election Sumber: kpu.go.id, 2023 This research seeks to fill the research gap in research related to politics and women
through a literature review, in order to find out various information that can support
studies related to the dynamics of women's representation, especially in Indonesia in the
previous 4 election periods. From this, this research study was able to collect and find out
very detailed information about women voters, including demographic information, voting
behavior, and factors that influenced their vote. The importance of paying attention to the dynamics of quotas in party lists
provided for women (Stokes, 2005 in Kurniawan, 2016) is a means for proportional gender
mainstreaming. Therefore, the main idea behind establishing this quota is to ensure that
women are included in politics (Dahlerup, 2007 in Umagapi, 2019). INTRODUCTION The relationship between women and politics has many unique interests in political
research and its dynamics (Solihin, 2023). There are various studies that attempt to analyze
it from various perspectives, including through surveys and the motives of women in
politics. In addition, there are efforts to mainstream gender in politics in Indonesia, by
achieving at least 30% representation of women in political activities at all levels. On the
other hand, the significance of women's research through literature reviews has increased in
the last few decades (Rahmat et al., 2022). Likewise, the facts influence research on women and politics along with changes in
open and modern political culture (Fauzi et al., 2018), as part of the resistance to political
monopoly in power which gives birth to agents of democratic change (Törnquist, 2006). In
turn, equality in politics provides equal access for women and their participation in power
structures (Graham Davies, 2005), which in several election periods in Indonesia has
become a representation of the main issue that continues to increase both in terms of Stagnancy of Women's...251- 272, (Abbas, dkk) 251 MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) However, this desire does not require a short period of time, as is currently happening with
the quota for women's representation in parliament of 30 percent, which has not yet been
realized to date (Parwati & Istiningdiah, 2020; Rasjidi, 2022) and a number of future studies
still require more there is a lot of exploration, one of which is through literature reviews. This research seeks to accelerate a variety of information that is relevant to the
discourse on women's electability in elections, on the other hand, as well as a developing
discourse about the need for women in the world of politics. In this way, this research will
provide an in-depth description of the discussion regarding the discourse on women's
representation from various literature published in the reputable journal Scopus over a
certain period of time, with the aim of bringing positive change in Indonesian politics
(Aldary & Salamah, 2018). This type of research is a literature review research that uses big data as an open
source, referring to large amounts of data volume (blade and baymap), speed (completed in
real time) and variants. Full coverage but flexible enough to provide seamless insight into
the population and /or certain relationships (Aldary & Salamah, 2018). In this way, this
research can provide several benefits, including providing more detailed and accurate
information about the dynamics of women's electability. In addition, this research can help
identify factors that influence women's electability and how big data can help understand
these dynamics in various study topics (Salahudin, 2019). There are several stages that must be completed before carrying out bibliometric
analysis, including the data search process, bibliographic filtering, cross-checking
bibliographic properties, and finally bibliometric analysis (Sadat & Lawelai, 2023). Several
tools and websites help visualize the process. The data search technique uses an application
or program known as Publish or Perish, or PoP, which is software that can retrieve data
from Google Scholar Query articles to obtain citation information and convert it into
various statistics. This program is used to search for data in the Scopus database and carry
out journal searches. Scopus is a compilation of summaries of the world's major literature,
with citations containing abstracts or summaries of academically reviewed scientific
literature. MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) If you look at the
distribution of research in various countries (Chen, 2010 in Umagapi, 2019), it shows
positive experiences and relationships between large women's quotas and increasing
government spending on women's welfare (Pande and Ford, 2011 in Umagapi, 2019). Stagnancy of Women's...251- 272, (Abbas, dkk) 252 MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) After obtaining the results and discussing them, the next step is to draw
conclusions. VOSviewer software (http://www.VOSviewer.co m/) was used to display
author co-occurrences of keywords, author contributions, international collaborations, and
co-reference
analysis
citations. We
also
used
the
Bibliometrix
R
program
(https://www.bibliometrix.org/) to calculate frequencies, percentages, and citations for
each journal and country. “Biblioshiny” produces a global collaboration map as well as a
number of other visualizations (related information, author collaboration) . The Scopus
database was used as the basis for the research. A search query to find behavior change
systems that had a technology component was applied. As a result, ( TITLE-ABS-KEY (
women's AND politics AND participation ) OR TITLE-ABS-KEY ( electoral AND
dynamics ) OR TITLE-ABS-KEY ( gender AND elections ) OR TITLE-ABS-KEY (
women AND candidates ) OR TITLE -ABS-KEY (political AND representation) OR
TITLE-ABS-KEY (gender AND gap AND in AND politics) OR TITLE-ABS-KEY
(women AND in AND politics) OR TITLE-ABS-KEY (electoral AND gender AND
quotas) OR TITLE-ABS-KEY ( political AND empowerment AND of AND women )
OR TITLE-ABS-KEY ( women's AND electoral AND success ) AND TITLE-ABS-KEY
( "Indonesia" ) ) AND PUBYEAR > 2003 AND PUBYEAR < 2023 AND ( LIMIT-TO (
PUBSTAGE , "final" ) ) AND ( LIMIT-TO ( LANGUAGE , "English" ) ) AND ( LIMIT-
TO ( SRCTYPE , "j" ) OR LIMIT-TO ( SRCTYPE , "p" ) ). Articles published between
2004 and 2022. Procedures for integrating data are described further below. Scopus
returned 299 articles, in response to search queries. The Electability of Women in Scientific Discussions: Between Policy and Political
Policy This research begins its analysis by displaying ten subsections of data obtained
using bibliometrics, by referring to the distribution of articles published and downloaded
on the Scopus database in the publication years from 2004 to 2022 with n=299. The type
of data obtained is classified into document type including year of publication, number of
articles, author, number of references to the article, country coverage, and author
affiliation. Then distribute the data, select keywords through analysis using Vos-Viewer
analysis. MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) Bibliometric analysis methodology is used to identify trends in publications released
in 2020-2021 by utilizing a quantitative approach to collect data from internet databases to
determine publications on modeling and artificial intelligence issues (Prihatini, 2018, 2019b,
2019c, 2019a, 2020a, 2020b). in management (Iriyani et al., 2023). Scientific output is
currently evaluated using bibliometric analytical techniques based on the number of
citations, keywords, geographic data, author collaboration, and disciplinary interactions
(Istiana, 2022). Fundamental data include annual publication output, publishing country,
research topics, number of citations, keyword co-occurrence, co-authoring, and
collaboration networks between countries and institutions. This research data was collected through documentation, namely data from Scopus
for 2004-2022. We used keywords related to women's electability and big data to extract
bibliometric data from the Scopus database. We assessed and abstracted articles after
extracting available literature to see whether they were eligible for bibliometric analysis. The
search procedure was limited in 2020 and 2021 when the COVID-19 epidemic emerged in
December 2019. The aim was to make data distribution and graphic display easier. In
addition, the data is sorted into groups depending on the factors studied and presented in
tabular form. 253 Stagnancy of Women's...251-272, (Abbas, dkk) Source: Analisis Dataset Vos Viewer "publication year", 2023 Source: Analisis Dataset Vos Viewer "publication year", 2023 Based on the data presented in the image above, it can be explained that over the
last 2 (two) decades there has been a continuous increase in the number of article
publications on Scopus with women and politics issues, although in some years there have
been fluctuations, this illustrates a trend of increasing articles with women's issues. On the
other hand, in the last few years (2019-2022) there has been a significant increase in the
number of article publications on the issue of women's electability. The largest increase in
this time period occurred in 2019 with 46 articles. However, in the following year or 2020
there was a decrease in the number of publications compared to the previous year. Therefore, the trend of published articles discussing women and politics issues in the four
election periods in Indonesia continues to increase with the highest number in 2019 but
gradually decreasing until 2022 with a total of 31 articles. y
Article Publication Year This research is based on bibliometric analysis on Scopus article data with the issue
of women's electability, based on the year the article was published in the period 2004 to
2022. From the data obtained, the year of publication was then classified according to four
time sections over a 5 year period. The trend in the number of publications based on year
of publication can be observed in Figure 1, as follows; Figure 1.2 Number of publications based on Publication Year
Stagnancy of Women's...251-272, (Abbas, dkk)
254 Figure 1.2 Number of publications based on Publication Year Figure 1.2 Number of publications based on Publication Year Stagnancy of Women's...251-272, (Abbas, dkk) Stagnancy of Women's...251-272, (Abbas, dkk) 254 MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) Profile article The next research stage was to create a distribution map of publishers based on the
n=299 articles obtained. From the bibliometric search results based on publishers, 157
publishers were obtained with a varied distribution of the number of articles. This shows
that, although the issue of women and politics is widely discussed in article s, this issue
within the scope of journal publications has not yet become the main idea for accredited
journals. The results of mapping the number of article publications based on publishers can
be seen in table 1, as follows. Table 1. Number of Article Publications Based on Publisher Table 1. Number of Article Publications Based on Publisher Table 1. Number of Article Publications Based on Publisher
Publisher
Number of
Article
Percentage
Journal of Current Southeast Asian Affairs
12
4%
Indonesia And the Malay World
8
3%
Journal Of International Women’s Studies
6
2%
South East Asia Research
6
2%
Asian Journal of Women S Studies
5
2%
International Journal of Innovation Creativity and Change
5
2%
Women’s Studies International Forum
5
2%
Asian Studies Review
4
1%
International Journal of Scientific and Technology Research
4
1%
Iop Conference Series Earth and Environmental Science
4
1%
Asia Pacific Journal of Anthropology
3
1%
Asian Women
3
1%
Austrian Journal of South East Asian Studies
3
1%
Indonesian Journal of Applied Linguistics
3
1%
Journal of Contemporary Asia
3
1%
Source: Vos Viewer Analysis Results, 2023 Stagnancy of Women's...251- 272, (Abbas, dkk) 255 MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) Regarding the data on the distribution of the number of articles and publishers that
have been obtained, this research took the top 15 publishers with the highest number of
published articles. Where the Journal of Current Southeast Asian Affairs has published 12
articles on the theme of women's electability in elections in the period 2004 to 2022, while
Indonesia and the Malay World has published 8 articles, the Journal of International
Women's Studies and South East Asia Research have 6 articles. Apart from that, the Asian
Journal of Women's Studies, International Journal of Innovation Creativity and Change and
Women's Studies International Forum published 5 articles. Meanwhile, 4 articles were
published through the journals Asian Studies Review, International Journal of Scientific
and Technology Research and Proceedings of the Iop Conference Series Earth and
Environmental Science, and 3 articles were published respectively through the journals Asia
Pacific Journal of Anthropology, Asian Women, Austrian Journal of South East Asian
Studies, Indonesian Journal of Applied Linguistics and Journal of Contemporary Asia. Author Profile Based on the distribution of authors discussing the issue of women's electability in
Scopus indexed articles, this research highlights the authors who published the most
articles on relevant themes. Therefore, we obtained 11 authors who had published more
than 1 article writing about the issue of women's electability in the period 2004 to 2022. An
illustration of this data can be seen in the following figure;
Figure 1.3 Author data based on number of publications Source: Vos Viewer Dataset Analysis "author", 2023 Source: Vos Viewer Dataset Analysis "author", 2023 The distribution of these authors includes Prihatini with 5 articles (Prihatini, 2018,
2019a, 2019b, 2020a, 2020b). Authors who published 3 articles include Aspinal, E (Aspinall
et al., 2011, 2021), Törnquist, O., (Törnquist, 2006, 2007; Törnquist et al., 2017);
McGregor, K (K. McGregor, 2012; K. E. McGregor & Hearman, 2007; K. McGregor &
MacKie, 2018). Meanwhile, authors who only published 2 articles include Darwin, .I.,
(Darwin, 2017; Darwin & Haryanto, 2021); Dewi, K.H (Dewi, 2019, 2020); Hilman, B. (Hillman, 2017, 2018); Choi, N., (Choi, 2007, 2019); Drake, P. (Drake, 2013, 2018). And,
authors who only published 1 article include Savirani, A. (Savirani et al., 2021) and Beta
A.R (Beta, 2019). Document Profile Based on Publication Stagnancy of Women's...251-272, (Abbas, dkk) 256 MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) A number of published articles on the theme of women's electability in elections, based on
the bibliometric analysis carried out, can be classified as quite religious. This can be seen in
the following picture; Figure 1.4 Percentage of Document Types Based on Article Publication Source: Analisis Dataset Vos Viewer "document type", 2023 yp
Based on the figure above, this research classifies the types of documents that have
been published with relevant themes, the most numerous being documents of the Article
type, 260 documents, then 19 documents in Review form, then 15 documents published in
Conference Paper form, Next, there are 2 documents in the form of notes, 2 erratums and
1 conference review document. In this way, through the distribution of documents that
have been published on themes relevant to the issue of women's electability, namely
articles, this indicates that the majority of researchers are interested in conducting academic
studies on the theme of women's electability in their Scopus publications. Number of Article References Furthermore, from a number of articles obtained in the Scopus database with the
issue of women's electability. This research organizes these articles based on articles that
have the most citations through the top 10 articles. This can be noted in: Table 2. Number of Citations by Document
Document title
Source
Cited by
Direct Democracy and Local Public Goods: Evidence
from A Field Experiment in Indonesia
Author: (Olken, 2010)
Transnational Domestication: State Power and
American Political
Science Review
163
Indonesian Migrant Women in Saudi Arabia. Author: (Silvey, 2004a)
The familial technique for linking maternal death with
poverty
Author : (Graham et al., 2004)
Tigers and gangsters: Masculinities and feminised
migration in Indonesia
Author:(Elmhirst, 2007)
Political Geography
145
Lancet
91
Population, Space and
85
Place Table 2. Number of Citations by Document Table 2. Number of Citations by Document Stagnancy of Women's...251- 272, (Abbas, dkk) 257 MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) Document title
Source
Cited by
Development for whom? Social justice and the
business of ecotourism
Author:(Schellhorn, 2010)
Representing world history in the 21st century: The
impact of 9/11, the Iraq war, and the nation-state on
dynamics of collective remembering. Author :(Liu et al., 2009)
Coping by Colluding: Political Uncertainty and
Promiscuous Powersharing in Indonesia and Bolivia
Author: (Slater & Simmons, 2013)
The management of chronic hepatitis B in Asian
Americans. Author : (Tong et al., 2011)
Transnational migration and the gender politics of
scale: Indonesian domestic workers in Saudi Arabia
Author: (Silvey, 2004b)
Awkward encounters and ethnography
Author :(Koning & Ooi, 2013)
Journal of Sustainable
83
Tourism
Journal of Cross-
Cultural Psychology
78
Comparative Political
Studies
71
Digestive Diseases and
66
Sciences
Singapore Journal of
60
Tropical Geography
Qualitative Research in
Organizations and
58
Management: An
International Journal
Source: Dataset Analicis Vos Viewer "citation", 2023 Awkward encounters and ethnography Author :(Koning & Ooi, 2013) Author :(Koning & Ooi, 2013) Source: Dataset Analicis Vos Viewer "citation", 2023 The number of citations for an article indicates that the article has become a
reference for researchers, as well as having an impact on other research. From the results of
this research analysis, it was found that there were 10 articles that had a number of citations
above 50 citations in one published article. Number of Article References Articles with more than 100 citations include
articles entitled Direct Democracy and Local Public Goods: Evidence from A Field
Experiment in Indonesia by Olken, B.A. (2010) has a total of 163 citations and
Transnational Domestication: State Power and Indonesian Migrant Women in Saudi Arabia
by Silvey, R. (2004) has a total of 145 citations. Meanwhile, articles that specifically discuss the issue of women in politics with the
highest number of citations include articles with the title Coping by Colluding: Political
Uncertainty and Promiscuous Powersharing in Indonesia and Bolivia by Author: Slater, D.,
Simmons, E. (2013) with the number of citations is 71 and the article with the title
Transnational migration and the gender politics of scale: Indonesian domestic workers in
Saudi Arabia, by Silvey, R. (2004) with the number of citations is 60. Thus, this indicates
that the theme of women and politics is still has become an issue that has been discussed a
lot by a number of studies as well as being a reference for various similar articles. Therefore, concerns about women and politics can be categorized as an arena that is still
very possible for further study and discussion. Distribution of Documents by Region Figure 1.5 Distribution of Documents by Region Source: Dataset Analicis Vos Viewer "country", 2023 The facts that can be established in this figure show that there is sufficient intensity for the
study of women's electoral characteristics to spread to several countries or regions. In
particular, according to a number of studies in Indonesia, it has the largest percentage
(48%), but this does not necessarily guarantee that women's electability can increase
optimally. The facts that can be established in this figure show that there is sufficient intensity for the
study of women's electoral characteristics to spread to several countries or regions. In
particular, according to a number of studies in Indonesia, it has the largest percentage
(48%), but this does not necessarily guarantee that women's electability can increase
optimally. Distribution of Documents by Region Stagnancy of Women's...251-272, (Abbas, dkk) 258 Document Distribution by University y
y
Furthermore, this research highlights the distribution of documents based on the
university of origin of the author. This is to describe the rhythm of the activities of
university researchers in studying the issue of women's choice in elections in Indonesia. From the data obtained, the top 3 universities from which the article authors came from
were Gajah Mada University (20 articles), University of Indonesia (16 articles) and The
Australian National University (12 articles), which can be seen in the table; Table 3. Document Distribution by University MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) Furthermore, documents based on the author's country of origin or study area in
the article are categorized into document distribution based on country. From these results,
it was found that Indonesia, with 143 articles, dominated the distribution of documents
discussing the issue of women in politics. Furthermore, the regions that were also
highlighted in this research included Australia (50 articles), United States (37 articles),
Singapore (19 articles) and United Kingdom (18 Articles). In addition, other authors are
located in Malaysia, Germany, Canada, the Netherlands and New Zealand. This can be
seen in Table 3 as follows; Figure 1.5 Distribution of Documents by Region
Source: Dataset Analicis Vos Viewer "country", 2023
Number Of Document
160
140
120
100
80
60
40
20
0
48%
143
Indonesia
18%
50
Australia
12%
37
United States
New Zealand 8 2%
Netherlands
8 2%
Canada 8 2%
Germ any
9 3%
Malaysia
10 4%
United Kingdom
18
5%
Singapore
19
6%
Number of Publication By Country Figure 1.5 Distribution of Documents by Region Table 3. Document Distribution by University Stagnancy of Women's...251- 272, (Abbas, dkk) 259 MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023)
Source: Dataset Analicis Vos Viewer "university", 2023 Source: Dataset Analicis Vos Viewer "university", 2023 However, themes highlighting women and politics also come from a number of
universities in the Asian region, Australia and the United States. This indicates that the
issue of women and politics is an issue that is also an academic study for many academics
in many regions. Overall, there are several articles from various universities. And the
highest number of articles is at Gadjah Mada University with 20 articles. MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) When using VOSviewer, the number of relationships between them is set to several
terms. VOSviewer analysis, there are several groups, namely red, green, orange, blue, yellow
and purple. Which shows the relationship between one topic and another topic. VOSviewer can display bibliometric mapping in three ways, namely: Network Visualization
(Figure 5), Overlay Visualization (Figure 7), and density visualization (Figure 6). Colored circles are used to label authors. Circle size correlates well with the
presence of keywords in the title and abstract. Consequently, the frequency of occurrence
affects the size of letters and circles. The larger the letters and circles, the more often the
keyword appears. In picture no. 5 illustrates that the author who discusses women's
electability the most is Aspinal, E. Norris. P, Blackburn. S. Scope of Publication and Authors Publication coverage is intended as a form of network analysis of the number of
researchers and research themes that are connected to each other, either with the same
keywords or relevant journal study fields. From this analysis, it can provide a match
between the number of publications, authors and themes that are connected, so that the
network can guide research to visualize the most discussed keywords. Figure 1.6 Visualization of research topics using VOSViewer according to
scope of number of publications
Source: Data Processing using VOSviewer, 2023 Figure 1.6 Visualization of research topics using VOSViewer according to
scope of number of publications
Source: Data Processing using VOSviewer, 2023 Stagnancy of Women's...251-272, (Abbas, dkk) 260 Analysis Density Visualization The next step is to use Density Visualization Analysis or analysis unit density
visualization, where this refers to the distribution of publishers/journals that have an
interest (scope) of publications that are mutually relevant to the keywords that have been
obtained previously. In this step, it will help the research to identify a number of journals
or publishers that have a concentration on women's issues, as well as providing an
overview of the area where women's issues are studied. Publisher
No. of
Articles
Percentage
Journal Of Current Southeast Asian Affairs
12
4%
Indonesia And the Malay World
8
3%
Journal Of International Womens Studies
6
2% Publisher
No. of
Articles
Percentage
Journal Of Current Southeast Asian Affairs
12
4%
Indonesia And the Malay World
8
3%
Journal Of International Womens Studies
6
2% Stagnancy of Women's...251- 272, (Abbas, dkk) 261 MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023)
South East Asia Research
6
2%
Asian Journal of Women S Studies
International Journal of Innovation Creativity
5
5
2%
2%
International Journal of Scientific and
Technology Research
Iop Conference Series Earth and
Environmental Science
4
1%
4
1%
Figure 1.7 Keyword visualization using VOSviewer with a density visualization approach
to the number of publications in journals
Source: Data Processing using Vos Viewer, 2023
and Change
Women S Studies International Forum
5
2%
Asian Studies Review
4
1% MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) Meanwhile, the figure above illustrates the level of research from 2004 to 2022,
where the most publications are currently in Southeast Asian journals. The frequency of
keywords in (figure 1.7) was used to determine the most frequently found studies in this
research. First, we ran keywords in VOSViewer that most emphasized the terms frequently
cited in the research. And then arrange the words into a visualization overlay based on their
frequency. As shown in the picture above, which shows the concentration of all the
keywords in the article, overall, the most prominent points to be highlighted in certain
issues in the study of women's electability in elections are found in the Journal of Current
Southeast Asian Affairs, then Indonesia and The Malay World, and then Journal of
International Women's Studies. Stagnancy of Women's...251-272, (Abbas, dkk) Figure 1.8 Visualization of keyword networks using VOSviewer according to
Overlay Network Visualization
Sumber: Data Processing Vos Viewer, 2023 Meanwhile, the image above illustrates the level of research in Indonesia, this
shows that the darker the color appears, the more research is carried out. Based on analysis
using VOSviewer as shown in the figure above, the keywords that often appear are
women's status, political discourse, religious identity, women's representation, gender gap,
and women's work. Therefore, researchers can help determine women's electability by
conducting studies on the use of AI-based technology. A significant percentage of the news
disseminated contains misinformation that has a negative impact on the cognitive and
psychological health of readers. The analysis to be carried out on the problem of
combining technology with AI can also be observed in various studies carried out by
different scholars. Apart from that, the figure above shows that previous research with the
keywords women's status, political discourse, religious identity, women's representation,
gender gap, and women's employment has a fairly relative relationship. g
y
y
Based on previous research, it can be concluded that the factor of women's
electability in Indonesia is more about women's status, where there is still an old paradigm
regarding women's position, women's work, and also political discourse where
representation in carrying out roles and functions in politics is the responsibility of men. These keywords are most relevant to studies with relevant themes in this research
conducted by Prihatini (Prihatini, 2018, 2019a, 2019b, 2020a, 2020b), examining a number
of variables that show factors influencing the political role of women in Indonesia, starting
from their relationship with understanding of religion to political liberalization through
gender equality in politics in Indonesia from the colonial era until now. Overlay Network Visualization Visualization of a collection of article networks or Overlay Network Visualization is
a description of a collection of keyword networks that represent the number of studies on a
number of articles with certain themes. In analyzing this section, we can show response
data from a number of studies on keywords with the theme of women's electability. This
process provides a description of this research that the denser the colors and the more
diverse the network colors that are visible indicate that the keyword has the strongest
character in the analysis network. Stagnancy of Women's...251-272, (Abbas, dkk)
262 Stagnancy of Women's...251-272, (Abbas, dkk) 262 MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) 2020; Sugiarto & Yuwanto, 2020) which continue to increase in strength but not
substantially are an indicator that women are increasingly empowered in politics. 2020; Sugiarto & Yuwanto, 2020) which continue to increase in strength but not
substantially are an indicator that women are increasingly empowered in politics. Cultural factors are also a concern in a number of articles regarding women's
involvement in Indonesia, for example (Lestari et al., 2019) revealing the limitations of
Javanese women in understanding politics, or in understanding post-reform political
inclusiveness which does not have much influence on ethnic Chinese politics in Indonesia
(Chen , 2022), which is ultimately narrated as patriarchal beliefs that continue to haunt the
situation of low representation of women in politics in Indonesia (Vasandani et al., 2022; )
Even so, it needs to be acknowledged that the various articles on the theme of women and
politics in a number of studies published on Scopus have their own interest, especially in
terms of women's popularity. (Ichsan Kabullah & Fajri, 2021) introduced the term neo-
motherism as a victory for women in regional head election contestations, resulting in the
strengthening of clientelism at the grassroots which also won for women (Mahsun et al.,
2021). Apart from that, intellectual circles pay more attention to the election of women as a
representation of the voice of support for the struggle for issues of empowerment and
resolving cases of violence against women (Budoyo & Hardiyanti, 2021). Based on the literature review analysis carried out, this research can provide an
explanation that a number of studies in Scopus articles in the publication period 2004 to
2022, n=299, can explain that the issue of women's electability in Indonesian elections is
still very much influenced by demands for women's representation policies, religious
identity. , gender gap and women's social status. However, it is also necessary to pay
attention in further studies or research regarding the motivation of women to get involved
in politics which seems to continue to increase over time. On the other hand, clientelism is
beginning to strengthen in grassroots communities, which is heavily influenced by the roles
of women, which has led to an increase in the level of trust in lower society towards
women in politics. MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) Therefore, the results of this research show that analysis through a
literature review will be very helpful and contribute to analyzing the political achievements
of women in Indonesia. Figure 1.8 Visualization of keyword networks using VOSviewer according to
Overlay Network Visualization
Sumber: Data Processing Vos Viewer, 2023 In line with other research explaining findings related to the existence of obstacles
to women's political participation in Indonesia, including understanding religion (Fattore et
al., 2010), the strong patriarchal culture of society (Dzuhayatin, 2020; Prajuli et al., 2021),
structural and institutional factors that confront with women's domestic duties (Bayo, 2021;
Christoff et al., 2017), even the blurred understanding of all parties regarding gender bias
which still often occurs both in government and society (Badruddin et al., 2019), lack of
financial support and political support ( Adnan & Amri, 2021), where even political parties
only view women's involvement as a formality in fulfilling the women's quota policy (Angin
& Purnomo, 2022) as well as the lack of access to information, resources and political
education received by women's groups (Yanti et al., n.d.; Yumasdaleni et al., 2022) On the other hand, in several articles it was also found that there are political
parties that have not provided sufficient portions for women's involvement (Rofhani &
Fuad, 2021; Savirani et al., 2021). Apart from that, it also needs to be acknowledged that
there is still a gender gap in knowledge and preferences. women's politics in Indonesia
(Prihatini, 2018). Although a number of studies show that the influence of kinship also
strengthens women's participation in politics, accompanied by the shadow of being the
wife, niece, or family member of a regional political leader (Aspinall et al., 2021b; Marw ah
& Catur Pratiwi, 2022), or simply an actress in political celebrations celebrities (Ahmad, Stagnancy of Women's...251- 272, (Abbas, dkk) 263 Conclusion Based on the literature review analysis, an analysis of articles on the theme of
women's acceptability in elections in Indonesia has been carried out, using around n=299
articles from the Scopus database in the publication period from 2004 to 2022. The results
of the data review using VOSviewer, which shows several dominant keywords in each
existing cluster. This condition is in accordance with a number of previous studies which
assist researchers in finding information about the theme being studied. Software called
VosViewer is capable of analyzing length metrics and statistics of scientific journals such as
the Journal of Gender Studies. It contains several topics that have strong ties to women's
electability. The most published articles with relevant themes were Prihatini with 6 articles,
then Olken., et al. is the author with the highest number of citations n=163. At the same
time, the article comes from a university explaining that academics have the most to
contribute. In this research, there is a gap in the study of women's electability in elections in
Indonesia, especially in the variety of keywords found, and there are no keywords that are
dominant enough. This illustrates that the dynamics of women's electability in a number of
articles in the period 2004 to 2022 do not specifically place the issue of women's electability
in their research results. However, this study can explain that women's electability in
Indonesian elections is still strongly influenced by demands for women's representation Stagnancy of Women's...251-272, (Abbas, dkk) 264 MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) MUWAZAH – Jurnal Kajian Gender (Volume 15, Nomor 2, Tahun 2023) policies, religious identity, gender gaps and women's social status. Therefore, this study
provides recommendations for future research to be able to explain more about women's
motivational factors in political participation and the strengthening of women's social
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Uterine tumours resembling ovarian sex cord tumours: a case report
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Cases journal
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Background trabeculae, solid, or tubular structures. If this element pre-
dominates, the tumour is considered to be a uterine
tumour resembling ovarian sex cord tumour(UTROSCTs),
and may cause diagnostic difficulties. g
Endometrial stromal tumours with sex-cord-like elements
are relatively rare (account for 0.25% of all uterine malig-
nancies). These tumours were first described by Clement
and Scully in 1976 who presented 4 cases of such tumours
and classified them into groups I and II. The groups are
defined by the amount of sex cordlike elements.[1] The
recent World Health Organisation classification 2003 rec-
ognises low grade stromal sarcoma and undifferentiated
endometrial sarcoma. Low grade sarcomas may exhibit
other forms of differentiation, including smooth muscles
and sex cord differentiation. In the latter form, the tumour
contains epithelial-like or sex cord like elements, often
with epithelioid appearance, arranged in nests, cords, Cases Journal Open Access BioMed Central BioMed Central Received: 14 November 2008
Accepted: 14 January 2009 © 2009 Aziz 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. © 2009 Aziz et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Abstract Background: Endometrial stromal tumours with sex-cord-like elements were first described by
Clement and Scully in 1976. The recent World Health Organisation classification 2003 recognises
low grade stromal sarcoma and undifferentiated endometrial sarcoma. Case presentation: A 62-year-old caucasian woman presented with recurrent postmenopausal
bleeding. She underwent a diagnostic hysteroscopy which showed a large polyp on the posterior
uterine wall. Polypectomy was performed and the histological report of the polyp showed a
complex adenomatous lesion of uncertain malignant potential. She underwent a total abdominal
hysterectomy and bilateral oophorectomy. The patient is asymptomatic at the time being, and is
having annual check ups. Conclusion: Total abdominal hysterectomy and bilateral ovarian oophorectomy is the best
approach at this stage. These tumours should be considered as having an uncertain but low likelihood of recurrence. It is
acknowledged that no extra uterine spread or distant metastases have been reported thus far. Ope
Case Report
Uterine tumours resembling ovarian sex cord tumours: a case
report
Omar Aziz*, John Giles and Simon Knowles Address: Gynaecology Department, Yeovil District Hospital, Higher Kingston, Yeovil, Somerset BA21 4AT, UK
Email: Omar Aziz* - omaraziz78@hotmail.com; John Giles - john.giles@ydh.nhs.uk; Simon Knowles - simon.knowles@ydh.nhs.uk
* Corresponding author Published: 14 January 2009
Cases Journal 2009, 2:55
doi:10.1186/1757-1626-2-55
Received: 14 November 2008
Accepted: 14 January 2009
This article is available from: http://www.casesjournal.com/content/2/1/55
© 2009 Aziz 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 1 of 3
(page number not for citation purposes) Abbreviations UTROSCTs: Uterine Tumours Resembling Sex Cord
Tumours; CD: Cluster designation (cluster of differentia-
tion). Case report We report this rare case of carcinoma of the endometrium
in a 62-year-old woman who presented with recurrent
postmenopausal bleeding. Her medical condition was
unremarkable. She underwent a diagnostic hysteroscopy
which showed a large polyp on the posterior uterine wall. Polypectomy was performed and the histological report of
the polyp showed a complex adenomatous lesion of
uncertain malignant potential, therefore she had a stand- Page 1 of 3
(page number not for citation purposes) Page 1 of 3
(page number not for citation purposes) http://www.casesjournal.com/content/2/1/55 Cases Journal 2009, 2:55 Cases Journal 2009, 2:55 http://www.casesjournal.com/content/2/1/55 Discussion ard pelvic MRI staging scan which revealed no evidence of
pelvic lymphadenopathy, cystic changes in the cervix and
a lesion on the left side of the fundus which appeared to
be associated with some thinning of the endometrium
which could represent invasion, however, it was not full
thickness and the MRI excluded extra-uterine spread. There are 2 uterine neoplasms that contain endometrial
stroma and are variants of the usual endometrial stromal
tumour. One is termed as uterine neoplasm resembling
an ovarian sex cord tumour(UTROSCTs), and the other
one, a combined smooth muscle stromal tumour[2] Most papers in the literature consider UTROSCTs to be
rare variants of endometrial stromal tumours. Since they
were first described 30 years ago, the rarity and limited fol-
low up does not provide robust evidence upon which to
base a definite management strategy. In the most recent
WHO publication, these tumours have been separated
from the main group of endometrial stromal and related
tumours and placed in the category of "miscellaneous
tumours", however, there is no guidance as to predictive
or prognostic factors for the behaviour of these tumours
in the current WHO fascicle, the management of these
tumours is therefore debatable. One case report states that
there is a potential for recurrence or even a metastasis
especially if the tumours are invasive [3] The patient underwent a total abdominal hysterectomy
and bilateral oophorectomy. The pelvis looked clear; both
ovaries looked healthy with no lymphadenopathy, and
peritoneal washings were taken and sent for cytology. Macroscopically the uterus showed a large soft peach col-
oured polyp in the endometrial cavity 20 × 9 × 20 mm and
a small yellow deposit in the myometrium 3 mm in size 2
mm adjacent to the polyp. Microscopically, the polyp was
composed of cord, nests, trabecular and occasional glan-
dular structure that were formed by small tumour cells
that resembled the granulosa cells of ovarian granulosa
cell tumours (see Figure 1). Occasional luteinized like
cells with abundant foamy cytoplasm were seen only
focally, thought to reflect leydig cell differentiation. The
tumour immunostained with antibodies that recognize
sex cord elements(inhibin, calretinin and CD99), epithe-
lial differentiation (AE1/3 and MNF1165, but not EMA)
and myoid (a mesenchymal marker) and WT1, but not
CD10, a marker of endometrial stromal cells. All tumour
cells expressed oestrogen and progesterone strongly. Conclusion
h
l Due to the lack of evidence about the best management
for this type of tumour, total abdominal hysterectomy
and bilateral ovarian oophorectomy is the best approach
at this stage. The long-term clinical behavior of UTROSCT remains to
be established. Although favorable histological features
including well-circumscribed borders and an absence of
vascular invasion are usually present, these tumors may
on occasion show infiltrative borders and focal vascular
invasion, albeit not to the extent that is characteristic of
endometrial stromal sarcomas[3]. In the same study four
of the cases have had favourable outcomes, but the dura-
tion of follow up was limited. The authors therefore advo-
cate that these tumours be considered as having an
uncertain but low likelihood of recurrence. It is acknowl-
edged that no extra uterine spread or distant metastases
have been reported thus far. At the present, the patient is asymptomatic and is under-
going a yearly check up with pelvic examination and ultra-
sound scanning which have been normal so far. Microscopic image of the polyp found in the endometrial cav-
ity
Figure 1
Microscopic image of the polyp found in the endome-
trial cavity. Consent A written consent has been obtained from the patient. Competing interests Competing interests
The authors declare that they have no competing interests. Microscopic image of the polyp found in the endometrial cav-
ity
Figure 1
Microscopic image of the polyp found in the endome-
trial cavity. Page 2 of 3
(page number not for citation purposes) http://www.casesjournal.com/content/2/1/55 http://www.casesjournal.com/content/2/1/55 Cases Journal 2009, 2:55 Authors' contributions OA wrote the original paper. JG treated the patient,
revised and edited the manuscript. SK analysed pathology
slides, revised and edited the manuscript. References 1. Clement PB, Scully RE: Uterine tumors resembling ovarian sex-
cord tumors. Am J Clin Pathol 1976, 66:512-525. J
2. Kuruvila Sarah, Samarasinghe Dushyanti, Thomas Sasomma: Uterine
neoplasm resembling an ovarian sex cord tumor. Saudi Med J
2003, 24(2):221-223. ( )
3. Irving JA, Carinelli S, Prat J: Uterine Tumour resembling ovarian
sex cord tumours are polyphenotypic neoplasms with true
sex cord differentiation. Mod Pathol 2006, 19:17-24. Publish with BioMed Central and every
scientist can read your work free of charge
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scientist can read your work free of charge
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https://figshare.com/articles/thesis/The_effect_of_binge-like_ethanol_exposure_on_adolescent_performance_in_non-spatial_and_spatial_forms_of_the_novel_object_recognition_paradigm/17018819/1/files/31474886.pdf
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English
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The effect of binge-like ethanol exposure on adolescent performance in non-spatial and spatial forms of the novel object recognition paradigm
| null | 2,021
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cc-by
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THE EFFECT OF BINGE-LIKE ETHANOL EXPOSURE ON ADOLESCENT
PERFORMANCE IN NON-SPATIAL AND SPATIAL FORMS OF THE NOVEL OBJECT
RECOGNITION PARADIGM BY
MIRIAM COLLINS Table of contents Page
Acknowledgements .................................................................................................... 1
Abstract………………………………. ..................................................................... 2
List of figures and tables………………………………. ........................................... 3
Introduction…....…………………………………………………………………… 5
The current study……………………………………………………………………
20
Method………………………………………………………………………………
21
Results and discussion………………………………………………………………
25
General discussion ..................................................................................................... 43
References…… .......................................................................................................... 50 1 1 Acknowledgements Acknowledgements This thesis is dedicated to my dad. I would like to thank my supervisor Susan Schenk for her
guidance throughout my MSc, as well as Joyce Colussi-Mas, Sophie Muller, and Michael
Roberts for their help with the technical side of things. I also want to thank all the people I
did CBNS with for enrolling in the course at the same time as me and making the last two
years a bit more colourful and exciting. 2 2 Abstract Previous research has demonstrated that ethanol produces differential effects on non-spatial
or recognition memory and spatial memory; spatial memory deficits were consistently found
to be more persistent than non-spatial memory deficits. Ethanol-produced deficits have also
been found to be dependent on age at exposure, and exposure during adolescence produced
more persistent deficits than when exposure was experienced by older subjects. The current study investigated the effects of a “binge-like’ 5 day episode of ethanol exposure
(1.0g/kg x 5) on performance in non-spatial and spatial forms of the novel object recognition
(NOR) task. Subjects were exposed either during adolescence or following maturity. Tests
were conducted 2 or 9 days following exposure. NOR was tested following inter-trial
intervals of 1, 3, or 5 minutes. Data from mature rats could not be obtained or analysed due to
procedural issues that precluded NOR measurement. Control rats failed to demonstrate NOR
at any of the time intervals. Reasons for these negative findings are discussed. 3 3 List of figures and tables List of figures and tables Table 1. Cycle 1 Novel Object Recognition (NOR) task items. e 2. Cycle 2 Novel Object Recognition (NOR) task items. Table 2. Cycle 2 Novel Object Recognition (NOR) task items. Table 2. Cycle 2 Novel Object Recognition (NOR) task items. Figure 1. Time spent on the old rota-rod following daily administration of saline (0.9%, IP)
or ethanol (1g/kg, IP) at time zero, twenty, and forty. Figure 1. Time spent on the old rota-rod following daily administration of saline (0.9%, IP)
or ethanol (1g/kg, IP) at time zero, twenty, and forty. Table 3. Analysis of variance following acute administration of saline or ethanol on initial
rota-rod apparatus performance. Table 3. Analysis of variance following acute administration of saline or ethanol on initial
rota-rod apparatus performance. Figure 2. Time spent on the second rota-rod apparatus following daily administration of
saline (0.9%, IP) or ethanol (1g/kg, IP) at time zero, twenty, and forty. Table 4. Analysis of variance of rota-rod performance following acute administration of
saline or ethanol. Figure 3. Number of approaches to each object in T1 (1) and T2 (2) for saline (A) and
ethanol (B) treated animals across each cycle 1 non-spatial novel objection recognition trial. Figure 3. Number of approaches to each object in T1 (1) and T2 (2) for saline (A) and
ethanol (B) treated animals across each cycle 1 non-spatial novel objection recognition trial. Figure 4. Proportion of number of approaches to duplicate objects in T1 and replacement
novel objects in T2 for saline (A) and ethanol (B) treated animals across each cycle 1 non-
spatial novel objection recognition trial. Figure 5. Time spent exploring both objects in T1 (1) and T2 (2) for saline (A) and ethanol
(B) treated animals during the cycle 1 non-spatial objection recognition task. Figure 6. Proportion of time spent exploring duplicate objects in T1 and replacement novel
objects in T2 for saline (A) and ethanol (B) treated animals during the cycle 1 non-spatial
novel objection recognition task. 4 Figure 7. Number of approaches to each object in T1 (1) and T2 (2) for saline (A) and
ethanol (B) treated animals across each cycle 1 spatial novel objection recognition trial. Figure 8. Proportion of number of approaches to duplicate objects in T1 and replacement
novel objects in T2 for saline (A) and ethanol (B) treated animals across each cycle 1 spatial
novel objection recognition trial. Figure 9. List of figures and tables Time spent exploring both objects in T1 (1) and T2 (2) for saline (A) and ethanol
(B) treated animals during each trial of the cycle 1 spatial novel objection recognition task. Figure 10. Proportion of time spent exploring duplicate objects in T1 and replacement novel
objects in T2 for saline (A) and ethanol (B) treated animals during the cycle 1 spatial novel
objection recognition task. Table 5. Significant effects obtained from analysis of various measures of performance in
Cycle 2 non-spatial NOR trials. Table 5. Significant effects obtained from analysis of various measures of performance in
Cycle 2 non-spatial NOR trials. Table 5. Significant effects obtained from analysis of various measures of performance in
Cycle 2 non-spatial NOR trials. Table 6. Significant effects obtained from analysis of various measures of performance in
Cycle 2 spatial NOR trials. Table 6. Significant effects obtained from analysis of various measures of performance in
Cycle 2 spatial NOR trials. 5 Alcohol is one of the most commonly abused drugs in the world (Centers for Disease
Control and Prevention, 2014), and this abuse contributes to approximately 1/10 deaths in
those aged 20-64, and 3.3 million deaths worldwide each year (World Health Organisation,
2015). Harmful use of alcohol can also play a causal role in over 200 diseases, such as mental
illness (or the exacerbation of), heart disease, cancer, anaemia, liver cirrhosis, and
pancreatitis, as well as various memory deficits (CDC, 2014; WHO, 2015). A binge drinking episode is defined as the consumption of a large quantity of alcohol
in one session in order to become intoxicated. This is approximately 5 + drinks for men, and
4+ drinks for women (Foundation for a Drug-Free World, 2015). Multiple binge drinking
episodes separated by withdrawal periods is defined as binge drinking in general, or chronic
intermittent exposure (Hiller-Sturmhöfel and Swartzwelder, 2004). Binge drinking is a common activity in multiple western countries (Hiller-Sturmhöfel
and Swartzwelder, 2004). In New Zealand adolescents on average have their first drink at
14.5 years of age, with 45% of secondary school students considering themselves to be
regular drinkers, and 18% classifying as binge drinkers who drink to excess at least 3+ times
a week (Adolescent Health Research Group, 2012). List of figures and tables Three types of elderly drinkers have been identified:
early-onset drinkers, who have a continuing drinking problem that developed earlier in their
lives, late-onset drinkers, who start drinking later in life, typically in response to negative
experiences such as bereavement or retirement, and intermittent types, who drink to excess
occasionally (Institute of Alcohol Studies, 2016). A longitudinal study on a group of mostly older-onset problem drinkers who had been
assessed for treatment found that all subjects reported drinking most commonly 4 + drinks on
a daily basis, similar to binge levels seen in adolescents (Christie, Bamber, Powell, Arrindell,
and Pant, 2012). More research in this area is required to adequately address or the effect of
later-onset drinking, as not much is known about the detrimental effects of alcohol on the
elderly brain. List of figures and tables Adolescent binge drinking is also
prevalent in the U.S.A., where underage drinkers consume more alcohol on average per
drinking session than adults, and those aged 12-20 are responsible for the consumption of
11% of all alcohol consumed within the nation (Centers for Disease Control and Prevention,
2015). These figures are of concern as binge drinking can result in both short- and long-term
impairments in cognition and memory due to persistent effects on the brain (Hiller-
Sturmhöfel and Swartzwelder, 2004). This susceptibility of the human brain to the effects of alcohol abuse can differ
depending on factors such as age and the developmental period of the brain. Adolescence is 6 one of the most critical periods of brain development. During this time there are alterations in
neurochemistry, an increase in gray and white matter throughout the brain, increased
development of different areas (e.g. prefrontal cortex) and development of circuity between
different regions (e.g. fronto-subcortical circuitry development (Giedd, 2006). These
processes can be interrupted by alcohol exposure, resulting in later life dysfunction of
executive control, and disruption in the encoding, storage, and retrieval of memories due to
shrinkage of the responsible areas such as the prefrontal cortex and hippocampus (Hiller-
Sturmhöfel and Swartzwelder, 2004). At the other end of the developmental spectrum, alcohol consumption by retirees is
also increasing (Institute of Alcohol Studies, 2016). The drastic change of post-employment
life can result in increased alcohol consumption (Institute of Alcohol Studies, 2016),
particularly if the individual was forced into retirement rather than choosing it for themselves
(Gallo, Bradley, Siegel, and Kasl, 2001). Three types of elderly drinkers have been identified:
early-onset drinkers, who have a continuing drinking problem that developed earlier in their
lives, late-onset drinkers, who start drinking later in life, typically in response to negative
experiences such as bereavement or retirement, and intermittent types, who drink to excess
occasionally (Institute of Alcohol Studies, 2016). At the other end of the developmental spectrum, alcohol consumption by retirees is
also increasing (Institute of Alcohol Studies, 2016). The drastic change of post-employment
life can result in increased alcohol consumption (Institute of Alcohol Studies, 2016), particularly if the individual was forced into retirement rather than choosing it for themselves
(Gallo, Bradley, Siegel, and Kasl, 2001). The hippocampus and spatial memory Hippocampal units differentially fire depending on the
relative position of subjects within an environment (Best and Ranck, 1975; Hill, 1978;
O'Keefe and Dostrovsky, 1971; Olton, Walker, and Gage, 1978; Thompson and Best, 1990). O'Keefe and Dostrovsky, 1971; Olton, Walker, and Gage, 1978; Thompson and Best, 1990). O'Keefe and Dostrovsky, 1971; Olton, Walker, and Gage, 1978; Thompson and Best, 1990). The hippocampus and spatial memory 7 Alcohol-related memory impairments may relate to drug-produced changes in the
hippocampus (Ryabinin, 1998). Human studies have shown that those diagnosed with
adolescent-onset alcohol use disorders have significantly smaller right and left hippocampal
volumes compared to age-matched controls. These affects were negatively correlated with the
disorder duration (De Bellis et al., 2000). On subjects with older onset alcoholism females
demonstrated smaller bilateral hippocampus volumes, but males only had a significantly
smaller right hippocampus (Agartz, Momenan, Rawlings, Kerich, and Hommer, 1999). Post-
mortem analysis of human brain tissue also demonstrates that alcoholism results in a loss of
white matter (Jensen and Pakkenberg, 1993), and decreased cortical gray matter density (Kril,
Halliday, Svoboda, and Cartwright, 1997). On rodents both pre-natal (Barnes and Walker, 1981) and long-term chronic post-
natal exposure (Walker, Barnes, Zornetzer, Hunter, and Kubanis, 1980) to ethanol results in a
permanent reduction of CA1 and CA3 hippocampal pyramidal cells. A question remains as to
whether these brain deficits are reflected in behavioural deficits. Spatial memory encodes information about spatial orientation within the surrounding
environment (Burgess, Maguire, and O'Keefe, 2002) This type of memory permits navigation
of familiar areas such as the route you take to drive to work (O'Keefe and Nadel, 1978), or in
the case of animal studies the location of the food that was previously stored (Bird, Roberts,
Abroms, Kit, and Cupri, 2003). This encoded spatial information can be stored as working,
short and long term memories (Burgess, Maguire, and O'Keefe, 2002), and it is known that
the hippocampus is involved in these processes (Burgess, Maguire, and O'Keefe, 2002). The hippocampus plays a role as the "cognitive map" of the brain, and the pyramidal
hippocampal cells are the basic units of this map. These cells internally represent specific
physical points in space and allow for referencing of the surrounding environment and ease of 8 8 navigation (O'Keefe and Nadel, 1978). Hippocampal units differentially fire depending on the
relative position of subjects within an environment (Best and Ranck, 1975; Hill, 1978; navigation (O'Keefe and Nadel, 1978). Hippocampal units differentially fire depending on the
relative position of subjects within an environment (Best and Ranck, 1975; Hill, 1978;
O'K
f
d D
t
k
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1978 Th
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t 1990) navigation (O'Keefe and Nadel, 1978). Human research assessing the effects of ethanol on spatial and non-spatial (recognition)
memory Due to ethical constraints around the administration of alcohol to human subjects, alcoholism
recovery status, and increased risk of injuries (NIAAA, 2015), research involving the effect
of alcohol on memory in humans is often limited to studies with participants who already
have an alcohol-related disorder. Studies often employ the Spatial Working Memory (SWM) task that presents the
participant with a number of boxes on the screen which are opened by a process of
elimination to locate tokens. Adolescents of both genders diagnosed with alcohol use disorder
show a diminished blood oxygen level–dependent (BOLD) response on fMRI scans in the
left precentral gyrus and bilateral cerebellar areas during the SWM task but performance on
this task was not compromisd. These abnormalities in brain response were particularly
enhanced in subjects who reported higher consumption levels of alcohol and/or hangover
symptoms (Tapert et al., 2004). Those who qualified as "binge drinkers" (as defined by
scores from the Alcohol Use Questionnaire) consistently displayed between-search errors in
the Spatial Working Memory task (Townshend and Duka, 2005; Weissenborn and Duka,
2003; Scaife and Duka, 2009). Recognition memory comes under the umbrella of declarative or explicit memory,
and refers to the ability to recall previous events, objects, and people encountered on a
previous occasion. A second presentation of the stimulus is necessary in order for the subject
to determine whether it is familiar, and does not require memory of the actual episode in 9 which the initial presentation occurred. This is unlike recall memory where the subject freely
describes a previous encounter without any external stimuli to prompt them (Manns,
Hopkins, Reed, Kitchener, and Squire, 2003). FAS children display a deficit in object recognition memory compared to age-
matched controls when a delay is implemented, but not when recall is immediate (Uecker and
Nadel, 1995). A case study on an amnesic individual with focal perinatal hippocampal
damage revealed that when the subject was presented with a virtual town square scene and
had to later recall object locations within the image from the same viewpoint, accuracy was
similar to controls. However, when the subject had to recall object locations within the scene
from a new viewpoint, performance was significantly impaired in contrast to controls (King,
Trinkler, Hartley, Vargha-Khadem and Burgess, 2004). This indicates that different
underlying processes are involved in recognition memory and memory involving spatial
navigation. Human research assessing the effects of ethanol on spatial and non-spatial (recognition)
memory Acute alcohol exposure has also been shown to have an effect on forced-choice
picture recognition task performance in subjects who have not previously been diagnosed
with an alcohol-related disorder. In a study by Parker, Birnbaum, and Noble (1976), subjects
received either no alcohol, or a medium (0.5 mg/kg) or high (1 mg/kg) amount immediately
prior to engaging in the task. Subjects were presented 40 images, at 4 second intervals. Acute alcohol exposure has also been shown to have an effect on forced-choice
picture recognition task performance in subjects who have not previously been diagnosed
with an alcohol-related disorder. In a study by Parker, Birnbaum, and Noble (1976), subjects
received either no alcohol, or a medium (0.5 mg/kg) or high (1 mg/kg) amount immediately
prior to engaging in the task. Subjects were presented 40 images, at 4 second intervals. Following this the familiar images were paired and presented with similar but novel distractor
images, and subjects were asked to choose which of the images they had seen before. The
results revealed a forgetting curve, with those who received the highest dose of alcohol
correctly recognising the least amount of previously viewed images, followed by the medium
dose group, and the group that received no alcohol. Following this the familiar images were paired and presented with similar but novel distractor
images, and subjects were asked to choose which of the images they had seen before. The
results revealed a forgetting curve, with those who received the highest dose of alcohol
correctly recognising the least amount of previously viewed images, followed by the medium
dose group, and the group that received no alcohol. 10 Studies with humans are limited due to ethical constraints, including the
administration of an addictive substance, the potential danger of a subject hurting oneself
when intoxicated due to weakened psychomotor functioning or inappropriate or dangerous
behaviour due to lowered inhibitions (Tabakoff and Hoffman, 2000). The benefit of using animal models in alcohol research In animal models you can mimic both acute, chronic, and intermittent ethanol
administration, while controlling for the one aspect of alcohol related behaviour you are
interested in studying (such as memory functioning after a “binge-like” episode of drinking). This is done by minimising confounding variables, something which cannot be easily done in
human research as you can never be certain about what subjects are doing outside of the time
you see them. Researchers can also control both health and past substance use, important
things which can inexplicably effect results when not mentioned or taken into consideration
(Tabakoff and Hoffman, 2000). Rodents have similar biochemical and physiological systems
to humans, so results produced by rodent models can be considered to have predictive
validity, where by ethanol administration can be said to predict the same outcome in humans
who have received an equivalent amount of the substance in an equivalent time period (e.g. intoxication, tolerance, dependence, organ damage). (Tabakoff and Hoffman, 2000). Past substance use can be controlled in animal models. This ensures that a change in
cognition or behaviour is due to a treatment received within a study and not due to extraneous
factors, something which could occur in a study with humans where a subject is not
completely honest about their past or present medical history and/or substance use (Tabakoff
and Hoffman, 2000). This is particularly beneficial for studying the effects of ethanol on cognitive and
behavioural processes across ages. Though anatomical and physiological differences must be 11 taken into consideration, there are approximate equivalencies in ages that can be determined
(Andreollo, Santos, Araujo, and Lopes, 2012). One month in the rat is approximately equal to
3 human years, with rats reaching the equivalence of 18 years at around 6 months of age. Earlier adolescence occurs at around 2-3 months, and 2.5 rat years equates to 65 human years
(Andreollo et al., 2012). taken into consideration, there are approximate equivalencies in ages that can be determined
(Andreollo, Santos, Araujo, and Lopes, 2012). One month in the rat is approximately equal to
3 human years, with rats reaching the equivalence of 18 years at around 6 months of age. Earlier adolescence occurs at around 2-3 months, and 2.5 rat years equates to 65 human years
(Andreollo et al., 2012). Common paradigms used to assess spatial and non-spatial or recognition memory Numerous paradigms exist to measure different aspects of spatial memory in animals. The Morris Water Maze Task (MWMT) was originally designed to assess spatial working
memory in particular, but has been adapted to also examine encoding and retrieval of short
and long term spatial representations and recognition memory. In this paradigm a rodent is
placed in an open field maze filled with opaque water with a hidden escape platform. The
most common dependent variable measured is latency to escape the water maze. This can be
measured across training sessions to analyse retention, depending on the amount of sessions
and the time in between them (Morris, 1984). Successful performance in the MWMT is
reliant on intact cognitive mapping abilities (Morris, 1984). Rats with hippocampal lesions displayed significantly poorer performance in the
MWMT, as shown by an increase in latency to find the hidden platform, and a longer total
distance travelled in the water. This deficit was persistent, and was still apparent following 28
trials (Morris, Garrud, Rawlins, and O'Keefe, 1982). Guinea pigs prenatally exposed to
ethanol showed similar deficits (Richardson, Byrnes, Brien, Reynolds, Dringenberg, 2002). The MWMT has been modified so that it is a delayed matching to place (DMP) task,
in that the subject must learn to locate a constantly changing hidden platform in opaque
water. The task begins with a search trial where the animal discovers the hidden platform,
followed by an inter-trial interval (ITI) or delay of alternating length and a testing phase 12 where the subject must remember the location of the hidden platform in order to escape. This
assesses short-term spatial memory, and has been proved effective in revealing deficits
produced by both hippocampal lesions (Steele and Morris, 1999) and ethanol exposure
(Clements, Girard, Ellard, and Wainwright, 2005). However this version of the task requires
at least one week of training (Steele and Morris, 1999). Object recognition memory specifically refers to the ability to differentiate between
novel objects and familiar objects encountered on a previous occasion. Rodents can recognise
objects through both visual, tactile, and olfactory cues (Manns and Eichenbaum, 2009).This
form of memory is often assessed in animals using the delayed non-matching to samples
(DNMS) task. Much like the DMP task, The DNMS task involves the presentation of a
stimulus followed by an ITI and presentation of the old stimulus paired with a novel stimulus. Common paradigms used to assess spatial and non-spatial or recognition memory Subjects must visibly select the novel stimulus in the second presentation with many hours of
training being required to reach criterion performance (Chudasama, 2010). The novel object recognition paradigm also assesses object recognition memory
through presentation of familiar and novel stimuli. It is a one-trial task involving a
familiarisation phase at time 1 (T1), during which the subject is placed in a chamber with two
identical objects. The subject is then removed and one object is switched for a novel item or
in the case of the spatial adaptation, one of the identical objects is moved to a new location
within the arena. A delay or inter-trial interval (ITI) is then imposed, before the subject is
returned to the chamber for the test phase at Time 2 (T2). The dependent measure is the
amount of exploration of each object, which is recorded as both the amount of approaches
and time spent with each object (Antunes and Biala, 2012). The primary purpose of the NOR task is to assess recognition memory after different
delay times between T1 and T2 have been imposed. This paradigm is a useful and efficient 13 tool for testing memory as it requires no training. However, several aspects of the procedure
have implications for unambiguous interpretation of the data. The habituation phase allows
the subject to become familiar with the novel testing environment itself, reducing anxiety
levels during the actual experimental trials and ensuring that the subjects will explore the
objects rather than the environment itself (Silvers, Harrod, Mactutus, and Booze, 2007). It is
important, therefore, to ensure a long enough habituation period. It is critical for subjects to explore both objects for a criterion amount of time during
T1. Because some rats fail to explore, their data cannot be interpreted and so cannot be used. As a result, sample sizes can be substantially smaller than what one initially starts with. The
minimum criterion for exploration time in the familiarisation phase varies widely between
studies, with total exploration times as small as 10 seconds or more appearing sufficient
enough to allow measurement of encoding and retention (Camarasa, Marimon, Rodrigo,
Escubedo, and Pubil, 2008). Required times of up to 20 minutes have also been reported
(Goulart et al., 2010). The NOR paradigm relies on the natural preference to explore novel items (Antunes
and Biala, 2012). Common paradigms used to assess spatial and non-spatial or recognition memory In this respect, it does not depend on reinforcers, as do most other memory
tasks. The procedure however is more taxing on cognitive load in comparison to tasks where
the subject explores a single novel object or novel environment, as the subject must maintain
the two identical T1 objects in their working memory in order to later discriminate between
the familiar and novel objects in T2 (Silvers et al., 2007). A spatially modified version of this task that investigates novel location recognition
memory also exists (Ennaceur and Meliani, 1992). This uses the same methodology in T1,
with two identical objects being placed equidistantly apart from each other and the back wall
of the testing arena, but in T2 both objects are placed back in the arena, with the sample 14 object in the same location as previously, and the duplicate object placed in a novel location
(Ennaceur and Meliani, 1992). In both procedures memory is inferred when the subject explores the novel
object/location more than the familiar object/location, due to rodents having an innate
preference for novelty (Antunes and Biala, 2012). This preference for novelty occurs when
memory of the familiar object/placement is easily accessible, shortly after exposure to the
objects has occurred. Amount of contact with a novel object/placement is dependent on
memory of the familiar object, thus allowing the subject to discriminate between the two
objects. When the memory is in an intermediate phase and not as readily accessible both
objects are explored equally, while if the memory is in a remote phase it is more difficult to
access, resulting in forgetting of which object the subject has previously exposed to. The
transition between these memory phases results in a forgetting curve, with the amount of
contact with the novel object/placement decaying as the ITI time increases. (Antunes and
Biala, 2012). There are several ways to measure and identify novel object recognition. The original
measure as devised by Ennaceur and Delacour (1988) was time spent exploring both the
novel and familiar objects in T2, with a longer length of time spent exploring the novel object
being an indicator that the subject recognised the familiar object from previous encounters. Ennaceur (2010) later argued that the frequency of approaches to each object was a
more appropriate measure of recognition memory, being more sensitive to both strain and
gender differences. Common paradigms used to assess spatial and non-spatial or recognition memory Another measure is the recognition index, which can be a proportion of
either the time spent exploring or approaches made to the novel object in T2, relative to total
T2 exploration time or approaches (Antunes and Biala, 2012). This can be beneficial measure
when there is a high amount of between subject variability in the amount of exploration time 15 15 or approaches made, as it allows the researcher to get a clearer picture of where the true
preference lies across ITIs and groups. or approaches made, as it allows the researcher to get a clearer picture of where the true
preference lies across ITIs and groups. The success of this differentiation between familiar and novel can be dependent on
variables that alter memory encoding, consolidation, and/or retrieval, such as brain lesions or
pharmacological substances (Antunes and Biala, 2012). Previous research shows that
hippocampal lesions impair performance for object memory in the NOR paradigm. The success of this differentiation between familiar and novel can be dependent on
variables that alter memory encoding, consolidation, and/or retrieval, such as brain lesions or
pharmacological substances (Antunes and Biala, 2012). Previous research shows that
hippocampal lesions impair performance for object memory in the NOR paradigm. Broadbent, Gaskin, Squire, and Clark (2010) investigated the effect of hippocampal lesions
on NOR task performance. All subjects were allowed 12 five minute exploration sessions
with two familiar objects followed by bilateral hippocampal lesions either 1 day, 4 weeks, or
8 weeks after the final exploration session. Two weeks post-surgery all subjects underwent a
retention test. Both the 1 day and 4 week lesion groups displayed impaired object recognition
memory, whereas the 8 week lesion group performed similarly to controls, displaying a novel
object preference, suggesting that consolidation of memory had occurred. Broadbent, Gaskin, Squire, and Clark (2010) investigated the effect of hippocampal lesions
on NOR task performance. All subjects were allowed 12 five minute exploration sessions
with two familiar objects followed by bilateral hippocampal lesions either 1 day, 4 weeks, or
8 weeks after the final exploration session. Two weeks post-surgery all subjects underwent a
retention test. Both the 1 day and 4 week lesion groups displayed impaired object recognition
memory, whereas the 8 week lesion group performed similarly to controls, displaying a novel
object preference, suggesting that consolidation of memory had occurred. Common paradigms used to assess spatial and non-spatial or recognition memory Studies assessing the effects of MDMA (Schenk, Harper, and Do, 2011),
methamphetamine (Schröder, O'Dell, and Marshall, 2003), cocaine (Schindler, Li, and
Chavkin, 2010), and ketamine (Goulart et al., 2010) on NOR performance also show that the
negative impact drugs of abuse have on memory can be successfully measured in this
paradigm. A meta-analysis of papers that investigated the role of the hippocampus in NOR
performance, indicated that a forgetting effect is most consistently found following delays of
10 minutes (Cohen and Stackman, 2015). Normal rats aged post-natal day (PND) 29 and
above displayed typical recognition memory profiles in the NOR paradigm following delays
of up to 24 hours, but not following a delay of 48 hours (Reger, Hovda, and Giza, 2009). 16 There is limited research on the effect of ethanol on NOR paradigm performance, but
one study by Stragier et al. (2015) found that C57BL/6J mice exposed to a chronic free-
choice ethanol treatment for 21 days impaired NOR performance after both a 1 hour and 24
hour delay, an effect which was particularly pronounced after the 24 hour delay. However it
is important to note that ITIs shorter than an hour in length were not included in this study. This might be critical since other studies (Schenk et al. 2011), have found MDMA caused
memory deficits that are observed following shorter ITIs. The authors of the original novel object recognition paradigm paper have stated that a
minimum time of 20 seconds exploration during T1 is adequate (Ennaceur and Delacour,
1988). Even if subjects meet or exceed the minimum exploration time, they can also be
eliminated from further analyses if they fail to explore both objects in the testing phase,
because if only one object is explored for the duration of the second phase it cannot truly be
determined whether it is due to preference or another extraneous variable (Ennaceur and
Delacour, 1988). Animal research assessing the effects of ethanol on spatial and non-spatial (recognition)
memory A wide range of studies have linked both acute and chronic alcohol exposure to
impairments in spatial memory in animals. There is evidence that both ethanol exposure and
hippocampal damage also have a detrimental effect on object recognition memory, but
contradictory findings exist as well. A dose-dependent memory impairment, as measured by
NOR, was demonstrated in mice exposed to ethanol depending on when the ethanol was
administered (Ryanbinin, Miller, and Durrant, 2002). Additionally, most subjects that were
administered saline or the lower dose of ethanol spent more time exploring the novel object,
whereas the majority of subjects that received the high ethanol dose spent a similar amount of 17 time with both objects. The interpretation of the results is difficult, however, because there
was no habituation phase. Adolescent and adult rats given an aqueous ethanol solution for their sole source of
fluid starting from PND 21 until either PND 90 or PND 180 showed significantly impaired
DNMS performance when tested following a delay of an hour (but not delays of 1 or 15
minutes) (García-Moreno et al., 2002). Similar DNMS results were produced in monkeys
with hippocampal lesions when delays were longer than 8 seconds (Zola et al., 2000), but no
deficits were produced in monkeys with neonatal hippocampal lesions (Pascalis and
Bachevalier, 1999). Animal models of FAS have also been shown to result in spatial memory deficits in
later life. Matthews and Simson (1998) found that adult rats prenatally exposed to ethanol
demonstrated longer latencies to find the platform in the spatial version of the MWMT, but
only when a 3-day delay between training and testing was imposed rather than a 1 day delay. The same effect has also been found when tested without a delay (Kim et al., 1997). Rats that
were prenatally exposed to ethanol were tested first in the DNMS followed by the spatial
version of the MWMT. No significant difference between groups was found for DNMS
performance, but for the MWMT prenatally exposed rats took significantly longer to learn
find the submerged platform across all 10 daily sessions. Similar results have been found in animal studies with exposure to ethanol in
adolescence and adulthood. Acute ethanol exposure greater than or equal to 1.5 g/kg resulted
in longer latencies for locating the submerged platform in the spatial version of the MWMT
for both age groups. Animal research assessing the effects of ethanol on spatial and non-spatial (recognition)
memory However, in the non-spatial version of the paradigm, no significant
differences were found between groups, demonstrating a dissociation in the effect of ethanol
exposure on the two types of memory (Matthews, Morrow, Tokunaga, and McDaniel, 2002) 18 Similar patterns of performance in the spatial version of the MWMT were produced
in mice that received ethanol (1.75 or 2.25 g/kg). There was no difference for the non-spatial
version of the task (Berry and Matthews, 2004). Adult rats were given either a vehicle or binge alcohol treatment followed by
additional vehicle or ethanol doses for four consecutive days. Rats were tested five days
(after ethanol withdrawal symptoms ceased), and ten weeks following this exposure. Within
ten consecutive sessions (at both testing periods), rats underwent an object exploration task
(OET) for both spatial memory and object recognition. The treatment produced an
impairment in detecting spatial change. The ethanol treatment produced deficits in the non-
spatial memory OET sessions when tested five days after exposure, but not at 10 weeks post-
exposure (Cippitelli et al., 2010). The impact of both acute and chronic ethanol exposure on spatial and non-spatial
memory was further compared in adult rats from PND 21-90 (García-Moreno and
Cimadevilla, 2012). Those in the chronic exposure group received free access to an aqueous
ethanol solution as their only liquid source, while those in the acute exposure group received
one 2g/kg injection (I.P) per week. Chronic ethanol treatment produced deficits in both non-
spatial and spatial versions of the DNMS task. In the non-spatial DNMS task both ethanol
treated groups displayed similar levels of novel object preference compared to the control
subjects following delays of 1 and 15 minutes, but performance was significantly worse
following a 60 minute delay. In the spatial DNMS task both ethanol treated groups displayed
memory deficits following all delays imposed. However, the acute ethanol treatment group
still outperformed the chronic ethanol treatment group at the 1 and 15 minute delays. 19 In summary, spatial memory impairments are more consistently present after both
acute and chronic ethanol exposure, and are more persistent than non-spatial memory
impairments. Effects of ethanol on memory as a function of age Numerous studies indicate that alcohol causes more severe memory impairments in
spatial memory domains relative to object memory. However, it appears that the severity of
this spatial memory impairment is age dependent. Several studies have found that adolescent
rats were more sensitive than adults to acute ethanol exposure prior to MWMT and sand box
maze task testing (Markwiese, Acheson, Levin, Wilson, & Swartzwelder, 1998; Obernier et
al., 2002; Rajendran and Spear, 2004), and with chronic exposure adolescent rats displayed
an increased suppression of hippocampal long term potentiation (Swartzwelder, Wilson, and
Tayyeb, 1995; Pyapali, Turner, Wilson, and Swartzwelder, 1999). Adolescent rats also took
longer to recover from spatial memory deficits produced by long-term ethanol exposure
(Sircar and Sircar, 2005; Rajendran and Spear, 2004). Adult and aged C57Bl/6 mice provided with ethanol (12% v/v) as their only fluid
source for 5 months were then tested in the 8-arm radial arm maze discrimination task
(Krazem et al., 2003). Adult mice began receiving this treatment in adolescence (2-3 months
old) whereas aged mice began receiving this treatment at 16-18 months of age. After this time
period all subjects took part in the discrimination task, which was then repeated 21 days later. The aged control mice displayed deficits in relational memory (but not procedural) and
retention across the 21 day interval between the two testing sessions. These effects were
reversed in aged rats that received ethanol. In contrast adult rats that received ethanol displayed a deficit in relational memory, but no deficit in retention. These results indicate that
ethanol affect memory domains in very different ways at different stages of development. 20 A similar effect was found in adult and aged C57Bl/6 mice that received long-term
ethanol exposure. Aged mice that received ethanol for 5 months performed significantly
better in an 8-arm radial arm maze discrimination task than mice that started receiving the
ethanol treatment in adolescence (Krazem, Marighetto, Higueret, and Jaffard, 2003). These
findings suggest that long-term ethanol exposure is more damaging to developing adolescent
brains, while potentially alleviating some cognitive deficits that arise with aging (Krazem,
Marighetto, Higueret, and Jaffard, 2003). These two studies suggest that older brains can
recover more easily from chronic ethanol exposure, but more research in this area is required
before it can be determined what the true extent of the harmful nature of ethanol to the older
brain is. The current study To determine whether ethanol administered at different stages of neurological
development effects spatial and recognition or non-spatial memory differently, this study
aims to compare the effect of ethanol on spatial and non-spatial memory, in rats aged
approximately 8-12 weeks or 9-18 months. The NOR task trials will be used to test both non-
spatial and spatial memory. It is predicted that saline subjects’ performance may improve
over time within and across days, while ethanol subjects will not due to ethanol-produced
forgetting (Uzbay, and Kayaalp, 1995). For cycle 1 of NOR testing it is predicted that as ITI time increases, a forgetting curve
will present itself for ethanol-treated subjects in both non-spatial and spatial NOR task trials. Similarly, to subjects with hippocampal lesions that undergo NOR trial testing (Broadbent et
al., 2010; Cohen and Stackman, 2015), no preference for either objects (equal approaches
and/or time spent with both objects) or a preference for the familiar object that is no longer
recognised from T1 could indicate hippocampal impairment from previous ethanol exposure. 21 Due to the shorter ITIs implemented in this study, it is predicted that control subjects
will still have intact memory processes (displayed as a preference for the novel object) even
after the longest delay between phases, as seen in previous research with normal NOR task
performance (Ennaceur and Delacour, 1988; Reger, Hovda, and Giza, 2009; Broadbent et al.,
2010; Schenk et al., 2011). Performance is expected to be impaired for younger ethanol
treated rats in comparison to older ethanol treated rats, due to heightened susceptibility of the
adolescent brain (particularly the hippocampus) to the detrimental effects of ethanol
(Swartzwelder, Wilson, and Tayyeb, 1995; Pyapali, Turner, Wilson, and Swartzwelder, 1999
Sircar and Sircar, 2005) and apparent lack of susceptibility of the older, previously un-
exposed brain/hippocampus (Krazem et al., 2003). In addition, it is predicted that spatial memory deficits exhibited by younger ethanol
treated subjects will be sustained one week later, whereas memory deficits in non-spatial
trials will no longer be displayed due to recovery of recognition memory capabilities, as
evidenced in previous research (Sircar and Sircar, 2005; Cippitelli et al., 2010). Older ethanol
treated rats are predicted to display no remaining memory impairments for either type of trial. Subjects The sample consisted of 76 Male Sprague-Dawley rats aged approximately 8-12
weeks (n = 56) and 9-18 months (n = 20). However an insufficient amount of the rats aged 9-
18 months met the initial criteria of a minimum of 20 seconds exploration time in T1, so only
younger rats were used for further analyses. Not all the younger rats met this criteria either
resulting in varied numbers of ethanol and control rats for each trial type (3-9 ethanol rats,
10-16 controls). Additionally, several rats that met the initial criteria but either explored only
one or none of the objects in T2 were eliminated from further analyses in order to gain a fair 22 assessment of discriminatory capabilities. Assignment to groups (ethanol or control) was at
random. The young rats weighed between 170-257g. Prior to testing, the rats were housed in
groups of four in standard polycarbonate cages. These were located in a temperature (21°C)
and humidity (55%) controlled colony which was maintained on a 12h light/dark cycle with
lights on at 07:00. The subjects were handled regularly, and had free access to food and water
(outside of the testing phase time). All subjects were bred in the vivarium located at Victoria
University of Wellington. Treatment The ethanol/vehicle was provided over a 5 day period consisting of one 1.0g/kg
injection per day. This amount was chosen as it has been proven to be effective in producing
memory impairments (Ryabinin, Miller, & Durrant, 2002; Hayes, Deeny, Shaner, & Nixon,
2013). Testing began 2 days following the last injection. Rota-rod. Rota-rod. The first rota-rod model used consisted of a 70 mm diameter rotating plastic rod
covered in sandpaper (to assist with grip). This was one lane in total semi-enclosed by white
plastic walls and suspended above a plastic base. The second rota-rod model used was a Panlab/Harvard Apparatus model (GmbH,
Germany) with four lanes measuring 75 mm each in width. The rod itself was 60 mm in
diameter. This apparatus was fully composed of plastic. Nor arena. The NOR arena is a 42cm x 42cm x 30cm rectangle chamber with transparent Pyrex
walls enclosed in a sound-proof cupboard (Medical Associates, ENV-001). A video camera 23 was positioned above the chamber to record all activity. Two different sets of thirteen
different pairs of objects were used for cycle 1 and 2. See tables 1 and 2 below for objects
used Cycle 1 Novel Object Recognition (NOR) task items. Object
Description
Beer bottle
A brown glass bottle with long narrow neck
Can
A 355 ml metal can
Graduated cylinder
A short, clear plastic graduated cylinder
Shot glass
A short, transparent shot glass
Pink hole punch
A pink metal hole puncher, pressed down with squared edges
Beaker
A tall glass beaker
Glass
A short, purple round glass
Mug
A tall white ceramic mug with handle
Egg cup
A small white ceramic egg cup
Funnel
A white plastic funnel placed upside down during testing
Tuna can
A metal tuna can with no label
Plastic bottle
A clear plastic bottle 700ml
Decorative dish
A small black ceramic plate Procedure On each day of the 5 ethanol/saline pre-treatment motor coordination was assessed
using a rota-rod. Initially an older model of the rotor rod was used to assess motor co-
ordination, with the rotor rod was set at 30 revolutions per minute (RPM). This was replaced
by a newer model which was used for subsequent groups of rats, with the speed set at 20
RPM. Each rat was placed upon the rod 0, 20, and 40 minutes after saline or ethanol exposure
and timed for endurance. If the rat remained on the rod for longer than 10 minutes the
duration time was recorded as 600 seconds. In both of the two days following the last injection subjects explored the NOR arena
sans-objects for 5 minutes per day. After this the experimental trials commenced. For the
procedure testing non-spatial memory, at time 1 the subject was placed in a chamber which
included two identical objects. They were given 3 minutes to explore the objects. Following
this, the subject was returned to the home cage while an inter-trial intervals (ITI) of 1, 3, or 5
minutes was implemented, in which time one object was replaced with a novel object (for
non-spatial trials) or moved to a new location within the experimental chamber (for spatial
trials) Subsequently the subject was placed back in the chamber for another 3 minutes. Video
recordings of each trial were later viewed and amount of approaches and length of time of
each approach was recorded. Table 2 Cycle 2 Novel Object Recognition (NOR) task items. Cycle 2 Novel Object Recognition (NOR) task items. Object
Description
Tea-light holder
A small, round, purple shallow tea-light holder made of
glass
Milk bottle
A tall, glass milk bottle
Palette
A small, plastic painting palette with six wells
Baking mould
A round, metal baking mould, placed upside down during
testing
Round container
A small, round, plastic container with a white screw-on cap
Glass holder
A short, red, square glass holder
Teacup
A dark blue ceramic teacup with no handle
Salt shaker
A short glass salt shaker with a metal cap
Rice mould
A plastic, pink triangular rice mould
Glass bottle
A short, round glass container with an orange cap
Pencil sharpener
A small, pink, rectangular pencil sharpener 24 24 Exploratory behaviour Exploratory behaviour was defined when the rats’ nose came within one centimetre of
the object. This excluded rearing behaviour and/or climbing on top of the object. In order for
the data from each NOR trial to be considered reliable, the rat was required to explore both
objects in T1 for a minimum of 20 seconds, and to explore both objects for any given amount
of time in T2. All tests were conducted during the light portion of the cycle (between 0700 25 and 1900). All procedures were approved by the Animal Ethics committee at Victoria
University of Wellington. Data analysis Data were analysed using SPSS statistics package (SPSS Inc.; version 19.0 for
Windows 7). To examine the effects of treatment on rota-rod endurance lever responding a 3
3 (time) x 5 (day) x group (2) repeated measures analysis of variance (ANOVA) was used. Time and day were used as within-subjects factors, while treatment (ethanol or saline) was
used as a between subject factor. Performance on the two rota-rod apparatuses used were
analysed separately To examine the effects of treatment on approaches to or time spent exploring each
object in T1 and T2 of NOR task trials, a 2 (time 1 or 2) x 4 (object novelty- sample,
duplicate, familiar or novel) x 3 (ITI length of 1, 3 , or 5 minutes) x 2 (group) repeated
measures ANOVA was used. Time, novelty and ITI were used as within-subjects factors,
while treatment (ethanol or saline) was used as a between subject factor. Non-spatial and
spatial data were separately analysed, as were data from cycle 1 and cycle 2. To examine the effects of treatment on the proportion of approaches or proportion of
time spent exploring the duplicate object in T1 and the novel object in T2 of NOR task trials,
a 2 (object novelty) x 3 (ITI) x 2 (group) repeated measures ANOVA was used. Novelty and
ITI were used as within-subjects factors, while treatment (ethanol or saline) was used as a
between subject factor. Once again non-spatial and spatial data were separately analysed, as
were data from cycle 1 and cycle 2. Rota-rod performance 26 Initial rota-rod model. Initial rota-rod model. Figure 1 shows the amount of time spent on the rota-rod for ethanol and vehicle-
treated rats. Saline-treated animals remained on the rota-rod for a longer duration at all time
points compared to ethanol treated animals. While there is slight improvement for the saline
group on days 1 and 2, the existence of practice effects is unclear, and performance otherwise
remained relatively stable across time for both groups. Figure 1. Time spent on the old rota-rod following daily administration of saline (0.9%, IP)
or Ethanol (1g/kg, IP) at time zero, twenty, and forty. Error bars represent standard error of
the mean. 0
10
20
30
40
50
60
70
80
90
100
0 min 20
min
40
min
0 min 20
min
40
min
0 min 20
min
40
min
0 min 20
min
40
min
0 min 20
min
40
min
Day 1
Day 2
Day 3
Day 4
Day 5
Time spent on rotorod (s) at 30 RPM
Ethanol
Saline Figure 1. Time spent on the old rota-rod following daily administration of saline (0.9%, IP)
or Ethanol (1g/kg, IP) at time zero, twenty, and forty. Error bars represent standard error of
the mean. As shown in table 1, a repeated measures ANOVA (time x day x group) revealed a
significant main effect of day and time as shown in Table 1. This may indicate improvement
over time, within and between sessions. A significant interaction between day and group, and
time and group suggests that treatment altered performance. Post-hoc independent samples t- 27 tests revealed that compared to ethanol treated subjects, control subjects remained on the
rota-rod for a significantly longer duration at 0 minutes (control: M = 33.23, SD = 33.83;
ethanol: M = 7.89, SD = 2.21) t (126) = 5.91, p < .001, 20 minutes (control: M = 41.20, SD =
33.28; ethanol: M = 8.85, SD = 13.01) t (126) = 7.58, p < .001, and 40 minutes post- injection
(control: M = 44.84, SD = 35.74; ethanol: M = 8.45, SD = 12.06) t (126) = 7.90, p < .001. Table 3. Analysis of variance following acute administration of saline or ethanol on initial
rota-rod apparatus performance. * Indicates significance at the .05 level. Table 3. Analysis of variance following acute administration of saline or ethanol on initial
rota-rod apparatus performance. * Indicates significance at the .05 level. rota-rod apparatus performance. Initial rota-rod model. * Indicates significance at the .05 level. Main effects Day
F(4, 84) = 4.497, p = .002*
Time
F(2, 42) = 5.392, p = .008*
Day x time
F(3.88, 81.43) = 1.040, p = .390
Day x group
F(4, 84) = 3.197, p = .017*
Time x group
F(2, 42) = 3.919, p = .028* Figure 2 shows performance on the new rota-rod at 20 RPM at the 3 time points
across the 5 days of testing. Saline treated animals remained on the rota-rod for a longer
duration at all time points compared to ethanol treated animals, with performance across time
being stable for the ethanol group, while the saline groups’ performance varied within and
between days. 28 Figure 2. Time spent on the second rota-rod apparatus following daily administration of
saline (0.9%, IP) or Ethanol (1g/kg, IP) at time zero, twenty, and forty. Error bars represent
standard error of the mean. 0
50
100
150
200
250
300
0
20
40
0
20
40
0
20
40
0
20
40
0
20
40
Day 1
Day 2
Day 3
Day 4
Day 5
Time spent on the rotorod (s)
Ethanol
Saline 0
50
100
150
200
250
300
0
20
40
0
20
40
0
20
40
0
20
40
0
20
40
Day 1
Day 2
Day 3
Day 4
Day 5
Time spent on the rotorod (s)
Ethanol
Saline Figure 2. Time spent on the second rota-rod apparatus following daily administration of
saline (0.9%, IP) or Ethanol (1g/kg, IP) at time zero, twenty, and forty. Error bars represent
standard error of the mean. Figure 2. Time spent on the second rota-rod apparatus following daily administration of
saline (0.9%, IP) or Ethanol (1g/kg, IP) at time zero, twenty, and forty. Error bars represent
standard error of the mean. Table 4 shows the results of a repeated measures ANOVA (time x day x group),
which revealed a significant main effect of day and time. This may indicate improvement
over time, within and between sessions. A significant interaction between day and group,
time and group, and day time and group suggests that treatment altered performance. Initial rota-rod model. Post-
hoc independent samples t-tests revealed that compared to ethanol treated subjects, control
subjects remained on the rota-rod for a significantly longer duration at 0 minutes (control: M
= 47.87, SD = 49.99; ethanol: M = 9.11, SD = 13.21) t (87) = 5.75, p < .001, 20 minutes
(control: M = 73.60, SD = 96.00; ethanol: M = 10.03, SD = 11.37) t (87) = 5.25, p < .001, and 29 40 minutes post- injection (control: M = 144.99, SD = 387.78; ethanol: M = 10.77, SD =
10.55) t (2.79) = 7.90, p = .006. 40 minutes post- injection (control: M = 144.99, SD = 387.78; ethanol: M = 10.77, SD =
10.55) t (2.79) = 7.90, p = .006. Table 4. Analysis of variance of rota-rod performance following acute administration of
saline or ethanol. * Indicates significance at the .05 level, whereas ^ indicates a
Greenhouse-Geisser correction of degrees of freedom following a violation of sphericity. Main effects Day
F(1.69, 25.28) = 3.54, p = .051 ^
Time
F(1.29, 19.35) = 4.40, p = .041*
Day x time
F(2.04, 30.61) = 3.60, p = .039*
Day x group
F(4, 60) = 2.67, p = .041*
Time x group
Day x time x group
F(2, 30) = 3.51, p = .043*
F(8, 120) = 3.28, p = .002* Greenhouse-Geisser correction of degrees of freedom following a violation of sphericity Cycle 1 novel object recognition testing Cycle 1 novel object recognition testing Cycle 1 of NOR testing occurred 2 days after the final dose of saline or ethanol had
been administered to each subject. Non-spatial and spatial trials were analysed separately,
however for both trial types the dependent measures of approaches, proportion of approaches,
exploration times, and proportion of exploration times were examined to determine whether
one measure was more appropriate as a reflection of object preference than another. Non-spatial NOR trials Non-spatial NOR trials Approaches. Approaches. 30 Figure 3. Number of approaches to each object in T1 (1) and T2 (2) for saline (A) and Fi
3 N
b
f
h
h bj
i T1 (1)
d T2 (2) f
li
(A)
d Figure 3. Number of approaches to each object in T1 (1) and T2 (2) for saline (A) and ethanol (B) treated animals across each cycle 1 non-spatial novel objection recognition trial. Error bars represent standard error means. Error bars represent standard error means. Figure 3 shows average number of approaches to the objects presented in time 1 and
time 2 by both saline and ethanol-treated subjects. There was no obvious difference in the
number of approaches to the sample and duplicate objects for saline-treated rats between
trials (1A), however for ethanol treated rats there was an observable decrease in the amount
of approaches made to both sample and duplicate objects between NS1 and NS3 trials (1B). It is also evident from figure 3 that approaches to the novel object increased when longer ITIs
beyond 1 minute were implemented for saline-treated animals (1B), and decreased with
increasing ITIs for ethanol-treated subjects (2B). 31 A group x ITI x time x novelty repeated measures ANOVA was conducted to assess
between and within-subject differences in amount of approaches to objects in both T1 and T2
across all 3 ITIs for non-spatial trials. As depicted in table 3, a significant effect of ITI was
found, F(1, 44) = 3.45, p = .041, as well as a significant effect of time, F(1, 44) = 8.28, p =
.006. A significant interaction between time and ITI was also revealed, with post-hoc
comparisons indicating that more approaches were made in total in T1 (p = .006) of NS1
trials (p = .041) compared to T1 and/or T2 of all other non-spatial trials. An additional
significant interaction between group and ITI, F(2, 44) = 7.03, p = .002, indicates that this
increase in approaches in T1 of NS1 trials is due to ethanol-treated subjects, as presented in
figure 3. Figure 4. Proportion of number of approaches to duplicate objects in T1 and replacement Figure 4. Proportion of number of approaches to duplicate objects in T1 and replacement Figure 4. Approaches. Proportion of number of approaches to duplicate objects in T1 and replacement
novel objects in T2 for saline (A) and ethanol (B) treated animals across each cycle 1 non-
spatial novel objection recognition trial. Error bars represent standard error means. novel objects in T2 for saline (A) and ethanol (B) treated animals across each cycle 1 non-
spatial novel objection recognition trial. Error bars represent standard error means. Figure 4 shows the average proportion of approaches made by both saline and ethanol
treated subjects towards the duplicate object in T1 and the novel object which replaced it in
T2. This allows for a direct comparison of approach data between T1 and T2. Saline-treated
subjects allocated close to 0.5 of their approaches to the duplicate object in T1 of all non-
spatial trials, while making a proportion of approaches slightly higher than chance to the
novel object in T2 of NS3 and NS5 trials (A). There was minimal difference in the proportion 32 of approaches made by ethanol treated subjects to either the duplicate or novel objects for any
trial, with the exception of NS3 trials where the proportion of approaches made to the novel
object in T2 was less than 0.5. From this figure there was is no apparent position bias from
subjects affecting where approaches were made, nor an effect of ITI on the proportion of
approaches made to the novel object for either group. A further group x novelty x ITI repeated measures ANOVA was conducted to assess
differences in proportion of approaches to the duplicate object in T1 and the novel object in
T2 of all non-spatial trials. Results revealed an effect of novelty F(1, 44) = 4.46, p = .040
with a higher proportion of approaches made towards the novel object compared to the
duplicate (p = .040) and an effect of group F(1, 44) = 4.62, p = .037, with the saline group
having a higher proportion of approaches towards the novel object compared to the ethanol
group (p = .037). Exploration time. 33 Figure 5. Time spent exploring both objects in T1 (1) and T2 (2) for saline (A) and ethanol
(B) treated animals during the cycle 1 non-spatial objection recognition task. Error bars
represent standard error means. Figure 5. Time spent exploring both objects in T1 (1) and T2 (2) for saline (A) and ethanol (B) treated animals during the cycle 1 non-spatial objection recognition task. Error bars
represent standard error means. (B) treated animals during the cycle 1 non-spatial objection recognition task. Error bar
d d Figure 5 shows average time spent exploring each object presented in time 1 and time
2 by both saline and ethanol-treated subjects. Total exploration time was no more than 45
seconds for either T1 or T2, however ethanol treated subjects spent less time exploring
objects compared to saline treated subjects at both times. For saline-treated subjects there was
a slight difference in time spent exploring sample and duplicate objects for NS3 trials in T1
(1A), whereas time spent exploring both objects in T1 appeared relatively equal for NS1 and
NS5 trials. At T2 saline-treated subjects spent more time exploring the novel object in
comparison to the familiar object, which was most prominent in NS3 trials. This pattern
suggests that saline treated subjects were displaying a novelty preference across all ITIs. For
ethanol-treated subjects there was a visible difference in exploration time of each object at T1
(1B), and T2 (2B), but in no discernible pattern. It is once again difficult to ascertain whether 34 this is a result of forgetting or simple lack of motivation to explore, as suggested by lower
exploration times in general. A repeated measures ANOVA revealed a significant effect of novelty, F(1, 44) =
5.32, p = .026, which post-hoc comparisons indicated to be due to an increased amount of
time spent exploring the duplicate object in T1 and the replacement novel object in T2 in
comparison to the sample object at both T1 and T2. A significant effect was also found for
time F(1, 44) = 15.98, p < .001 due to an increased amount of total time spent exploring
objects in T1 compared to T2 (p < .001). A significant interaction between novelty and group
was revealed F(1, 44) = 5.28, p = .026, in addition to a significant interaction between
novelty and time, F(1, 44) = 7.83, p = .008. Figure 6. Exploration time. Proportion of time spent exploring duplicate objects in T1 and replacement novel re 6. Proportion of time spent exploring duplicate objects in T1 and replacement novel objects in T2 for saline (A) and ethanol (B) treated animals during the cycle 1 non-spatial
novel objection recognition task. Error bars represent standard error means. objects in T2 for saline (A) and ethanol (B) treated animals during the cycle 1 non-spatial
novel objection recognition task. Error bars represent standard error means. Figure 6 shows the average proportion of time spent exploring the duplicate object in
T1 and the novel object which replaced it in T2 for all non-spatial NOR trials for both saline
(A) and ethanol-treated subjects (B) for the duplicate object in T1 and the novel object which
replaced it in T2. Saline-treated subjects allocated almost equal time with each object in T1 of
each trial (A), whereas the proportion of time spent with the duplicate object in T1 varied 35 across all 3 trials for ethanol-treated subjects (B). Saline-treated subjects consistently spent a
larger proportion of time with the novel object across all trials in T2, while ethanol-treated
subjects spent only slightly over 0.5 of their total time with the novel object. From this figure
there it can be established that there was no apparent position bias from subjects affecting
exploration, nor an effect of increasing ITI on the proportion of time spent exploring to the
novel object for either group. A further repeated measures ANOVA was conducted to assess differences in
proportion of time spent exploring the duplicate object in T1 and the novel object in T2 for
all non-spatial trials. A significant effect of novelty was revealed F(1, 44) = 20.11, p < .001,
with a higher proportion of time spent exploring the novel object compared to the duplicate
for both groups, and an effect of group F(1, 44) = 6.81, p = .037, with the saline group
spending a greater proportion of time exploring the duplicate and novel objects compared to
the ethanol group. It is shown from these results that when performance in the non-spatial NOR task was
measured by total approaches towards objects, no group differences in approaches to each
object were found after any ITI. Exploration time. However, when performance was measured by proportion of
approaches, results showed that saline treated subjects allocated a significantly larger
proportion of approaches to the novel object in T2 of cycle 1 non-spatial trials compared to
ethanol treated subjects. When performance in the non-spatial NOR task was measured by total time and
proportion of time spent exploring each object, saline treated subjects explored objects more
in general compared to ethanol treated subjects. However, both groups spent a larger
proportion of time exploring the novel object in T2 in comparison to the duplicate in T1
which indicates some preference for the novel object. 36 As there was no overall effect of ITI, it is difficult to determine whether these
differences are due to impaired recognition memory across all trials on part of the ethanol
group or a lack of motivation to explore objects altogether, thus it cannot be concluded
whether these results support the hypotheses. Spatial NOR trials. Approaches. Figure 7. Number of approaches to each object in T1 (1) and T2 (2) for saline (A) and
ethanol (B) treated animals across each cycle 1 spatial novel objection recognition trial. Error
bars represent standard error means. Figure 7. Number of approaches to each object in T1 (1) and T2 (2) for saline (A) and ethanol (B) treated animals across each cycle 1 spatial novel objection recognition trial. Error
bars represent standard error means. ethanol (B) treated animals across each cycle 1 spatial novel objection recognition trial. Error
bars represent standard error means. Figure 7 shows the amount of approaches made by saline (A) and ethanol-treated
subjects (B) to the sample and duplicate objects in T1 (1) and the familiar and novel objects
in T2 (2) of spatial NOR task trials. For saline-treated subjects there were minimal
differences in the amount of approaches made to each object in both T1 and T2, with the
exception of S5 trials where there was a more pronounced difference between approaches 37 made to the familiar and novel objects in T2. Ethanol treated subjects had slight differences
between approaches to each object in both T1 and T2, although interestingly made slightly
more approaches to the novel object over the familiar object in T2 of both S1 and S3 trials, a
trend not seen in the saline treated subjects. A repeated measures ANOVA was conducted to assess between and within-subject
differences in amount of approaches to objects in both T1 and T2 across all 3 spatial NOR
task trials. A significant effect of time was revealed F(1, 55) = 7.99, p = .007, with pairwise
comparisons indicating that more approaches were made to both objects in T1 compared to
T2. Figure 8. Proportion of number of approaches to duplicate objects in T1 and replacement Figure 8. Proportion of number of approaches to duplicate objects in T1 and replacement novel objects in T2 for saline (A) and ethanol (B) treated animals across each cycle 1 spatial
novel objection recognition trial. Error bars represent standard error means. novel objects in T2 for saline (A) and ethanol (B) treated animals across each cycle 1 spatial
novel objection recognition trial. Error bars represent standard error means. novel objects in T2 for saline (A) and ethanol (B) treated animals across each cycle 1 spatial
novel objection recognition trial. Error bars represent standard error means. Approaches. Figure 8 shows the average proportion of time spent exploring the duplicate object in
T1 and the novel object which replaced it in T2 for all spatial NOR trials. Saline-treated
subjects allocated approximately equal time with each object in T1 of S3 and 5 trials, Figure 8 shows the average proportion of time spent exploring the duplicate object in
T1 and the novel object which replaced it in T2 for all spatial NOR trials. Saline-treated
subjects allocated approximately equal time with each object in T1 of S3 and 5 trials,
however only 40% of approaches were made towards the duplicate object in S1 trials. Ethanol-treated subjects were close to 50% in the proportion of approaches they made to however only 40% of approaches were made towards the duplicate object in S1 trials. Ethanol-treated subjects were close to 50% in the proportion of approaches they made 38 objects in both T1 and T2 of spatial NOR trials. No evidence of location bias or a forgetting
curve in T2 due to increasing ITIs is evident. objects in both T1 and T2 of spatial NOR trials. No evidence of location bias or a forgetting
curve in T2 due to increasing ITIs is evident. A further repeated measures ANOVA was conducted to assess differences in
proportion of approaches to the duplicate object in T1 and the novel object in T2 for all
spatial trials. No significant effects or any interactions between effects were found. Exploration times. Exploration times. Figure 9. Time spent exploring both objects in T1 (1) and T2 (2) for saline (A) and ethanol
(B) treated animals during each trial of the cycle 1 spatial novel objection recognition task. Figure 9. Time spent exploring both objects in T1 (1) and T2 (2) for saline (A) and ethanol B) treated animals during each trial of the cycle 1 spatial novel objection recognition task Figure 9 shows average time spent exploring each object presented in time 1 and time
2 by both saline and ethanol-treated subjects. For saline-treated subjects the most noticeable
difference in T1 is between times spent exploring the sample and duplicate objects in S1 39 trials. Ethanol-treated subjects spent relatively equal time exploring both objects in T1 across
all 3 trials, although less time was spent exploring objects overall in S5 trials. Both groups
had lower overall exploration times in T2 compared to T1. Approaches. Saline-treated subjects had a
noticeable increase in time spent exploring the novel object in S1 trials, an effect which
reversed with increasing ITIs. Ethanol-treated subjects had an increase in time spent
exploring the novel object in comparison to the familiar object in S3 trials, and a contrasting
decrease in S5 trials, indicating a possible forgetting effect due to a longer ITI. A repeated measures ANOVA assessing differences in time spent exploring objects
for spatial NOR trials revealed a main effect of time F(1, 55) = 29.83, p < .001. Pairwise
comparisons indicated that subjects spent significantly more time exploring objects in T1 in
comparison to T2 (p < .001). Figure 10. Proportion of time spent exploring duplicate objects in T1 and replacement novel Figure 10. Proportion of time spent exploring duplicate objects in T1 and replacement novel Figure 10 shows the average proportion of time spent exploring the duplicate object in
T1 and the novel object which replaced it in T2 for all spatial NOR trials for both saline (A)
and ethanol-treated subjects (B) for the duplicate object in T1 and the novel object which
replaced it in T2. Both groups allocated a relatively equal proportion of time to exploration of 40 both objects in T1 and T2 with the except of T2 of S5 trials for ethanol subjects, where they
spent less than 40% of their time with the novel object, again indicating a potential forgetting
effect due to the implementation of a longer ITI. A repeated measures ANOVA assessing difference in proportion of time spent
exploring the duplicate object in T1 and the novel object in T2 revealed no significant main
effects, or any interaction between effects. These findings demonstrate that any measure of performance in cycle 1 of the spatial
NOR task resulted in no significant between or within group differences in object preference
after any ITI. This indicates that 5 consecutive days of ethanol administration followed by a 2
day recovery period did not lead to an impairment in memory in a capacity that would alter
spatial NOR task performance. Cycle 2 novel object recognition testing Cycle 2 of NOR testing occurred 9 days after the final dose of saline or ethanol had
been administered to each subject, and 7 days after cycle 1 of NOR testing had been
completed. Once again non-spatial and spatial trials were analysed separately, with the
dependent measures of approaches, proportion of approaches, exploration times, and
proportion of exploration times all being examined to determine whether one measure is
more appropriate as a reflection of object preference than another. Non-spatial NOR trials. Table 5. Significant effects obtained from analysis of various measures of performance in
Cycle 2 non-spatial NOR trials. 41 Approaches
Exploration time
Proportion of exploration time
Group
F(1, 25) = 6.74, p = .016
Time
F(1, 25) = 6.27, p = .016
Time
F(1, 25) = 16.71, p < .001
Novelty x time
F(1, 25) = 15.92, p = .001
Novelty
F(1, 25) = 20.03, p < .001 Table 5 displays all significant effects found when cycle 2 non-spatial NOR trial
performance across all three ITIs was measured by approaches to each object, proportion of
approaches, time spent exploring each object, and proportion of exploration time. For approaches, a repeated measures ANOVA revealed a significant effect of group,
with pairwise comparisons indicating that more approaches were made as a whole by the
ethanol group, as well as a significant effect of time, due to more approaches as a whole
being made in T1. When performance was analysed by the proportion of approaches to the duplicate
object in T1 and the novel object in T2, a repeated measures ANOVA revealed no significant
main effects, or any interaction between effects. For exploration time, a repeated measures ANOVA revealed a significant effect of
time which pairwise comparisons indicated to be due to an increased amount of time spent
exploring both of the objects in T1 compared to T2. A significant interaction was also found
between novelty and time due to more time being spent with the sample object in T1 vs. T2
for both groups. 42 A further repeated measures ANOVA was conducted to assess differences in
proportion of time spent exploring the duplicate object in T1 and the novel object in T2 for
all non-spatial trials. A significant effect of novelty was revealed with a higher proportion of
time spent exploring the novel object compared to the duplicate for both groups. These results show that when performance in cycle 2 of the non-spatial NOR task was
measured by approaches, proportion of approaches, total time and proportion of time spent
exploring objects, no between or within group differences were found after the
implementation of any ITI. Although these similarities in performance between groups could
reflect our prediction that the non-spatial memory of ethanol treated subjects would recover
by the time of cycle 2 testing, it cannot be determined whether these results support our
hypothesis as there is no indication that non-spatial memory was ever impaired in cycle 1
testing in the first place. Spatial NOR trials. Table 6. Significant effects obtained from analysis of various measures of performance in
Cycle 2 spatial NOR trials. Table 6. Significant effects obtained from analysis of various measures of performance in
Cycle 2 spatial NOR trials. Approaches
Exploration time
Time
F(1, 38) = 17.03, p < .001
Time
F(1, 38) = 15.91, p < .001 Table 6 displays all significant effects found when cycle 2 spatial NOR trial
performance was measured by approaches to each object, proportion of approaches, time
spent exploring each object, and proportion of exploration time. 43 A repeated measures ANOVA assessing between and within-subject differences in
amount of approaches to objects in both T1 and T2 across all 3 spatial NOR task trials
revealed a significant effect of time, with pairwise comparisons indicating that more
approaches were made to both objects in T1 compared to T2. The same effect was found
when exploration time was analysed, with pairwise comparisons indicating that subjects spent
significantly more time exploring objects in T1 in comparison to T2. Repeated measures ANOVAs assessing differences in both the proportion of
approaches to the duplicate object in T1 and the novel object in T2 and proportion of
exploration time revealed no significant main effects, or any interaction between effects. From these results it is shown that any measure of performance in cycle 2 of the
spatial NOR task revealed no significant group differences in approaches to each object were
found after any ITI. This indicates that contrary to our hypothesis, treatment did not affect
memory in a prolonged capacity that would alter spatial NOR task performance 9 days after
administration of ethanol had ceased. General discussion This study aimed to investigate the effect of acute ethanol exposure on spatial and
non-spatial memory at two stages of development. However due to a lack of subjects meeting
the initial experimental criteria from the older ethanol treated group this became a study of
the effect of a “binge-like” period of ethanol exposure on spatial and non-spatial memory in
young rats aged 2-3 months only. We firstly hypothesised that ethanol treated subjects would
remain on the rota-rod for a shorter period of time at all 3 time points across the 5 days of
treatment compared to saline treated control subjects. Our hypothesis was supported when
subjects were placed on rota-rods running at both 20 and 30 RPM, indicating that the ethanol
treatment was effective to the point of producing motor co-ordination impairments. 44 The effects of this pre-treatment on NOR performance was measured at two time
periods. The first assessment took place 2 days following treatment in order to determine
whether there was an effect on spatial and/or non-spatial memory. The second test occurred
one week later in order to assess whether the hypothesised initial effects would dissipate over
time. NOR testing was conducted at various time intervals (ITIs) in order to generate a
“forgetting curve”. It was expected that preference for the novel object would decrease as ITI
increased, as has been observed in other studies (Ennaceur and Delacour, 1988; Reger,
Hovda, and Giza, 2009; Broadbent et al., 2010; Schenk et al., 2011). We also expected that
the ethanol exposed rats would demonstrate compromised performance. For cycle 2 trials we
hypothesised that memory deficits predicted to be exhibited by the young ethanol-treated
subjects in cycle 1 spatial NOR trials would also be present one week later in cycle 2 of the
testing phase, whereas memory deficits in non-spatial trials would no longer be displayed,
with normal preference for the novel object being demonstrated. This was expected due to
findings from previous literature where non-spatial memory was demonstrated to recover at a
faster rate than spatial memory (Sircar and Sircar, 2005; Cippitelli et al., 2010). From the
results we can conclude that all of our hypotheses for performance in the NOR task across
both cycles were not supported. General discussion When performance in cycle 1 non-spatial trials was measured by the proportion of
approaches to the novel object in T2, saline treated subjects had a significantly larger
proportion of approaches to the novel object compared to ethanol treated subjects. However,
when this was measured as a proportion of time spent exploring the novel object, there were
no differences between groups, with both saline and ethanol subjects showing a preference
for the novel object across all ITIs that were implemented. 45 These results contradict the findings of Cippitelli et al. (2010), where ethanol treated
subjects displayed an impairment in novel object recognition and the ability to detect spatial
change in an object exploration task when delays of only four minutes were imposed,
something which occurred five days after the ethanol treatment had desisted. This pattern was
found when performance was measured by both approaches and exploration time, suggesting
that there is some overlap between the two. These results also contrast with effects of 2g/kg
of ethanol once a week for 10 weeks. These rats displayed significantly worse performance in
a spatial version of the DNMS task compared to controls at delays as small as 1 minute
(García-Moreno and Cimadevilla, 2012). This was measured by both exploration times and
proportion of time spent exploring the novel object/ novel placement. These results contradict the findings of Cippitelli et al. (2010), where ethanol treated
subjects displayed an impairment in novel object recognition and the ability to detect spatial
change in an object exploration task when delays of only four minutes were imposed, Though other research has found that rodents that received acute exposure to ethanol
display intact object recognition memory after short ITIs (< 15 minutes) (García-Moreno et
al., 2002; Matthews et al., 2002; Berry and Matthews, 2004; García-Moreno and Cimadevilla,
2012), whether the current findings support the previous literature is dubious as novel object
preference was only found for both groups in cycle 1 of non-spatial trials when measured as
the proportion of time spent exploring the novel object. As this aforementioned previous
research typically used multiple measures of performance for the same task, it is likely that
the difference in the current study between measures of cycle 1 non-spatial NOR task novelty
preference is a spurious result. General discussion This lack of support is only further increased when the cycle 2 non-spatial results are
considered, as neither group displayed a novel object preference after any ITI is imposed, nor
a forgetting effect as ITI increased. This also contradicts Cippitelli et al. (2010), as ethanol
treated subjects still displayed impairments in spatial memory in the object exploration task
10 weeks after treatment had desisted, showing an ability to detect spatial change after delays
of four minutes. Results found by Matthews et al. (2002) with adult rats, and Berry and 46 Matthews (2004) with adolescent mice also showed a clear disparity between non-spatial and
spatial MWMT performance after acute administration of ethanol, although only in doses of
1.5 g/kg and above. While ethanol treated subjects failed to display a forgetting curve across increasing
ITIs despite previous literature suggesting an effect would occur, it is even more curious that
saline treated controls subjects did not display consistent novelty preference in the testing
phase of any NOR task trial. Novelty preference in normal subjects has been found
consistently across a wide range of both non-spatial (Ennaceur and Delacour, 1988; Reger et
al., 2008; Hovda, and Giza, 2009; Antunes and Biala, 2012) and spatial studies (Ennaceur
and Meliani, 1992; Ennaceur, Neave, and Aggleton, 1997; Weible, Rowland, Pang, and
Kentros, 2009) involving the NOR paradigm. This makes it difficult to interpret the results of
the ethanol-treated group in comparison, and could mean that one or more extraneous
variables are influencing the current results. One of these potential extraneous variables could
be the handling of the subjects that occurred between T1 and T2, something which occurred
frequently in a short period of time due to ITI lengths, and may have distressed the animals. The fact that no forgetting curve was found for ethanol treated subjects despite a wide
breadth of literature demonstrating the detrimental effect of ethanol on spatial memory and
even non-spatial memory could be due to a number of factors. In this study we narrowed
down the delay in which a forgetting curve could occur to a window of between 1 and 5
minutes. As multiple studies have found memory deficits when longer delays were
implemented, perhaps a forgetting effect would have appeared in the current study had this
also been the case. General discussion García-Moreno and Cimadevilla (2012) found that both control and
alcohol-treated rats that received both acute and chronic treatment performed best in memory
tasks with a 15 minute delay, in comparison to delays of 1 minute or 1 hour. However,
Schenk et al. (2011) found that control rats that self-administered saline prior to undergoing 47 the NOR task displayed a forgetting curve as a function of ITIs 1-15 minutes long, something
which was only revealed when performance was measured by the proportion of approaches to
the novel object. This discrepancy could be due to differing habituation times between
studies, or the amount of handling subjects received between the familiarisation and testing
phases. A further possible explanation is a general decrease in movement or hypolocomotion
as a result of ethanol withdrawal. Logan, Seggio, Robinson, Richard, and Rosenwasser
(2010) found this effect when they administered C57BL/6J mice a short-term 4 day CIE
treatment (16 hours of ethanol vapour alternating with 8 hour withdrawal periods), which
resulted in a temporary albeit significant reduction in both running-wheel activity and free-
running circadian rhythms compared to controls, lasting approximately one week after the
final ethanol vapour exposure. This could potentially explain the lower amounts of ethanol
subjects meeting the minimum exploration criteria in T1 in both cycle 1 and 2 trials, as cycle
1 trials commenced two days after the final dose of ethanol was administered, while cycle 2
trials occurred only slightly over one week following this. Limitations Sample sizes in the current study were substantially decreased from initial amounts
due to lack of exploration in T1, particularly ethanol subjects where the proportion of rats that
met the criteria was very small. It known that intraperitoneal ethanol injections can result in
inflammation to the administration site for up to 3 weeks (In, Kim, Park, and Kim, 2014),
which may result in a restriction of movement due to associated pain. Considering that the
methodology of the current study involved administering 5 consecutive daily injections, the
effect may have been aggravated even more so, even when the side of injection site was
alternated each day. 48 As the cycle one NOR testing took place two days after the last dose of ethanol,
withdrawal may have also played a part in the performance of the ethanol-treated rats during
the trials. In the chronic intermittent ethanol (CIE) model of ethanol exposure repeated
withdrawal is a key component, and during this period rats often display increased
susceptibility to seizures, anxiety, and behavioural excitability (Cagetti et al., 2003). Cagetti
et al. (2003) observed a significant increase in anxiety in CIE exposed rats compared to
control subjects in the elevated plus maze, an effect that lasted for at least two days after
ethanol cessation. Future directions Future investigation in this area could potentially solve the issue of lack of sufficient
T1 exploration times by modifying the length of time for the T1 period to allow more
opportunity for exploration. When Ennaceur and Delacour (1988) found that their initial
NOR experiment was not sensitive enough to retention duration, they modified the test so
that instead of T1 being a fixed amount of time, the phase was only over when the minimum
20 second exploration criteria were met. If this modification was used in the future with the
NOR paradigm it could allow for increased familiarisation of objects, and more subjects
could potentially be included in further analyses, yielding a different pattern of results. The effect of multiple schedules of administration (acute exposure, chronic exposure,
chronic intermittent exposure) on NOR task performance could also be assessed. This would
allow researchers to determine if one model of binge alcohol consumption is more
appropriate than another in demonstrating memory deficits in this paradigm, since there is so
little previous research related to alcohol and NOR. Multiple schedules of administration
could also aide researchers in identifying confounding variables that impact on results such as
dosage, periods of withdrawal, and irritation caused by injecting substances. 49 Conclusions Conclusions We measured the effect of a binge-like episode of ethanol exposure on performance in
both non-spatial and spatial forms of the novel object recognition paradigm in adolescent rats
only. This was assessed both 2 days after the final dose of ethanol was administered, and then
1 week later to determine if there was a recovery effect of memory. Rota-rod results during
treatment revealed that ethanol treated subjects remained on the rota-rod for significantly less
time at two different RPMs compared to saline treated subjects. This indicated that
intoxication to the point of impairing motor co-ordination had occurred each day of the five
day treatment. In the NOR task trials, the inter-trial intervals that were implemented between the
familiarisation phase (T1) and the testing phase (T2) were limited to a range of between 1 and
5 minutes. This resulted in no significant difference between groups for performance in T2 of
non-spatial and spatial NOR trials in both cycle 1 and cycle 2 of testing. The lack of In the NOR task trials, the inter-trial intervals that were implemented between the
familiarisation phase (T1) and the testing phase (T2) were limited to a range of between 1 and
5 minutes. This resulted in no significant difference between groups for performance in T2 of
non-spatial and spatial NOR trials in both cycle 1 and cycle 2 of testing. The lack of
difference remained consistent when performance was measured by amount of approaches to
each object, proportion of approaches to the novel object, exploration time with each object,
and proportion of time spent exploring the novel object. As the current results are
inconclusive, further investigation is required to determine how appropriate the NOR
paradigm is as a measure of ethanol-produced memory impairments. This can potentially be
assessed through allowing longer periods of time to explore objects in T1, and by using
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q
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https://openalex.org/W2752471650
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https://europepmc.org/articles/pmc5615536?pdf=render
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English
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Stress and Depressive Symptoms in Cancer Survivors and Their Family Members: Korea Community Health Survey, 2012
|
International journal of environmental research and public health/International journal of environmental research and public health
| 2,017
|
cc-by
| 4,959
|
Mi Ah Han Department of Preventive Medicine, College of Medicine, Chosun University, Gwangju 61452, Korea;
mahan@chosun.ac.kr; Tel.: +82-62-230-6481 Academic Editor: Sharon Lawn
Received: 25 July 2017; Accepted: 31 August 2017; Published: 1 September 2017 Abstract: This study examined the prevalence of perceived stress and depressive symptoms in cancer
survivors and their family members compared with subjects without cancer and without family
members with cancer. The subjects of this cross-sectional study were adults ≥19 years old who
participated in the 2012 Korea Community Health Survey. Stress and depressive symptoms in cancer
survivors and their family members were assessed and compared to symptoms in control groups by
chi-square tests and multiple logistic regression analyses. Of the 6783 cancer survivors, 26.9% and
8.7% reported having stress and depressive symptoms, respectively, and 27.7% and 5.9% of family
members of cancer survivors reported having stress and depressive symptoms, respectively. Cancer
survivors showed higher adjusted odds ratio (aOR) for stress (aOR = 1.26, 95% confidence interval
(CI) = 1.16–1.37) and depressive symptoms (aOR = 1.82, 95% CI = 1.57–2.11) than subjects without
cancer history. Family members of cancer survivors showed a higher OR for stress and depressive
symptoms than subjects without a family member who survived cancer. Cancer survivors and family
members of cancer survivors had more stress and depressive symptoms than controls. Careful
management for cancer patients and their family members should include screening for stress and
depression to improve mental health associated with cancer survivorship. Keywords: chronic disease; depression; family; neoplasms; stress; survivors Keywords: chronic disease; depression; family; neoplasms; stress; survivors Article
Stress and Depressive Symptoms in Cancer Survivors
and Their Family Members: Korea Community
Health Survey, 2012 Mi Ah Han International Journal of
Environmental Research
and Public Health International Journal of
Environmental Research
and Public Health Int. J. Environ. Res. Public Health 2017, 14, 999; doi:10.3390/ijerph14090999 1. Introduction About 14.1 million new cancer cases and 8.2 million cancer-associated deaths occurred worldwide
in 2012, and the occurrence of cancer is steadily increasing [1]. In Korea, the number of cancer
patients is continuously increasing, and the probability of survival is simultaneously increasing [2]. Despite significant advances, cancer and cancer treatments can result in significant physical and
emotional morbidity, and several epidemiological studies indicate that the risk of poor mental health
is elevated in cancer patients compared with the general population [3–7]. Cancer patients experience
several stressors and suffer from depression [8,9]. Depression is the most important risk factor for
suicide [10–12]. Subjects with a history of cancer had a higher odds ratio (OR) for attempted suicide
in both genders using the Third US National Health and Nutrition Examination Survey [4]. Thus,
understanding the prevalence and correlation of stress and depression with cancer is crucial for the
management and control of mental health. g
Family members of cancer patients also are at risk for psychological problems and are more
susceptible to depression [13]. Family caregivers with anxiety or depression also have a high risk of
suicide [14]. This study aimed to describe stress and depressive symptoms among cancer survivors and their
family members in Korea. We compared stress and depressive symptoms of cancer survivors and their Int. J. Environ. Res. Public Health 2017, 14, 999; doi:10.3390/ijerph14090999 www.mdpi.com/journal/ijerph www.mdpi.com/journal/ijerph 2 of 8 Int. J. Environ. Res. Public Health 2017, 14, 999 family members with two control populations (non-cancer controls, non-cancer non-family member
controls) using the 2012 Korea Community Health Survey (KCHS, 2012). family members with two control populations (non-cancer controls, non-cancer non-family member
controls) using the 2012 Korea Community Health Survey (KCHS, 2012). 2.3. Covariates Covariates included sex, age, marital status (with spouse, without spouse), education (uneducated,
elementary school, middle school, high school, at least some college), smoking status (never, ex,
current), drinking frequency (none, ≤1/month, ≥2/month), number of chronic disease (none, 1, 2 or
more), unmet needs for health care (no, yes), and utilization of community health service (no, yes). The
chronic diseases included were hypertension, diabetes, dyslipidemia, stroke, myocardial infarction,
osteoarthritis, osteoporosis, and tuberculosis. Having unmet needs for health care was defined as
a “yes” response to the following question: “During the past 12 months, was there any time when
you did not get the medical care you needed?” When subjects reported “yes” response, the reasons
for unmet needs were asked: (1) cost; (2) reservation problems; (3) transportation problems; (4) not
available at the required time; (5) waiting time too long; (6) mild symptoms; (7) other. 2.2. Stress and Depressive Symptoms Perceived stress, consultation experience due to stress, depressive symptoms, and consultation
experience due to depressive symptoms were collected. Stress was defined as the responses “very
much” or “much” to the following question: “How much do you feel stress in your usual life?”
Depressive symptoms was defined as a “yes” response to the following question: “During the past
12 months, did you feel so much sadness/hopelessness for two or more weeks that you stopped
doing some usual activities?” Consultation experience was defined as professional consultation
(medical institute, professional consultation office, community health center, etc.) due to stress or
depressive symptoms. 2.1. Data Source and Study Subjects The 2012 KCHS is a cross-sectional survey conducted by the Korea Centers for Disease Control
and Prevention that collected information related to health status, health care utilization, and health
determinants for Korean individuals living in private occupied dwellings in 254 regional sites covering
all provinces and territories. Using a multistage stratified cluster-sampling procedure, the 2012 KCHS
surveyed 228,921 household residents 19 years of age and over. Detailed information about the KCHS
has been documented elsewhere [15]. Participants were classified as cancer survivors if they reported having ever been told by a doctor
that they had any kind of cancer. Family members of cancer survivors were defined as subjects who
lived with cancer survivors during the survey time. Non-cancer and non-family member controls
were selected among subjects without cancer and without family members with cancer with 1:1
individual matching on sex and age using matched simple random sampling methods. Subjects
who were living alone were excluded. Therefore, the final study subjects included 6783 cancer
survivors, 6783 non-cancer controls, 8585 family members of cancer survivors, and 8585 non-cancer,
non-family controls. 3. Results Cancer survivors and non-cancer controls showed significant differences in general characteristics. The proportions of current smokers and individuals drinking ≥2/month were lower in cancer
survivors than in non-cancer controls. There were significant differences between family members and
controls in the number of chronic illnesses (Table 1). Table 1. Characteristics of cancer survivors, family members, and controls. 2.4. Statistical Analysis Descriptive statistics and chi-square tests were used to examine differences in demographic
characteristics between cancer survivors, their family members, and the controls. Chi-square tests and
logistic regression models were used to investigate whether stress and depressive symptoms differed
between cancer survivors, family members, and controls. Finally, the associated factors for stress
and depressive symptoms in cancer survivors and family members were investigated using multiple Int. J. Environ. Res. Public Health 2017, 14, 999 3 of 8 logistic regression analysis. All data analyses were performed using SAS 9.2 software (SAS Institute,
Cary, NC, USA). Differences were considered statistically significant at p < 0.05. logistic regression analysis. All data analyses were performed using SAS 9.2 software (SAS Institute,
Cary, NC, USA). Differences were considered statistically significant at p < 0.05. 3. Results Characteristics
Cancer
Survivors
(n = 6783)
Non-Cancer
Controls
(n = 6783)
p
Family Members of
Cancer Survivors
(n = 8585)
Non-Cancer
Non-Family Controls
(n = 8585)
p
Gender
1.000
1.000
Male
3157 (46.5)
3157 (46.5)
4148 (48.3)
4148 (48.3)
Female
3626 (53.5)
3626 (53.5)
4437 (51.7)
4437 (51.7)
Age (years)
1.000
1.000
18–39
698 (10.3)
698 (10.3)
2864 (33.4)
2864 (33.4)
40–64
2952 (43.5)
2952 (43.5)
3139 (36.6)
3139 (36.6)
≥65
3133 (46.2)
3133 (46.2)
2582 (30.1)
2582 (30.1)
Marital status
0.258
0.145
Without spouse
894 (13.2)
939 (13.8)
2371 (27.6)
2286 (26.6)
With spouse
5889 (86.8)
5844 (86.2)
6214 (72.4)
6299 (73.4)
Education
0.259
0.654
Uneducated
1002 (14.8)
1072 (15.8)
1080 (12.6)
1144 (13.3)
Elementary school
1770 (26.1)
1818 (26.8)
1626 (18.9)
1594 (18.6)
Middle school
1180 (17.4)
1125 (16.6)
1000 (11.7)
1006 (11.7)
High school
1773 (26.1)
1752 (25.8)
2715 (31.6)
2711 (31.6)
≥College
1058 (15.6)
1016 (15.0)
2164 (25.2)
2130 (24.8)
Smoking
<0.001
0.945
Never
4137 (61.0)
4196 (61.9)
5324 (62.0)
5338 (62.2)
Ex
2041 (30.1)
1546 (22.8)
1448 (16.9)
1452 (16.9)
Current
605 (8.9)
1041 (15.4)
1813 (21.1)
1795 (20.9)
Drinking frequency
<0.001
0.202
None
3892 (57.4)
2891 (42.6)
3068 (35.7)
3119 (36.3)
≤1/month
1264 (18.6)
1524 (22.5)
2105 (24.5)
2005 (23.4)
≥2/month
1627 (24.0)
2368 (34.9)
3412 (39.7)
3461 (40.3)
Number of diseases
0.007
0.044
None
2853 (42.1)
3008 (44.4)
4714 (54.9)
4818 (56.1)
1
1928 (28.4)
1922 (28.3)
1863 (21.7)
1896 (22.1)
≥2
2002 (29.5)
1853 (27.3)
2008 (23.4)
1871 (21.8)
Unmet needs for health care
0.007
0.150
No
6120 (90.2)
6023 (88.8)
7588 (88.4)
7525 (87.7)
Yes
663 (9.8)
760 (11.2)
997 (11.6)
1058 (12.3)
Reasons for unmet needs a
Cost
223 (33.6)
208 (27.4)
232 (23.3)
238 (22.5)
Reservation problems
25 (3.8)
15 (2.0)
24 (2.4)
22 (2.1)
Transportaion problems
75 (11.3)
81 (10.7)
72 (7.2)
92 (8.7)
Not available at time required
162 (24.4)
229 (30.1)
385 (38.7)
364 (34.4)
Waiting time too long
30 (4.5)
29 (3.8)
39 (3.9)
39 (3.7)
Mild symptoms
72 (10.9)
112 (14.7)
150 (15.1)
170 (16.1)
Other
76 (11.5)
86 (11.3)
94 (9.4)
133 (12.6)
Community health service utilization
0.882
0.276
No
6302 (55.8)
3563 (55.7)
5272 (64.5)
5304 (65.3)
Yes
2850 (44.2)
2834 (44.3)
2904 (35.5)
2819 (34.7)
Data are expressed as number (%). a Limited to subjects who have the unmet health care needs. Table 1. 3. Results Characteristics of cancer survivors, family members, and controls. Among 6783 cancer survivors, 26.9% and 8.7% reported stress and depressive symptoms,
respectively. Cancer survivors were more likely to have stress (adjusted odds ratio (aOR) = 1.26,
95% confidence interval (CI) = 1.16–1.37), consultation experience due to stress (aOR = 1.57,
95% CI = 1.21–2.03), depressive symptoms (aOR = 1.82, 95% CI = 1.57–2.11), and consultation experience
due to depressive symptoms (aOR = 1.86, 95% CI = 1.32–2.64). In addition, 27.7% and 5.9% of cancer 4 of 8 Int. J. Environ. Res. Public Health 2017, 14, 999 survivor family members reported stress and depressive symptoms, respectively. The risks for stress
(aOR = 1.08, 95% CI = 1.01–1.16) and depressive symptoms (aOR = 1.31, 95% CI = 1.14–1.51) were
significantly higher in family members of cancer survivors than controls without cancer and without
family members with cancer (Table 2). Table 2. Stress and depressive symptoms in cancer survivors, family members, and controls. Characteristics
Cancer
Survivors
Controls
p
Family Members
of Cancer
Survivors
Non-Cancer
Non-Family
Controls
p
Stress
<0.001
0.015
No
4957 (73.1)
5245 (77.3)
6206 (72.3)
6348 (73.9)
Yes
1826 (26.9)
1538 (22.7)
2379 (27.7)
2237 (26.1)
cOR (95% CI)
1.26 (1.16–1.36)
1.00
1.09 (1.02–1.17)
1.00
aOR (95% CI) a
1.26 (1.16–1.37)
1.00
1.08 (1.01–1.16)
1.00
Consultation due to stress
<0.001
0.603
No
6625 (97.7)
6682 (98.5)
8428 (98.2)
8437 (98.3)
Yes
158 (2.3)
101 (1.5)
157 (1.8)
148 (1.7)
cOR (95% CI)
1.58 (1.23–2.04)
1.00
1.06 (0.85–1.33)
1.00
aOR (95% CI) a
1.57 (1.21–2.03)
1.00
1.05 (0.84–1.32)
1.00
Depressive symptoms
<0.001
<0.001
No
6194 (91.3)
6471 (95.4)
8082 (94.1)
8203 (95.6)
Yes
589 (8.7)
312 (4.6)
503 (5.9)
382 (4.5)
cOR (95% CI)
1.98 (1.72–2.28)
1.00
1.34 (1.17–1.54)
1.00
aOR (95% CI) b
1.82 (1.57–2.11)
1.00
1.31 (1.14–1.51)
1.00
Consultation due to depressive symptoms
<0.001
0.378
No
6676 (98.4)
6732 (99.3)
8501 (99.0)
8512 (99.2)
Yes
107 (1.6)
51 (0.8)
84 (1.0)
73 (0.9)
cOR (95% CI)
2.12 (1.52–2.97)
1.00
1.15 (0.84–1.58)
1.00
aOR (95% CI) b
1.86 (1.32–2.64)
1.00
1.10 (0.80–1.52)
1.00
Data are expressed as numbers (%). aOR, adjusted odds ratio; cOR, crude odds ratio; CI, confidence interval. a Adjusted for marital status, education, smoking, alcohol drinking, and number of chronic diseases; b Adjusted for
marital status, education, smoking, alcohol drinking, number of chronic diseases, and perceived stress. Table 2. 3. Results Stress and depressive symptoms in cancer survivors, family members, and controls. Stress was associated with gender, age, education, smoking, number of chronic disease, unmet
needs for health care, and utilization of community health service in cancer survivors. Depressive
symptoms were associated with gender, marital status, smoking, alcohol drinking, number of chronic
diseases, and unmet needs for health care in cancer survivors. Similar associations were shown in
family members of cancer survivors (Table 3). Table 3. Stress and depressive symptoms by characteristics in cancer survivors and family members. Table 3. Stress and depressive symptoms by characteristics in cancer survivors and family members. Characteristics
Cancer Survivors
Family Members of Cancer Survivors
Stress
Depressive
Symptoms
Stress
Depressive
Symptoms
%
aOR (95% CI)
%
aOR (95% CI)
%
aOR (95% CI)
%
aOR (95% CI)
Total
26.9
8.7
27.7
5.9
Gender
Male
24.4
1.00
7.2
1.00
24.3
1.00
3.8
1.00
Female
29.1
1.47 (1.20–1.79)
10.0
1.42 (1.03–1.96)
30.9
1.77 (1.50–2.08)
7.8
2.56 (1.81–3.61)
Age (years)
18–39
29.7
1.65 (1.29–2.11)
8.5
1.22 (0.82–1.82)
31.2
2.43 (1.96–3.00)
5.1
1.33 (0.88–1.99)
40–64
27.4
1.28 (1.11–1.48)
8.4
1.05 (0.84–1.32)
27.8
1.53 (1.31–1.79)
6.3
1.27 (0.96–1.68)
≥65
25.9
1.00
9.0
1.00
23.9
1.00
6.2
1.00
Marital status
Without spouse
29.1
0.94 (0.79–1.12)
13.7
1.53 (1.20–1.95)
27.6
0.75 (0.66–0.86)
5.7
1.11 (0.85–1.44)
With spouse
26.6
1.00
7.9
1.00
27.8
1.00
5.9
1.00 Int. J. Environ. Res. Public Health 2017, 14, 999 5 of 8 Table 3. Stress and depressive symptoms by characteristics in cancer survivors and family members. 3. Results Characteristics
Cancer Survivors
Family Members of Cancer Survivors
Stress
Depressive
Symptoms
Stress
Depressive
Symptoms
%
aOR (95% CI)
%
aOR (95% CI)
%
aOR (95% CI)
%
aOR (95% CI)
Education
Uneducated
32.2
1.31 (1.04–1.65)
9.9
0.87 (0.59–1.28)
29.8
1.20 (0.96–1.50)
7.9
1.06 (0.70–1.61)
Elementary school
28.4
1.15 (0.95–1.40)
9.8
1.17 (0.85–1.61)
28.7
1.07 (0.89–1.29)
6.8
0.90 (0.63–1.30)
Middle school
25.2
0.92 (0.74–1.13)
9.5
1.17 (0.84–1.64)
22.4
0.72 (0.59–0.89)
6.4
1.03 (0.71–1.50)
High school
23.6
0.81 (0.67–0.97)
7.2
0.84 (0.62–1.14)
26.5
0.84 (0.74–0.96)
5.1
0.86 (0.65–1.14)
≥College
26.8
1.00
7.3
1.00
29.9
1.00
4.9
1.00
Smoking
Never
26.8
1.00
9.1
1.00
28.3
1.00
6.7
1.00
Ex
24.7
1.44 (1.17–1.76)
7.4
1.28 (0.92–1.78)
22.2
1.25 (1.02–1.52)
4.4
1.55 (1.04–2.31)
Current
34.9
2.13 (1.67–2.72)
10.4
1.75 (1.19–2.57)
30.5
1.81 (1.52–2.16)
4.7
1.63 (1.12–2.37)
Drinking frequency
None
28.2
1.10 (0.95–1.27)
10.3
1.68 (1.30–2.17)
27.2
0.94 (0.82–1.08)
7.1
1.12 (0.86–1.46)
≤1/month
24.0
0.85 (0.71–1.03)
7.0
1.11 (0.80–1.53)
28.7
0.98 (0.86–1.13)
5.5
0.96 (0.73–1.26)
≥2/month
26.2
1.00
6.0
1.00
27.6
1.00
4.9
1.00
Number of diseases
None
24.0
1.00
7.1
1.00
26.9
1.00
4.5
1.00
1
25.9
1.16 (1.01–1.34)
8.1
1.10 (0.87–1.40)
25.6
1.18 (1.02–1.36)
6.2
1.48 (1.12–1.96)
≥2
32.1
1.48 (1.28–1.72)
11.5
1.51 (1.19–1.91)
31.7
1.67 (1.43–1.94)
8.7
2.13 (1.60–2.82)
Unmet needs for health care
No
24.5
1.00
7.4
1.00
25.1
1.00
4.9
1.00
Yes
49.5
3.00 (2.38–3.79)
21.0
3.21 (2.38–4.34)
47.6
2.44 (2.04–2.92)
13.0
3.03 (2.30–3.98)
Community health
service utilization
No
27.8
1.14 (1.01–1.29)
8.6
1.05 (0.86–1.29)
28.5
1.09 (0.97–1.23)
5.7
1.04 (0.83–1.31)
Yes
23.5
1.00
7.4
1.00
23.5
1.00
5.3
1.00
aOR, adjusted odds ratio; CI, confidence interval. Table 3. Stress and depressive symptoms by characteristics in cancer survivors and family members. 4. Discussion In this study, we described the stress and depressive symptoms of cancer survivors and their
family members, and compared these symptoms with controls. Among 6783 cancer survivors, 26.9%
of survivors were stressed, and 8.7% of survivors had depressive symptoms. Cancer survivors were
more likely to have stress and depressive symptoms compared with controls. Similar results were
found in family members of survivors. Cancer survivors have a high incidence of stress and depressive symptoms compared with
controls, which are risk factors for suicide in cancer survivors [16]. Unfortunately, depression and
psychosocial stresses associated with cancer often go unrecognized or underestimated, leaving many
patients untreated. Previous studies reported that among 144 patients with gynecologic or breast
cancer who were diagnosed with major depression, only 12% reported receiving antidepressants,
and only 5% reported seeing a counselor or participating in a cancer support group [17]. Compared
with healthy people and those with benign diseases, cancer patients report significantly depressed
mood that persists up to four months after diagnosis and during anticipation of treatment [18]. These
results suggest that careful monitoring of psychotic aspects of cancer patients is as important as their
cancer management. Family members of cancer survivors were more likely to have stress and depressive symptoms
than controls. In this study, the prevalence of depressive symptoms among family members of cancer
survivors was 5.9%, which was lower than that among caregivers of stroke survivors (40.2%) [19] and
Alzheimer disease (34.0%) [20]. There are several possible explanations for these results. First, stroke
survivors and patients with dementia are more likely to exhibit cognitive impairments and behavioral
problems. As a result, their caregivers are more likely to develop depression. Second, the mortality rate
of cancer patients may be higher than that of stroke survivors and dementia. The duration and burden
of caregiving for cancer patients may be shorter and less than those of looking after stroke survivors
and patients with dementia. Diagnosis of cancer is a stressful event for family members as well as Int. J. Environ. Res. Public Health 2017, 14, 999 6 of 8 cancer patients [21]. In previous studies, the prevalence of stress and depression among family member
of cancer patients was high [22], and the perceived burden is the best predictor of depression [23]. Recognition of cancer diagnosis, caring for patients, medical expenses, and the threat of death can lead
to psychological problems in family members [24]. 4. Discussion These psychological effects of cancer can be a threat
to the physical health of family members, thus efforts to reduce the psychological effects of cancer
should focus not only on the patient but also on the family members. Smartphone applications can be
applied to improve after-care of cancer survivors [25] and provides psychoeducation to caregivers [26]
based on previous applications on stroke survivors and dementia. Women cancer survivors and family members were more likely to report stress and depressive
symptoms. This was consistent with previous study in Korea which showed that women cancer
survivors were more likely to experience depression than men [27]. Higher psychological problems
were reported among women cancer patients. They had a tendency to be more depressed and anxious
than men with cancer [28] and were more likely to express their feelings and report more symptoms
than men [29]. Although the unmet needs for health care in cancer survivors and family member were not higher
than those of controls, they were significantly associated with stress and depressive symptoms in this
study. Previous studies revealed that unmet needs were associated with low quality of life in cancer
patients [30] and were positively associated with depression among caregivers of cancer patients [31]. These results suggested that monitoring and offering support for adequate health care needs of cancer
survivors and family member are important for reducing stress and depressive symptoms. There are several limitations to using KCHS data to examine stress and depressive symptoms
in cancer survivors and their family members. First, because of the cross-sectional nature of this
data, we were unable to examine stress and depressive symptoms before cancer diagnosis. Stress and
depression have been considered as risk factors for cancer development [32]. Second, the KCHS does
not include information about cancer type or current cancer status. Thus, we were unable to determine
the proportion of cancer survivors who were actively dealing with treatment or recurrent/advanced
disease versus those living disease- and/or symptom-free. Third, cancer survivors who lived in
nursing homes, long-term care facilities, or hospitals were not included in the survey, so the results
of this study might not accurately reflect the status of all cancer patients in Korea. Fourth, reliability
and validity for the single-item surveys on stress and depressive symptoms were not investigated. 4. Discussion However, the single-item measure of stress or depression was suggested to be a valid measure for
group level data or screening for psychological status [33,34]. Finally, in this cross-sectional study,
there was potential for selection bias because of selective survival, as individuals who had been
diagnosed with cancer and subsequently died before the survey would not have had the opportunity
to participate in the study. Acknowledgments: This work is supported by the National Research Foundation of Korea (NRF), funded by the
Ministry of Science and ICT (NRF-2015R1A5A2009070).
Conflicts of Interest: The author declares no conflict of interest Acknowledgments: This work is supported by the National Research Foundation of Korea (NRF), funded by the
Ministry of Science and ICT (NRF-2015R1A5A2009070). Conflicts of Interest: The author declares no conflict of interest. References 1. Torre, L.A.; Bray, F.; Siegel, R.L.; Ferlay, J.; Lortet-Tieulent, J.; Jemal, A. Global cancer statistics, 2012. CA Cancer
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for cancer survivors and their family members. Acknowledgments: This work is supported by the National Research Foundation of Korea (NRF), funded by the
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impact on caregivers of hospitalized patients: The forgotten part of the equation. Qatar Med. J. 2015, 2015, 3. [CrossRef] [PubMed] 23. Rhee, Y.S.; Yun, Y.H.; Park, S.; Shin, D.O.; Lee, K.M.; Yoo, H.J.; Kim, J.H.; Kim, S.O.; Lee, R.; Lee, Y.O.; et al. Depression in family caregivers of cancer patients: The feeling of burden as a predictor of depression. J. Clin. Oncol. 2008, 26, 5890–5895. [CrossRef] [PubMed] 24. Wozniak, K.; Izycki, D. Cancer: A family at risk. Prz. Menopauzalny 2014, 13, 253–261. [CrossRef] [P 24. Wozniak, K.; Izycki, D. Cancer: A family at risk. Prz. Menopauzalny 2014, 13, 253–261. [CrossRef] [PubMed]
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[PubMed] 31. Heckel, L.; Fennell, K.M.; Reynolds, J.; Osborne, R.H.; Chirgwin, J.; Botti, M.; Ashley, D.M.; Livingston, P.M. Unmet needs and depression among carers of people newly diagnosed with cancer. Eur. J. Cancer 2015, 51,
2049–2057. [CrossRef] [PubMed] 32. Yeh, M.L.; Lee, T.Y. A Prospective Study of the Relationship between Psychological Factors and Breast Cancer. Asia Pac. J. Oncol. Nurs. 2016, 3, 170–175. [PubMed] Yeh, M.L.; Lee, T.Y. A Prospective Study of the Relationship between Psychological Factors and Breast Cancer
Asia Pac. J. Oncol. Nurs. 2016, 3, 170–175. [PubMed] 33. Elo, A.L.; Leppanen, A.; Jahkola, A. Validity of a single-item measure of stress symptoms. Scand. J. Work
Environ. Health 2003, 29, 444–451. [CrossRef] [PubMed] 34. Young, Q.R.; Nguyen, M.; Roth, S.; Broadberry, A.; Mackay, M.H. Single-item measures for depression and
anxiety: Validation of the Screening Tool for Psychological Distress in an inpatient cardiology setting. Eur. J. Cardiovasc. Nurs. 2015, 14, 544–551. [CrossRef] [PubMed] © 2017 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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Diplomacia da saúde global: proposta de modelo conceitual
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Diplomacia da saúde global: proposta de
modelo conceitual1
2
Global health diplomacy: conceptual framework proposal
229 Pollyanna Martins
Secretaria de Saúde do Estado do Ceará. Fortaleza, CE, Brasil. E-mail: pollysobral@yahoo.com.br
Andréa Silvia Walter de Aguiar
Universidade Federal do Ceará. Fortaleza, CE, Brasil. E-mail: aswaguiar@pq.cnpq.br
Caroline Antero Machado Mesquita
Faculdade Maurício de Nassau. Fortaleza, CE, Brasil. E-mail: carolantero41@gmail.com
Francisca Jamila Ricarte Alexandrino
Universidade Federal do Ceará. Fortaleza, CE, Brasil. E-mail: jamilaricartealexandrino@gmail.com
Nayane Cavalcante Ferreira da Silva
Faculdade Maurício de Nassau. Fortaleza, CE, Brasil. E-mail: nayanecferreira@gmail.com
Melinna dos Santos Moreno
Universidade Federal do Ceará. Programa de Pós-Graduação em
Odontologia. Fortaleza, CE, Brasil. E-mail: melinnamoreno@hotmail.com Pollyanna Martins
Secretaria de Saúde do Estado do Ceará. Fortaleza, CE, Brasil. E-mail: pollysobral@yahoo.com.br
Andréa Silvia Walter de Aguiar
Universidade Federal do Ceará. Fortaleza, CE, Brasil. E-mail: aswaguiar@pq.cnpq.br
Caroline Antero Machado Mesquita
Faculdade Maurício de Nassau. Fortaleza, CE, Brasil. E-mail: carolantero41@gmail.com
Francisca Jamila Ricarte Alexandrino
Universidade Federal do Ceará. Fortaleza, CE, Brasil. E-mail: jamilaricartealexandrino@gmail.com
Nayane Cavalcante Ferreira da Silva
Faculdade Maurício de Nassau. Fortaleza, CE, Brasil. E-mail: nayanecferreira@gmail.com
Melinna dos Santos Moreno
Universidade Federal do Ceará. Programa de Pós-Graduação em
Odontologia. Fortaleza, CE, Brasil. E-mail: melinnamoreno@hotmail.com 1 Este artigo é resultado de pesquisa denominada “Diplomacia da saúde nas ações e serviços de saúde bucal na faixa de fronteira brasi-
leira”, financiada pelo CNPq, por meio do Edital Universal (14/2014). Resumo Este estudo busca construir, a partir das publicações
sobre diplomacia da saúde global (DSG), representa-
ção deste campo de conhecimento, seus principais
conceitos e características. A partir de uma pesquisa
bibliográfica na base de dados PubMed, fez-se uma
busca integrada das produções científicas publica-
das até agosto de 2016. Os descritores identificados
e critérios de inclusão adotados selecionaram 54
publicações que compuseram a amostra final. Os
dados quantitativos foram analisados por estatística
descritiva, e as informações qualitativas, pela análise
de conteúdo temática. As publicações sobre o tema ti-
veram início em 1970, mas 85,2% abrangem o período
de 2007 a 2014. A partir da análise de conteúdo dos
resultados das produções científicas, foi elaborado
um modelo teórico conceitual que abrange os seguin-
tes macrotemas da DSG: conceito de diplomacia da
saúde; uso da diplomacia na cooperação internacional
em pesquisa; diplomacia da saúde como ferramenta
para fortalecer a política externa; estratégias dos paí-
ses para fortalecer a DSG e cooperação internacional
entre os países; diplomacia da saúde fortalecendo a
saúde global; saúde como um bem comum entre as
nações em um período de globalização e desafios da
diplomacia da saúde para fortalecer a saúde global. A DSG compreende estratégias dos países e coope-
ração internacional para fortalecer a saúde global e
é uma ferramenta para fortalecer a política externa
das nações. Promover a cooperação internacional em
pesquisa, capacitar recursos humanos nessa área e
emancipar países emergentes com base nas interven-
ções realizadas constituem grandes desafios da DSG. Palavras-chave: Saúde Mundial; Cooperação Inter-
nacional; Relações Internacionais. Abstract The aim of this article is to build, from the pub-
lications on global health diplomacy (GHD), a
representation of this field of knowledge, its main
concepts and features. We searched the literature
in PubMed database for publications on the subject
until August 2016. The keywords and inclusion
criteria selected 54 publications that composed
the final sample. Quantitative data were ana-
lyzed using descriptive statistics, and qualitative
information, by the thematic content analysis. Publications on the subject began in 1970, but
85.2% of the studies cover the period from 2007
to 2014. With the content analysis of the results
of this scientific production, we produced a con-
ceptual theoretical model covering the following
subjects of GHD: health diplomacy concept; use
of diplomacy in international cooperation with
research; health diplomacy as a tool for strength-
ening foreign policy; strategies for strengthening
the diplomacy of global health and international
cooperation among countries; health diplomacy
strengthening global health; health as a common
good among the nations in globalization; health
diplomacy challenges to strengthen global health. GHD comprises country strategies and interna-
tional cooperation to strengthen global health and
is a tool for strengthening the foreign policy of na-
tions. The major challenges of GHD are to promote
international cooperation in research, train human
resources from this area and emancipate emerging
countries based on ongoing interventions. Ministros e autoridades sanitárias de 194 países
participaram da 68ª Assembleia Mundial da Saúde,
da Organização Mundial da Saúde (OMS)2, realizada
de 18 a 26 de maio de 2015, em Genebra, Suíça. A
incorporação da saúde na agenda para o desenvol-
vimento pós-2015 e o impacto da contaminação am-
biental na saúde estavam entre os temas debatidos. Esse conjunto de negociações desenvolvidas em
diversos níveis, que delineia e gerencia o ambiente
das políticas globais em saúde e que, idealmente,
produz melhores resultados para a saúde da popula-
ção de cada país envolvido e reforça o compromisso
de um amplo arco de atores em prol do empreendi-
mento comum de assegurar a saúde como direito
humano e bem público, tem sido denominado “di-
plomacia da saúde global” (DSG) (Kicksbusch et al.,
2007). Trata-se de um campo novo de conhecimento
e prática, cujo objeto é a saúde e as negociações in-
ternacionais em torno desta, envolvendo diferentes
disciplinas e profissionais de diversos perfis, como
diplomatas e profissionais de saúde (Buss, 2013). Abstract A DSG é uma disciplina emergente em que a
saúde é incorporada à diplomacia tradicional como
uma ferramenta de política externa (Kicksbusch
et al., 2007). A DSG é usada por muitos países para
melhorar as relações de confiança entre os estados,
a saúde nacional e mundial. Nessa perspectiva, os
ministérios da saúde passaram a desempenhar um
papel duplo: promover a saúde do país e a saúde
global (Fourie, 2013). Objetiva-se propor, a partir das publicações
sobre DSG, representação deste campo de conheci-
mento, seus principais conceitos e características,
assim como apontar novas questões que carecem
de pesquisas. Keywords: World Health; International Coopera-
tion; International Relations. Correspondência Andréa Sílvia Walter de Aguiar
Rua Monsenhor Furtado, s/nº, Rodolfo Teófilo. Fortaleza, CE, Brasil. CEP 60430-355. 1 Este artigo é resultado de pesquisa denominada “Diplomacia da saúde nas ações e serviços de saúde bucal na faixa de fronteira brasi-
leira”, financiada pelo CNPq, por meio do Edital Universal (14/2014). Saúde Soc. São Paulo, v.26, n.1, p.229-239, 2017 229 DOI 10.1590/S0104-12902017168881 230 Saúde Soc. São Paulo, v.26, n.1, p.229-239, 2017 Resultados 1. Saúde Mundial/World Health/Salud Mun-
dial. Sinônimos: Problemas Internacionais
de Saúde, Saúde Global; As publicações sobre o tema iniciaram em
1970. Todavia, a partir de 2007 observou-se maior
frequência (85,2% abrangem o período de 2007 a
2014). A maioria das instituições ou universidades
às quais estão vinculados os primeiros autores dos
artigos localiza-se nos Estados Unidos da América
(61%), na Suíça (14,8%) e no Brasil (5,6%). Na Suíça
destacaram-se a World Health Organization, de
Genebra, e o Graduate Institute for International
Development Studies, da mesma cidade; nos EUA,
organizações não governamentais, departamentos
estatais, Columbia University, Indiana University
e University of California; no Brasil, a Fundação
Oswaldo Cruz. Entretanto, não se observou seme-
lhante tendência quando se considerou o país de pu-
blicação do periódico; neste caso, os EUA (53,7%) e o
Reino Unido (25,9%) lideraram o total de publicações. 2. Cooperação Internacional/International Co-
operation/Cooperación Internacional. Sinô-
nimos: Auxílio Internacional, Ajuda Externa; 3. Internacionalidade/Internationality/Interna-
cionalidad. Sinônimos: Relações Internacionais. A estratégia de busca adotou os seguintes des-
critores no campo de busca avançada da PubMed:
“world health” [MeSH Terms] or “world” [All Fields]
and “health” [All Fields] or “world health” [All Fields]
and “international cooperation” [MeSH Terms] or
“international” [All Fields] and “cooperation” [All
Fields] or “international cooperation” [All Fields] and
“internationality” [MeSH Terms] or “internationality”
[All Fields] and “health” [MeSH Terms] or “health” [All
Fields] and “diplomacy” [All Fields]. Os critérios de
inclusão para a seleção da amostra em relação à dispo-
nibilidade de texto foram: “Free full text”, “Full text”. Foram encontradas 54 publicações que compu-
seram a amostra final. O material foi submetido à
pré-análise, e, pela leitura integral do texto, foram
categorizados segundo as seguintes variáveis: 1º
autor, ano de publicação, periódico, título, obje-
tivo, resultado principal relativo ao tema, tipo de
publicação, universidade/instituição do 1º autor e
país de publicação do periódico. Na variável “tipo
de publicação” foram considerados como editoriais
os comentários, editoriais, debates e artigos de
opinião publicados no período. Os resultados foram
transcritos em uma planilha eletrônica no Microsoft
Excel, os dados quantitativos foram analisados por
estatística descritiva simples, e os dados qualitati-
vos, pela análise temática de conteúdo. Metodologia Para construir o modelo conceitual, optou-se por
uma pesquisa bibliométrica embasada em dados
publicados e usada para mensurar as características
de determinados temas, o que de certa forma indica
sua produção científica (Vanti, 2002). 2 WHO – WORLD HEALTH ORGANIZATION. 68th World Health Assembly. Disponível em: <https://goo.gl/Lbuk71>. Acesso em: 2 maio 2015. 230 Saúde Soc. São Paulo, v.26, n.1, p.229-239, 2017 A análise de conteúdo temática foi feita para
descobrir os “núcleos de sentido” que compõem a
comunicação e cuja presença ou frequência pode
significar alguma coisa para o tema em estudo (Bar-
din, 2011). Na coleta dos dados qualitativos (título,
objetivos, resultados principais) extraídos da leitura
dos textos, foram usadas frases e parágrafos como
unidades de registro, codificadas em temas reagru-
padas em categorias ou subcategorias. A base de dados consultada foi a U.S. National Li-
brary of Medicine (PubMed), em que se fez uma bus-
ca integrada das produções científicas publicadas
até agosto de 2016. Os descritores adotados foram
identificados pelo Medical Subject Headings (MeSH)
dessa base de dados. Na busca, foram encontrados
descritores que se apresentaram como sinônimos do
tema pesquisado, visto que o termo “diplomacia da
saúde” não foi encontrado no MeSH. Os descritores
identificados e seus respectivos sinônimos foram: Saúde Soc. São Paulo, v.26, n.1, p.229-239, 2017 231 Resultados A estratégia de busca adotou os seguintes des-
critores no campo de busca avançada da PubMed:
“world health” [MeSH Terms] or “world” [All Fields]
and “health” [All Fields] or “world health” [All Fields]
and “international cooperation” [MeSH Terms] or
“international” [All Fields] and “cooperation” [All
Fields] or “international cooperation” [All Fields] and
“internationality” [MeSH Terms] or “internationality”
[All Fields] and “health” [MeSH Terms] or “health” [All
Fields] and “diplomacy” [All Fields]. Os critérios de
inclusão para a seleção da amostra em relação à dispo-
nibilidade de texto foram: “Free full text”, “Full text”. 5 9
p
ç
Quanto ao tipo de publicação, destacaram-se os
editoriais (38,9%), seguidos de artigos de revisão/
reflexão (29,6%) e artigos originais/estudo de caso
(22,2%). Artigos teóricos conceituais totalizaram
9,3% das publicações. Os resultados principais
das pesquisas sobre o tema foram submetidos à
análise de conteúdo temática e, depois do processo
de codificação e categorização, emergiram sete
macrotemas: conceito de diplomacia da saúde;
uso da diplomacia na cooperação internacional em
pesquisa; diplomacia da saúde como ferramenta
para fortalecer a política externa; estratégias dos
países para fortalecer a DSG e cooperação interna-
cional entre os países; diplomacia da saúde forta-
lece a saúde global; a saúde como um bem comum
entre as nações em um período de globalização e
desafios da diplomacia da saúde para fortalecer a
saúde global. f
Foram encontradas 54 publicações que compu-
seram a amostra final. O material foi submetido à
pré-análise, e, pela leitura integral do texto, foram
categorizados segundo as seguintes variáveis: 1º
autor, ano de publicação, periódico, título, obje-
tivo, resultado principal relativo ao tema, tipo de
publicação, universidade/instituição do 1º autor e
país de publicação do periódico. Na variável “tipo
de publicação” foram considerados como editoriais
os comentários, editoriais, debates e artigos de
opinião publicados no período. Os resultados foram
transcritos em uma planilha eletrônica no Microsoft
Excel, os dados quantitativos foram analisados por
estatística descritiva simples, e os dados qualitati-
vos, pela análise temática de conteúdo. Saúde Soc. São Paulo, v.26, n.1, p.229-239, 2017 231 Discussão Suíça, o que pode ser explicado pelo fato de esses
dois países serem os líderes nas questões diplomá-
ticas na área da saúde, pois sediam a Organização
das Nações Unidas (ONU) e OMS, respectivamente. A produção científica sobre DSG é recente, e o
tema ainda é pouco conhecido nas comunidades aca-
dêmicas, o que foi confirmado pela predominância de
editoriais entre as produções científicas seleciona-
das. A função de um editorial em um periódico é dis-
cutir temas atuais e controversos e publicar análises
ou opiniões sobre um tema importante. A abordagem
qualitativa com base em estudos de caso e os artigos
de revisão que refletem sobre o tema ou têm a função
de introduzir conceitos sobre determinado campo de
conhecimento endossam essa premissa. Com base na análise dos resultados das pes-
quisas sobre o tema, elaborou-se uma árvore da
DSG, e suas raízes representam os conceitos e as
teorias sobre o tema; os galhos, as consequências
da diplomacia; e os frutos, os produtos gerados
(Figura 1). A respeito dos principais resultados das pesqui-
sas sobre o tema, discutem-se a seguir os macrote-
mas que emergiram do processo de codificação e ca-
tegorização dos dados qualitativos e que compõem
a árvore da DSG. A inserção dos autores que pesquisam e escre-
vem sobre o tema está concentrada nos EUA e na Evolução conceitual da Diplomacia
da Saúde Global Evolução conceitual da Diplomacia
da Saúde Global o que contribuiu para a inclusão como uma ferra-
menta de política externa dos países. French (1992) introduziu o termo “diplomacia
internacional” no que diz respeito aos esforços
e à preocupação das nações com as questões
ambientais. Sharpless (1995) considerou que as
relações diplomáticas funcionam como agentes
de modificação comportamental nos países em de-
senvolvimento. Ao analisar os primeiros cem anos
de diplomacia da saúde internacional, mostrou-se
a vulnerabilidade da governança global e os riscos
que a globalização causou à saúde pública, refletin-
do sobre a necessidade da cooperação internacional
para controlá-los. Dentro da tipologia da diplomacia pública, a
DSG é um conceito autônomo, um instrumento de
política externa que não recorre aos tradicionais
meios e canais diplomáticos para atingir seus
objetivos definidos. Ela assume características
próprias que a distingue de outros conceitos que
lhe são próximos, como a diplomacia tradicional, e
seu conceito evoluiu ao longo do tempo, conforme
o quadro a seguir. Embora a emergência do termo “DSG” seja recen-
te, a interação entre diplomacia e saúde não é uma
prática contemporânea entre as nações. “Os regis-
tros diplomáticos do Egito antigo que datam de 29
séculos atrás identificam os médico-sacerdotes do
Nilo que acompanhavam as missões egípcias para
países vizinhos” (Badeau, 1970, p. 303). A partir das premissas anteriores e consideran-
do que a saúde internacional depende do melhor
controle de doenças em nível nacional ou local
(Hardiman, 2003), nasce o termo “DSG”, definido
como um conjunto de negociações desenvolvidas em
diversos níveis que delineia e gerencia o ambiente
das políticas globais em saúde e que, idealmente,
produz melhores resultados para a saúde da popu-
lação de cada país envolvido, bem como reforça o
compromisso de um amplo arco de atores em prol
da garantia da saúde como direito humano e bem
público (Kickbusch et al., 2007). Entretanto, Drager
e Fidler (2007) assinalaram o desafio de alinhar os
interesses nacionais, a política externa e a DSG em
um mundo globalizado, com distintas realidades
epidemiológicas e éticas. Nos períodos pós-guerra, a saúde constituiu-se
em um objetivo comum entre as nações, e isso pas-
sou a se refletir nas ações diplomáticas. A expansão
da comunicação pública (rádio, televisão, imprensa
etc.) favoreceu a difusão de assuntos nacionais e
internacionais. Evolução conceitual da Diplomacia
da Saúde Global A libertação de colônias, a educação
popular e a conscientização política aumentaram a
pressão por acesso à educação e à saúde nos países
emergentes e gerou novas demandas para as ações
diplomáticas (Badeau, 1970). Figura 1 – Modelo conceitual: árvore da diplomacia da saúde global a 1 Modelo conceitual: árvore da diplomacia da saúde global
Saúde global e
desenvolvimento
Relação de
confança
entre nações
Saúde bucal
integra a
saúde global
Redefnição do
papel do Estado
no comércio
mundial
Acesso
equitativo a
vacinas e
medicamentos
Formação
de recursos
humanos
Adaptação
à cultura,
segurança
da equipe
Resolução
de problemas
comuns
Uso de
metadados
Melhoria da
equidade
e diminuição dos
gastos em saúde
Distribuição
global da carga
de doenças
Oportunidades
de comércio
Liderança
dos países
em ONGs
Resultados
de saúde
sustentáveis
Promoção
da saúde
global
Redes de
vigilância
em saúde
global
Controle do tabaco,
acesso a água e
serviços de saúde
Saúde como
um bem comum
entre as nações
Cooperação
internacional
em pesquisa
Desafos
Infuência
na economia
do país
Infuência
na economia
do país
Fortalecimento
da saúde global
Diplomacia
da Saúde Global
Ferramenta para
fortalecer a política
externa
Construção de
novos conceitos
Sistema de
organização dos
processos de comunicação
e negociação da saúde
global Uso de
metadados Sistema de
organização dos
processos de comunicação
e negociação da saúde
global Ferramenta para
fortalecer a política
externa Ferramenta para
fortalecer a política
externa Construção de
novos conceitos 232 Saúde Soc. São Paulo, v.26, n.1, p.229-239, 2017 232 Saúde Soc. São Paulo, v.26, n.1, p.229-239, 2017 Evolução conceitual da Diplomacia
da Saúde Global Intensificaram-se as
ações humanitárias diplomáticas na área da saúde, Quadro 1 – Evolução conceitual de Diplomacia da Saúde Global ao longo do tempo
Ano
Macrotema
1970
Diplomacia médica – ações humanitárias (Badeau, 1970)
1992
Diplomacia internacional – questões ambientais (French, 1992)
2001
Efeitos da globalização na saúde (Fidler, 2001)
2003
Saúde global dependente da saúde de cada nação (Hardiman, 2003)
2007
DSG – negociações entre nações para promover a saúde global (Kickbusch et al., 2007)
DSG – ferramenta para fortalecer a política externa (Drager; Fidler, 2007)
2008
DSG – participação das ONGs em negociações na promoção da saúde global (Adams; Novotny; Leslie, 2008)
2010
DSG – parcerias entre ONGs e governos (Kosaraju et al., 2010)
2013
DSG – melhora da saúde global, equidade, relações de confiança entre estados (Kickbusch; Kökény, 2013)
DSG – políticas e programas que geram resultados de saúde sustentáveis (Ratzan, 2013) Quadro 1 – Evolução conceitual de Diplomacia da Saúde Global ao longo do tempo
Ano
Macrotema
1970
Diplomacia médica – ações humanitárias (Badeau, 1970)
1992
Diplomacia internacional – questões ambientais (French, 1992)
2001
Efeitos da globalização na saúde (Fidler, 2001)
2003
Saúde global dependente da saúde de cada nação (Hardiman, 2003)
2007
DSG – negociações entre nações para promover a saúde global (Kickbusch et al., 2007)
DSG – ferramenta para fortalecer a política externa (Drager; Fidler, 2007)
2008
DSG – participação das ONGs em negociações na promoção da saúde global (Adams; Novotny; Leslie, 2008)
2010
DSG – parcerias entre ONGs e governos (Kosaraju et al., 2010)
2013
DSG – melhora da saúde global, equidade, relações de confiança entre estados (Kickbusch; Kökény, 2013)
DSG – políticas e programas que geram resultados de saúde sustentáveis (Ratzan, 2013) Quadro 1 – Evolução conceitual de Diplomacia da Saúde Global ao longo do tempo
Ano
Macrotema
1970
Diplomacia médica – ações humanitárias (Badeau, 1970)
1992
Diplomacia internacional – questões ambientais (French, 1992)
2001
Efeitos da globalização na saúde (Fidler, 2001)
2003
Saúde global dependente da saúde de cada nação (Hardiman, 2003)
2007
DSG – negociações entre nações para promover a saúde global (Kickbusch et al., 2007)
DSG – ferramenta para fortalecer a política externa (Drager; Fidler, 2007)
2008
DSG – participação das ONGs em negociações na promoção da saúde global (Adams; Novotny; Leslie, 2008)
2010
DSG – parcerias entre ONGs e governos (Kosaraju et al., 2010)
2013
DSG – melhora da saúde global, equidade, relações de confiança entre estados (Kickbusch; Kökény, 2013)
DSG – políticas e programas que geram resultados de saúde sustentáveis (Ratzan, 2013) Saúde Soc. Evolução conceitual da Diplomacia
da Saúde Global São Paulo, v.26, n.1, p.229-239, 2017 233 Autores acrescentaram que a DSG consiste na
participação de organizações não governamentais
(ONGs) em programas de saúde internacionais que
abrangem a globalização da ciência e da pesquisa
farmacêutica, bem como o uso de línguas militari-
zadas de biossegurança para reformular programas
de saúde pública (Adams; Novotny; Leslie, 2008). Kosaraju et al. (2010) complementaram esse con-
ceito ao afirmarem que a parceria entre governos
e ONG cria infraestrutura sustentável para ações
de saúde global. Assim, a saúde pode interagir com
a política externa como instrumento para atingir
outras metas, podendo ser empregada para atingi-
-las na diplomacia da saúde e influenciando a arena
multilateral da saúde (Kickbusch, 2011). doenças crônicas, os acordos entre indústrias para
diminuírem teores de açúcar e sal nos alimentos,
a inserção e contribuição de subáreas da saúde na
saúde global, como a saúde bucal, e o papel desses
atores na DSG ainda são pouco discutidos na biblio-
grafia acadêmica. No caso da saúde bucal, Garcia e Tabak (2011)
consideraram que a saúde oral integra a saúde
global em macrotemas, como o controle do taba-
co, a água potável, a saúde materna e infantil e a
pesquisa sobre os sistemas de saúde. Entretanto, a
efetividade dessas intervenções e acordos bem como
as responsabilidades dos países e governos com
suas implementações permanecem questionáveis. Para enfrentar essa complexidade de inter-relações,
que afeta globalmente a saúde das populações em
diversas partes do mundo, são necessárias interven-
ções, políticas específicas e suficiente produção de
conhecimentos e capacitação de recursos humanos
nessa área (Almeida, 2010). Complementou-se esse conceito ao apontar a in-
fluência da saúde na economia dos países. As inter-
-relações na saúde global podem se tornar um con-
flito para as relações externas dos países-membros
de uma região ou bloco econômico, comercial ou
político. No contexto da globalização, a saúde está
intimamente ligada ao meio ambiente, ao comércio,
ao crescimento econômico, ao desenvolvimento so-
cial, à segurança nacional e aos direitos humanos
(Bernardini-Zambrini; Pedrosa; Sotelo, 2011). 234 Saúde Soc. São Paulo, v.26, n.1, p.229-239, 2017 Estratégias dos países para fortalecer a DSG e a
cooperação internacional Barraclough e Phua (2007) apontaram que as
ameaças das doenças infecciosas à saúde humana
e à atividade econômica causaram intensificação e
formalização organizacional da DSG tanto em nível
nacional quanto internacional. Cahill (1997) postulou que a saúde e as situações
de conflito e desastre são as bases para a interven-
ção internacional, devendo-se adotar medidas diplo-
máticas, sobretudo nos países menos desenvolvidos,
à época denominados “de terceiro mundo”. Nessa
perspectiva, o Brasil tem um papel ativo na pres-
tação de ajuda para o desenvolvimento de outros
países na administração pública, saúde, educação,
agricultura, meio ambiente, energia e pequenas
empresas (Kickbusch; Buss, 2011). O estreitamento
das relações pode gerar benefícios mútuos em ne-
gociações pacíficas e a construção de alianças para
além da saúde. A DSG tem sido uma pedra angular da política
externa cubana desde o início da revolução, há cin-
quenta anos. Cuba começou a conduzir a diplomacia
da saúde em 1960, mediante o envio de uma equipe
médica para o Chile, a fim de fornecer socorro depois
de um grande terremoto. Doravante, Cuba prestou
assistência médica a mais de cem países em todo
o mundo, tanto em situações de emergência a cur-
to prazo quanto a longo prazo (Feinsilver, 2010). Exemplos recentes dessas iniciativas são a Missión
Barrio Adentro, na Venezuela, e o Programa Mais
Médicos, no Brasil. Collins et al. (2012) descreveram que o plano
de emergência do ex-presidente dos EUA Barack
Obama para combater a epidemia de aids é um dos
carros-chefe das ações diplomáticas norte-america-
nas. Em um cenário econômico mundial adverso, o
desenvolvimento de ações diplomáticas em saúde
tem se configurado como uma boa oportunidade
para melhorar as relações entre países com uma
boa relação custo-benefício, além de contribuir
para a segurança nacional em saúde global (Boe-
tig, 2012). Entretanto, as ações são voltadas para
resolver problemas de curto prazo e não melhoram a
capacidade de resposta local a médio e longo prazos
(Reaves; Termini; Burkle, 2014). Os investimentos
em programas de saúde globais têm função diplo-
mática, atenuando a tensão em áreas de conflito ou
pós-conflito com uma boa relação custo-benefício
(Kevany et al., 2014). Além de ser utilizada para promover a saúde
global, os países menos desenvolvidos utilizam a
DSG para fortalecer sua liderança em organismos
internacionais, como a ONU, gerar oportunidades
comerciais e melhorar a relação de confiança com
outras nações (Kickbusch; Kökény, 2013). Diplomacia da saúde na cooperação internacional
em pesquisa Fortaleceu-se o uso de metadados na análise
de distribuição global da doença, que podem ser
basicamente definidos como “dados que descrevem
dados”, ou seja, informações úteis para identificar,
localizar, compreender e gerenciá-los. Eles podem
ajudar na agenda pós-2015 a partir de um espaço de
intervenção para integrar a ciência com seu contex-
to sociotécnico (Özdemir et al., 2014). A DSG resulta em melhoria da saúde global,
equidade e relações de confiança entre estados. Os
elementos que contribuíram para a ascensão da di-
plomacia foram os acordos comerciais, pandemias,
maior coerência entre a política externa e interna
de saúde (Kickbusch; Kökény, 2013). Esses autores
postularam que a DSG refere-se a um sistema de
organização dos processos de comunicação e ne-
gociação que moldam o ambiente político global
em matéria de saúde e seus determinantes.Nessa
perspectiva, a saúde faz parte das ações diplomá-
ticas da ONU, do G8, do G20, do BRICS, da União
Europeia e dos ministérios da saúde que passaram
a desempenhar um papel duplo: promover a saúde
do país e a saúde global. Em consonância, Fedoroff (2009) destacou que
colaborações científicas entre as nações para en-
frentar problemas comuns e as interações científi-
cas internacionais podem contribuir para diminuir
o fosso digital (acesso desigual à ciência e à tecno-
logia) e o acesso desigual a comida, água, energia,
saúde e desenvolvimento econômico. A cooperação científica internacional é um fator
determinante para superar as desigualdades entre
os países, geradas pela transição epidemiológica,
pela carga de doença desigual entre os países e pela
pobreza, podendo colaborar para a governança da
saúde global colaborativa e resolver problemas de
saúde comuns das nações, por meio de metadados
para priorizar intervenções com base no conheci- A DSG é o processo de se engajar, motivar e co-
municar múltiplas partes para desenvolver políticas
e programas que promovam resultados de saúde
sustentáveis (Ratzan, 2013). O principal objetivo
da DSG é promover a saúde global, entretanto, al-
gumas questões que são comuns às nações, como
os acordos internacionais e metas para atenção às 234 Saúde Soc. São Paulo, v.26, n.1, p.229-239, 2017 mento da distribuição global da carga de doenças
(Novotny, 2006). Diplomacia da saúde na cooperação internacional
em pesquisa A DSG, adotada como ferramenta para fortalecer
a política externa das nações, parte da premissa
de que a saúde influencia a economia dos países
e que a saúde global é parte do bem-estar e do de-
senvolvimento, em particular dos países menos
desenvolvidos, além de colaborar para a liderança
de países em organismos internacionais, gerando
oportunidades comerciais e melhorando a relação
de confiança entre as nações. Um dos desafios para fortalecer a cooperação
internacional no desenvolvimento de pesquisas
em saúde global é melhorar o alinhamento e a har-
monização do financiamento das investigações de
acordo com as necessidades dos países beneficiários
(Røttingen et al., 2009). Saúde Soc. São Paulo, v.26, n.1, p.229-239, 2017 235 Diplomacia da saúde e o fortalecimento da saúde
global Essa nova abordagem de cooperação internacio-
nal em saúde tem sido denominada de “cooperação
estruturante em saúde”, tendo como características
a horizontalidade dos acordos e intervenções, cons-
trução de parcerias, intercâmbio de experiências,
aprendizado conjunto, compartilhamento de resul-
tados e responsabilidades. Esse novo paradigma
inova em dois aspectos em comparação ao modelo
tradicional de cooperação internacional em saúde:
integra formação de recursos humanos, promove o
fortalecimento organizacional e desenvolvimento
institucional e rompe com a tradicional transfe-
rência passiva de conhecimentos e tecnologias
(Almeida et al., 2010). Esforços multilaterais para desenvolver progra-
mas estratégicos que reduzam a probabilidade de
futuras ameaças criam a capacidade de informações
integradas entre os países (Ratzen, 2005). Nessa
perspectiva, a visão de DSG dos EUA mostra que é
necessário elaborar políticas globais para enfrentar
os problemas de saúde, incluindo o HIV/aids e a
pandemia do H1N1. Data de 1995 a primeira estratégia interna-
cional dos EUA sobre HIV/aids. Em 5 de maio de
2009, o então presidente Barack Obama anunciou
a Iniciativa de Saúde Global para resolver alguns
dos problemas mais graves de saúde que o mundo
enfrenta. A experiência em lidar com o HIV/aids e
o H1N1 mostra, claramente, que enfrentar os desa-
fios da saúde global com estratégias de diplomacia
e de desenvolvimento é essencial, pois a saúde dos
norte-americanos está entrelaçada à saúde do resto
do mundo (Jones, 2010; Daulaire, 2012). Segundo
Kevany et al. (2012), o sucesso da implementação
de adaptações específicas locais (religiosas, dialé-
ticas, políticas, ambientais e de infraestrutura) tem
implicações para a intervenção tanto do consumo
de serviços quanto da perspectiva de DSG. A cooperação Sul-Sul no Brasil é um exemplo de
“cooperação estruturante para a saúde”, pois baseia-
-se, fundamentalmente, no fortalecimento dos sis-
temas locais de saúde a partir da potencialização
das capacidades e recursos endógenos em cada país
(Buss, 2011). No Brasil várias instituições e atores
atuam no âmbito da cooperação internacional em
saúde nessa perspectiva. A criação da União de Na-
ções Sul-Americanas (Unasul) e o Plano Estratégico
de Cooperação em Saúde da Comunidade de Países
de Língua Portuguesa (CPLP) são experiências de-
correntes do aprimoramento do diálogo diplomático
estabelecido em iniciativas de integração regional
na América do Sul (Mercosul, Comunidade Andina
e Organização do Tratado da Cooperação Amazôni-
ca) (Buss; Ferreira, 2010a). Estratégias dos países para fortalecer a DSG e a
cooperação internacional Em con-
cordância, Seiff (2013) reforçou essa afirmação ao
constatar que a liderança da Indonésia no campo da
DSG contribuiu para que conseguisse diplomatica-
mente a manutenção da Association of Southeast
Asian Nations (Asean), além de ocupar cargos na
ONU e no Fundo Global contra aids, malária e tu-
berculose. A divulgação do National Health System, pela In-
glaterra, contribuiu para o aprendizado da implan-
tação de sistemas de saúde com cobertura universal
em países emergentes, além de gerar oportunidades
comerciais (Chalkidou; Vega, 2013). Desde a institucionalização da cooperação in-
ternacional na década de 1950 até os dias atuais,
países industrializados têm buscado abordar e Saúde Soc. São Paulo, v.26, n.1, p.229-239, 2017 235 235 As estratégias dos países para fortalecer a DSG
e a cooperação internacional promovem a paz entre
as nações com boa relação custo-benefício, por meio
da participação das ONGs internacionais. As ações
humanitárias melhoram problemas de curto prazo e
auxiliam países em situação de conflito e em casos de
desastre. Capacitar os recursos humanos para forta-
lecer os sistemas universais de saúde e desenvolver
resultados de saúde sustentáveis a médio e longo pra-
zo devem ser um dos objetivos dessas estratégias, a
fim de colaborar para emancipar países emergentes. resolver questões globais de pobreza e exclusão
social (Almeida et al., 2010). O modelo tradicional
de cooperação internacional é caracterizado pela
ajuda humanitária de países desenvolvidos a países
em desenvolvimento, unilateral, verticalizado e
com predominância das visões políticas e práticas
dos governos mais fortes economicamente ou das
organizações não governamentais, filantrópicas e
empresariais dessas nações (Buss; Ferreira, 2010b). Entretanto, modelos alternativos de cooperação
internacional em saúde estão em desenvolvimento
na América do Sul, através das experiências da
cooperação Sul-Sul. Referências A DSG contribui para melhorar o acesso uni-
versal, a equidade e diminuir os gastos em saúde,
podendo também ajudar na redistribuição de renda
de acordo com o estágio de desenvolvimento de
cada país e a estabilização das sociedades. Ajudar
outros países a resolverem esses desafios globais de
saúde contribui para o crescimento sustentável da
economia global (Abe, 2013) – um exemplo são os pro-
gramas de inclusão social desenvolvidos pelos EUA. Além de melhorar a qualidade de vida da população
abrangida, contribui para o desenvolvimento econô-
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global Os principais objetivos
dessas organizações são fortalecer os sistemas e
serviços de saúde e suas instituições estruturantes
e avançar no desenvolvimento de recursos humanos
para a saúde. A DSG, mediante parcerias entre Estado e
organizações não governamentais, é um potente
instrumento para garantir o sucesso das interven-
ções na saúde global e gerar resultados de saúde
sustentáveis e redes de vigilância em saúde global
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entre as nações. A partir de 1981, o posicionamento adotado em
acordos internacionais foi a estratégia global Saúde
Para Todos, em 2000. Entretanto, em uma primeira
etapa, as diretrizes concentraram-se nas dimensões
estruturais da saúde. Atualmente, os acordos inter-
nacionais baseiam-se na abordagem dos seguintes
processos: saúde para todos; promoção da saúde;
saúde em todas as políticas; desenvolvimento da
saúde; diplomacia da saúde; e integração da saúde
(Cianciara; Wysocki, 2011). A formação e a capacitação de recursos humanos
para atuar na DSG, o desenvolvimento de resulta-
dos de saúde sustentáveis a médio e longo prazo, a
adaptação cultural e a segurança das equipes que
desempenham atividades em outros países, a pro-
moção da saúde bucal global e a emancipação de
países emergentes com base em intervenções feitas
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Watch, Washington, DC, v. 5, n. 3, p. 26-32, 1992. BUSS, P. M.; FERREIRA, J. R. Ensaio crítico sobre
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abrange o campo teórico-conceitual. A DSG é uma
ferramenta para promover a saúde global e nacional
que, mediante parcerias entre governos e organi-
zações não governamentais, influencia na política
externa, na economia e no desenvolvimento das
nações. A DSG melhora a equidade e gera cooperação
internacional para resolver e priorizar problemas
comuns de saúde, com o intuito de alcançar resul-
tados de saúde sustentáveis. Em outra perspectiva,
colabora para disseminar o conceito de que a saúde
é um bem comum para as nações e redefine o papel
do Estado nos cenários político, econômico e social
mundiais. Para atingir esses objetivos, precisa
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a fim de divulgar estratégias dos países para forta- BARDIN, L. Análise de conteúdo. São Paulo:
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v. 30, n. 5, p. 501-502, 2011. BOETIG, B. J. Bilateral institutional relationships:
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SOTELO, J. M. Global health, diplomacy, and
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1723, 2011. FEDOROFF, N. V. Science diplomacy in the 21st
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and Human Services: a need for global health
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environment: advancing global health diplomacy
in pursuit of the global good. Journal of Health RATZAN, S. C. Innovation in the post-MDG
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in pursuit of the global good. Journal of Health Considerações finais BMC
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p. 218-222, 2010. Contribuição dos autores Martins foi responsável pela concepção, análise e interpretação dos
dados. Aguiar realizou a concepção, revisão crítica e aprovação
da versão a ser publicada. Mesquita, Alexandrino, Silva e
Moreno realizaram a coleta e análise dos dados. Todos os autores
contribuíram com a redação do manuscrito. Recebido: 05/09/2016
Reapresentado: 07/02/2017
Aprovado: 10/02/2017 Recebido: 05/09/2016
Reapresentado: 07/02/2017
Aprovado: 10/02/2017 Saúde Soc. São Paulo, v.26, n.1, p.229-239, 2017 239
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https://openalex.org/W2592645432
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https://www.nature.com/articles/srep43558.pdf
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English
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Serum snoRNAs as biomarkers for joint ageing and post traumatic osteoarthritis
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Scientific reports
| 2,017
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cc-by
| 9,101
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Serum snoRNAs as biomarkers for
joint ageing and post traumatic
osteoarthritis received: 07 October 2016
accepted: 25 January 2017
Published: 02 March 2017 Mandy M. F. Steinbusch1, Yongxiang Fang2, Peter I. Milner3, Peter D. Clegg3, David A. Young4,
Tim J. M. Welting1 & Mandy J. Peffers3 received: 07 October 2016
accepted: 25 January 2017
Published: 02 March 2017 The development of effective treatments for the age-related disease osteoarthritis and the ability
to predict disease progression has been hampered by the lack of biomarkers able to demonstrate
the course of the disease. Profiling the expression patterns of small nucleolar RNAs (snoRNAs)
in joint ageing and OA may provide diagnostic biomarkers and therapeutic targets. This study
determined expression patterns of snoRNAs in joint ageing and OA and examined them as potential
biomarkers. Using SnoRNASeq and real-time quantitative PCR (qRT-PCR) we demonstrate snoRNA
expression levels in murine ageing and OA joints and serum for the first time. SnoRNASeq identified
differential expression (DE) of 6 snoRNAs in young versus old joints and 5 snoRNAs in old sham versus
old experimental osteoarthritic joints. In serum we found differential presence of 27 snoRNAs in
young versus old serum and 18 snoRNAs in old sham versus old experimental osteoarthritic serum. Confirmatory qRT-PCR analysis demonstrated good correlation with SnoRNASeq findings. Profiling the
expression patterns of snoRNAs is the initial step in determining their functional significance in ageing
and osteoarthritis, and provides potential diagnostic biomarkers and therapeutic targets. Our results
establish snoRNAs as novel markers of musculoskeletal ageing and osteoarthritis. Osteoarthritis (OA) is an age-related musculoskeletal disease and a common cause of chronic disability world-
wide1. In addition it is a significant contributor to both individual and socioeconomic burden and the number of
disability adapted life years globally2. If the deterioration in musculoskeletal health and development of OA can
be identified and treated early serious life impairment may be abrogated. Ageing is the time-dependent reduction
of functional capacity and stress resistance, associated with an increased risk of morbidity and mortality. The
joint and its articular cartilage is particularly affected by ageing3. There is evidence that the rate of ageing, that
is the ‘biological age’, differs significantly between individuals’ actual age in years (i.e. the ‘chronological age’). Defining markers of joint ageing may enable a prediction of the risk of onset of OA, enabling early intervention. OA is characterised by a non-symptomatic, pre-radiographical phase that if identified would allow earlier diag-
nosis. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports SCIeNtIFIC RePOrTS | 7:43558 | DOI: 10.1038/srep43558 Materials and Methodsh All reagents were from Thermo-Fisher-Scientific, unless stated. All reagents were from Thermo-Fisher-Scientific, unless stated. Animals. C57BL6/J male mice were used for the study. For SnoRNASeq old mice were 18 months old (n = 6),
young 8 months old (n = 6)16 and mice used for destabilisation of the medial meniscus (DMM) 24 months old
(sham n = 3; DMM n = 6). Mice were group housed in individually ventilated cages at a 12 hour light/dark cycle,
with ad libitum access to food and water. Experimental animal protocols were performed in accordance with the
guidelines of the Animals (Scientific Procedures) Act 1986 following ethical review. Animal usage and protocols
for this study was approved by the University of Liverpool Animal Welfare Committee. Surgical induction of OA by DMM in mice. DMM surgery was perform as previously reported17. Briefly,
under anaesthesia a 3 mm skin incision was made over the medial aspect of the patellar ligament through the joint
capsule into the femorotibial joint of the left knee. The medial meniscotibial ligament was transected to destabilise
the cranial pole of the medial meniscus from the anterior tibial plateau. In sham operated mice the medial menis-
cotibial ligament was visualised but not transected. Mice were sacrificed 8 weeks post-surgery. Joint and serum collection for SnoRNASeq. Following euthanasia, knee joints were collected from
young, old, DMM (n = 6 each group) and sham n = 3 for SnoRNASeq. Joints were harvested free of soft tissues at
7 mm from the joint into RNALater. Serum was collected using cardiac puncture. One old serum sample was not
processed further due to extensive haemolysis. OARSI scoring of histological sections of mouse knee joints. For histology, as the total knee joint
was used in the study for RNA extraction, joints were collected (into 4% paraformaldehyde) from additional
equivalent aged and treated young (n = 8), old (n = 4); sham (n = 5); and DMM (n = 6) mice in order to eval-
uate the extent of OA. The procedure, surgeon and duration of the studies were identical. Knees were decalci-
fied in 0.5 M ethylenediaminetetraacetic acid (pH 7.4) for 4 weeks at 4 °C and coronally embedded in paraffin. Sectioning, Safranin-O Fast-Green staining and histological scoring (defined as the severity and extent of OA)
was undertaken on a scale from 1 to 6 by two blinded independent observers using the OARSI histopathology
initiative18. www.nature.com/scientificreports/ mRNA, whilst others exhibit miR-like activity5. Aberrant expression of snoRNAs has been associated with disease
development5 such as lung tumorigenesis6. p
g
g
Emerging evidence shows that there is an increased level of circulating RNAs in the serum of cancer patients7. Circulating microRNAs (miRs) have been extensively described as biomarkers for diseases like pancreatic/breast
cancer8,9, Alzheimer’s disease10 and inflammatory diseases like asthma, inflammatory bowel disease and rheu-
matoid arthiritis11, but with the recent discovery of stable12 snoRNAs in serum, interest in their potential as
circulating biomarkers of cancers (reviewed5) has been stimulated. We have previously identified dysregulation
of a defined set of snoRNAs in cartilage13 and tendon14 ageing and OA15 and in man, snoRNA SNORD38 and
SNORD48 were identified as potential non-age-dependant serum biomarkers for OA progression following cru-
ciate ligament injury12.ii Expression profiling of snoRNAs in ageing and OA may help in determining their functional significance in
the development and progression of disease and provide much needed diagnostic biomarkers for ageing and OA
development. This study compared serum and joint snoRNA expression in ageing and OA from knee joint tissues
from young and old adult mice and old mice using a traumatic in vivo model of OA. Because OA involves the
whole joint as an organ; we undertook our analysis on whole mouse joints, which included cartilage, meniscus,
subchondral bone, and joint capsule with synovium. Serum snoRNAs as biomarkers for
joint ageing and post traumatic
osteoarthritis However radiographic changes are only evident later in disease progression. Magnetic resonance imaging
techniques have been developed for early-stage evaluation of cartilage damage in OA but are expensive and con-
traindicated in some individuals.hf The development of effective treatments for OA and the ability to predict disease progression has been ham-
pered by the lack of substantive biomarkers, able to demonstrate pathological disturbances preceding identifiable
tissue alterations. Others have attempted to identify products of tissue turnover in serum and synovial fluid
(reviewed4). This has been challenging due to patient and disease heterogeneity and dilution effects either by
tissue fluids or with similar products from other joints or diseases. In addition, the variability of antibody assays
has been problematic. p
SnoRNAs are a class of evolutionary conserved non-coding small guide RNAs of which the majority direct the
chemical modification of other RNA substrates, including ribosomal RNAs and spliceosomal RNAs. In addition,
some snoRNAs are involved in the regulation of alternative splicing and post-transcriptional modification of 1Department of Orthopedic Surgery, Caphri School for Public Health and Primary Care, Maastricht University Medical
Center, Maastricht, the Netherlands. 2Centre for Genomic Research, Institute of Integrative Biology, Biosciences
Building, Crown Street, University of Liverpool, Liverpool L69 7ZB, UK. 3Institute of Ageing and Chronic Disease,
University of Liverpool, Apex Building, 6 West Derby Street, Liverpool, L7 9TX, UK. 4Musculoskeletal Research
Group, Newcastle University, Newcastle upon Tyne NE2 4HH, UK. Correspondence and requests for materials should
be addressed to M.M.F.S. (email: m.steinbusch@maastrichtuniversity.nl) SCIeNtIFIC RePOrTS | 7:43558 | DOI: 10.1038/srep43558 1 www.nature.com/scientificreports/ www.nature.com/scientificreports/ www.nature.com/scientificreports/ Name
Sequence (5′-3′)
Tm (°C)
RTQ primer poly(A) cDNA synthesis
CGAATTCTAGAGCTCGAGGCAGGC
GACATGGCTGGCTAGTTAAGCTTG
GTACCGAGCTCGGATCCACTAGTCC
TTTTTTTTTTTTTTTTTTTTTTTTTVN
75
Snora28
CATGAGACAAGCCGTTATATAGGC
50
Snora30
TGTACCAGTGGCAGCTGTTACTC
50
Snora31
CTTTGTGGCAGTTCAGATTGAATTAG
50
Snora64
GTGGCCTCTCTTGCCTAGAG
65
Snora73
ACAGTGACTGAGGAGGCAAAC
50
Snord46
AATGCAAGGACTTGTCATAGTTACAC
50
Snord85
TTAGACCAGAGGTCGATGATGAG
50
Snord88
ACCTTTGACACCTGGAGATCTGA
50
Snord116
TGTACCGCCACTCTCATCGG
65
U2
TGGTATTGCAGTACCTCCAGGAACG
55
U3
AGTGAGAGGGAGAGAACGCGGTC
55
U6
GATGACACGCAAATTCGTGAAGCGTTC
55
RTQ-UNIr-50
AATTCTAGAGCTCGAGGCAGG
50
RTQ-UNIr-55
CGAATTCTAGAGCTCGAGGCAGG
55
RTQ-UNIr-65
CTAGAGCTCGAGGCAGGCGACATGGCTGGC
65 Table 1. Oligonucleotides sequences used in qRT-PCR. DE analysis was performed in R environment using package edgeR22. The processes and technical details
of the analysis include: assessing data variation and detecting outlier samples through comparing variations of
within and between sample groups using principle component analysis (PCA; 3-D PCA plots were generated
using R function in package plot3D) and correlation analysis; handling library size variation respectively for joint
samples and serum samples through data normalisation; formulating data variation using negative binomial
distributions; modelling data using a generalised linear model; computing log2 Fold Change (logFC) values for
required contrasts based on model fitting results through contrast fitting approach, assigning P-values to logFC
values by LR23 testing; dealing with the effects of multiple tests using FDR approach to obtain FDR adjusted
P-values; and defining significantly DE snoRNAs as those with FDR-adjusted p-value < 5%. Sequence data have
been submitted to National Centre for Biotechnology Information Gene Expression Omnibus (NCBI GEO);
E-MTAB-4878. RNA isolation, poly(A) cDNA synthesis and snoRNA qRT-PCR. qRT-PCR of snoRNAs was
performed24. Total RNA was isolated using the mirVana kit. Isolated RNA samples were polyadenylated at 37 °C
for 60 minutes in a 50 μL reaction volume containing 1 μg RNA and 1.5 U poly(A) polymerase (NEB, Ipswich,
USA). 500 μL lysis binding buffer was added. Then, an equal volume of acid-phenol:chloroform was added, vor-
texed and samples were centrifuged for 10 minutes and the aqueous phase removed. The poly(A)-tailed total
RNA was extracted using the filter cartridge provided by the mirVana kit. To generate poly(A) cDNA, 500 ng
poly(A)-tailed RNA and 250 ng RTQ primer (Eurogentec, Seraing, Belgium) (Table 1) were mixed in a 26 μL reac-
tion volume, incubated at 65 °C for 10 minutes and annealed at 4 °C for 20 minutes. Materials and Methodsh All four quadrants of the section (medial tibial plateau, lateral tibial plateau, medial femoral condyle,
lateral femoral condyle) were scored individually and added for each histological section. For statistical analyses
mean summed score values of joints of 3–5 section per knee joint at 4 depths throughout the joint was determined
(thus a maximum score of 24 was possible). Inter-observer variability was calculated using Cohen’s Kappa statis-
tics using an online software tool: (http://www.statstodo.com/CohenKappa). RNA isolation, RNA-Seq analysis, cDNA library preparation and sequencing. Total RNA was
isolated from equal weights of joints and 500 μl serum using miRNeasy or RNeasy Serum kits respectively with
DNase treatment (all Qiagen, Crawley, UK) to remove residual gDNA. Total RNA integrity (RIN) was confirmed
using the Agilent 2100 Bioanalyzer (Agilent Technologies, Santa Clara, USA). Ribosomal RNA was depleted
using the Ribo-Zero™ rRNA Removal Kit (Epicentre, Madison, USA). From 41 samples 100 ng of rRNA-depleted
RNA was submitted for library preparation using NEB small RNA library kit (New England Biolabs (NEB),
Ipswich, USA). To reduce workflow bias we used tobacco acid pyrophosphatase (Epicentre, Madison, USA) to
remove potential 5′ caps found on some snoRNAs. Samples were amplified for 15 cycles, mixed into 3 pools,
and size selected. The size-selected material was purified with Ampure beads (Agencourt, Beckman-Coulter,
High-Wycombe, UK). SnoRNA sequencing was undertaken on the Illumina HiSeq 2000 platform (Illumina, San
Diego, USA) using 100 base paired-end reads. SnoRNASeq data analysis. Sequence data measured from 5 lanes of an Illumina HiSeq2000 were pro-
cessed through a number of steps to obtain snoRNA expression values. The processes include basecalling and
de-multiplexing of indexed reads using CASAVA version 1.8.219; adapter and quality trimming using Cutadapt
version 1.2.120 and Sickle version 1.200 to obtain fastq files of trimmed reads; aligning reads to Ensembl
GRCm38.77 mouse genome reference sequences which contains 1,555 annotated snoRNA features using
Bowtie221 version 2.0.10 with option “–very-sensitive-local”; counting aligned reads against snoRNA features
using THSeq-count. The count values were used as snoRNA expression measurements for the DE analysis. SCIeNtIFIC RePOrTS | 7:43558 | DOI: 10.1038/srep43558 2 Results OARSI scoring of joints. OARSI scoring of joints (mean ± 95%CI) for young and old were 0.5 ± 0.3 and
2.8 ± 2.7 (p = 0.01), and old sham and old DMM were 1.25 ± 1.1 and 6.5 ± 0.7 (p < 0.001), respectively. Mice
exhibited typical histological features of OA in the DMM knees. Cohen’s Kappa statistic was 0.4 indicating a fair
agreement. Representative histological images and OARSI scoring are in Fig. 1. Preliminary analysis SnoRNASeq. To identify DE of snoRNAs in mouse joints and serum in response
to age and OA 41 cDNA libraries representing old and young joints (old = HJO; young = HJY) and serum
(old = HSO; young = HSY), and old sham and old DMM joints and serum (sham joint = DJC, DMM joint = DJM,
sham serum = DSC and DMM serum = DSM) were constructed and subjected to Illumina deep sequencing. Summaries of raw, trimmed reads and sequencing alignment to mouse snoRNAs are in Supplementary files 1
and 2 respectively. Reads mapping percentages for joint libraries were between 12~29%, and for serum libraries
0.03~0.9%. Between 42~53% of the 1555 mouse snoRNA reference sequences were aligned for joints and 16~26%
for serum. Identification of DE snoRNAs using SnoRNASeq. The 3-D PCA plot (Fig. 2A) shows that the joint
samples and serum samples are clearly separated by the 1st component, which explains 93.02% of the data var-
iation. For serum samples, the group sham and the group DMM scatter separately on the 2nd component, fur-
thermore, based on the 3rd component a clear separation between serum samples of young-healthy and samples
of old-healthy exists. For joint samples, there is also a separation between DMM and sham samples, though the
separation is not as clear as shown for serum samples. In addition, 5 DMM joint samples scatter far away from
other joint samples on the 3rd component. Therefore, it can be expected that disease response small RNA can be
detected from this data set. The heat map of hierarchical clusters of correlations among samples (Fig. 2B) depicts
that the joint and serum groups of samples are very different in snoRNA expression. In addition, joint samples
correlated to each other much more closely than serum samples confirming the phenomena revealed by the PCA
analysis shown in Fig. 2A. This indicates that major disease responses in the data were contributed from serum
samples. www.nature.com/scientificreports/ Reverse transcription was per-
formed with 200 U M-MLV reverse transcriptase, 20 U RNAsin (both Promega, Southampton, UK), 2 μL dNTP
mix (10 mM each; Eurogentec, Seraing, Belgium) and 8 μL 5x M-MLV buffer (Promega, Sothampton, USA) in
a total reaction volume of 40 μL at 50 °C for 60 minutes. The reverse transcriptase was inactivated at 70 °C for
15 minutes. Finally, 1.5 U of RNAse H (NEB, Ipswich, USA) was added to remove small RNAs. A snoRNA-specific
forward primer and a universal reverse primer (RTQ-UNIr, matched to the Tm of each individual snoRNA)
were used for the amplification of each snoRNA target (all Eurogentec, Seraing, Belgium) (Table 1). For each
cDNA sample a mix was prepared with Mesagreen qPCR Mastermix Plus for SYBR Green (Eurogentec, Seraing,
Belgium) and 300 nM forward and reverse oligonucleotides. An ABI-7300 Detection System was used for ampli-
fication using the following protocol: denaturation at 95 °C for 5 minutes, followed by 50 cycles of DNA ampli-
fication (15 seconds 95 °C and 45 seconds annealing at 62–68 °C). The annealing temperature was optimized for
each snoRNAs target. Serially diluted standard curves were utilized to quantify snoRNA expression and data was
normalized to a validated housekeeping snoRNA (joint: U2, young-old serum: SNORD85, old sham-old DMM
serum and equine serum: U6). Validation of SNORD116 as a marker of OA in equine serum. We determined the reproducibility of
the expression of SNORD116 in OA serum of another species. There are well-published studies on the application
of metacarpophalangeal (MCP) joint OA changes in the horse, a joint with similarities to the human knee joint25. We studied equine serum from normal and MCP OA horses collected from eight normal (mean age ± standard
deviation 5.3 ± 2.1 years) and four OA (7.5 ± 1.0 years) castrated male thoroughbred horses at post-mortem. Samples were collected under the regulations of the Hong Kong Jockey Club with owner consent and stored at
−80 °C. OA diagnosis was based on histological (modified Mankin)26 and synovitis scoring27 of MCP joint tissues. SCIeNtIFIC RePOrTS | 7:43558 | DOI: 10.1038/srep43558 3 www.nature.com/scientificreports/ Figure 1. Histological changes of in the mouse knee showing the medial femoral condyle (above) and
medial tibial plateau (below). (A) Safranin O with Fast-Green counterstain. Scale bar, 100 μm. Red indicates
proteoglycan. (B/C) Assessment of osteoarthritis development was evaluated by OARSI scores; young (n = 8)
vs. www.nature.com/scientificreports/ old (n = 4) (B); sham (n = 5) vs. DMM (n = 6) (C). Data represents the mean + 95% confidence interval (CI)
for each scorer. For statistical evaluation an independent samples t-test was performed using GraphPad Prism 5
(San Diego); p-values are indicated. Figure 1. Histological changes of in the mouse knee showing the medial femoral condyle (above) and
medial tibial plateau (below). (A) Safranin O with Fast-Green counterstain. Scale bar, 100 μm. Red indicates
proteoglycan. (B/C) Assessment of osteoarthritis development was evaluated by OARSI scores; young (n = 8)
vs. old (n = 4) (B); sham (n = 5) vs. DMM (n = 6) (C). Data represents the mean + 95% confidence interval (CI)
for each scorer. For statistical evaluation an independent samples t-test was performed using GraphPad Prism 5
(San Diego); p-values are indicated. Statistical analysis. For statistical evaluation of histological scoring non-parametric Mann-Whitney-U test
was used. Inter-observer agreement of histological scoring systems was calculated using Cohen’s kappa coefficient
(www.statstodo.com/CohenKappa_Pgm.phpl). qRT-PCR data was log-transformed prior to statistical evaluation
with an independent samples t-test. Statistical evaluation was performed between young and old or old sham
versus old DMM using GraphPad Prism 5 (San Diego); p-values are indicated. Statistical analysis. For statistical evaluation of histological scoring non-parametric Mann-Whitney-U test
was used. Inter-observer agreement of histological scoring systems was calculated using Cohen’s kappa coefficient
(www.statstodo.com/CohenKappa_Pgm.phpl). qRT-PCR data was log-transformed prior to statistical evaluation
with an independent samples t-test. Statistical evaluation was performed between young and old or old sham
versus old DMM using GraphPad Prism 5 (San Diego); p-values are indicated. Results A read length distribution graph was generated to highlight the constitutional difference of non-coding
RNAs in joint and serum samples at 100 bp or below (Fig. 2C). For this one serum and one joint sample with
approximately the same library size were chosen. The plots of the read length distribution for joint and serum SCIeNtIFIC RePOrTS | 7:43558 | DOI: 10.1038/srep43558 4 www.nature.com/scientificreports/ ntificreports/
Figure 2. Variation data between the expressions for 41 samples. (A) A 3-D PCA plot of the first three
components from principal component analysis of logarithm-transformed small RNA abundance data. Variance (%) associated with each principle component is depicted on the respective axis. Abbreviations;
Joint: young healthy (HJY; black), old healthy (HJO; red), old sham (DJC; magenta), old DMM (DJM; light
blue). Serum: young healthy (HSY; green), old healthy (HSO; dark blue), old sham (DSC; grey), old DMM
(DSM; yellow). (B) The heat map of hierarchical clusters of correlations among samples. Pearson’s correlation
coefficients were computed using logarithm transformed small RNA expression data from all known snoRNAs
that were detected. (C) The plots of read length distribution for two representative joint and serum samples. Figure 2. Variation data between the expressions for 41 samples. (A) A 3-D PCA plot of the first three
components from principal component analysis of logarithm-transformed small RNA abundance data. Variance (%) associated with each principle component is depicted on the respective axis. Abbreviations;
Joint: young healthy (HJY; black), old healthy (HJO; red), old sham (DJC; magenta), old DMM (DJM; light
blue). Serum: young healthy (HSY; green), old healthy (HSO; dark blue), old sham (DSC; grey), old DMM
(DSM; yellow). (B) The heat map of hierarchical clusters of correlations among samples. Pearson’s correlation
coefficients were computed using logarithm transformed small RNA expression data from all known snoRNAs
that were detected. (C) The plots of read length distribution for two representative joint and serum samples. samples reveal that a peak value of frequency for read length in joint samples is 22 bp (vertical, dotted black line). Therefore the corresponding reads are generally well annotated miRNAs. Another peak is noted at around 100 bp,
which is consistent with non-coding RNAs whose length is a hundred bp and over. In contrast, a peak is presented
at 30 bp long for serum samples (vertical, dotted red line). More than 50% of the reads are 30 bp long in the serum
library (data not shown). www.nature.com/scientificreports/ Contrast
Gene ID
Name
Log2 FC
FDR
Host Gene
Young vs. Old joint
ENSMUSG00000098372
SNORD113
−0.92
0.05
Predicted gene
ENSMUSG00000065016
SNORA3
−0.80
0.01
Ribosomal protein L27A
ENSMUSG00000080352
SNORD88
−0.55
0.00
RIKEN cDNA 2410002F23 gene
ENSMUSG00000064380
SNORA73
0.56
0.03
Ribosomal protein SA
ENSMUSG00000087883
SNORA17
1.21
0.05
Contactin associated protein-like 5B
ENSMUSG00000064536
SNORD38
1.49
0.05
PDZ domain containing 4
Young vs. Old serum
ENSMUSG00000089255
SNORA78
−2.29
0.01
Ribosomal protein S2
ENSMUSG00000080396
SNORD111
−1.38
0.01
Splicing factor 3b, subunit 3
ENSMUSG00000065883
U3
−2.53
0.00
Predicted gene
ENSMUSG00000064500
SNORD95
1.16
0.01
Guanine nucleotide binding protein, beta polypeptide
2 like 1
ENSMUSG00000095118
SNORD14D
1.23
0.00
Heat shock protein 8
ENSMUSG00000065219
SNORD32A
1.55
0.04
Ribosomal protein L13A
ENSMUSG00000088678
SNORA17
1.90
0.03
Predicted gene
ENSMUSG00000064938
miR3068/SNORA58
1.96
0.00
AlkB, alkylation repair homolog 1
ENSMUSG00000065282
SNORA18
1.99
0.00
Predicted gene
ENSMUSG00000064387
SNORA73A
2.02
0.01
Regulator of chromosome condensation 1
ENSMUSG00000064602
SNORA41
2.12
0.00
Eukaryotic translation elongation factor 1 beta 2
ENSMUSG00000088670
SNORA31
2.14
0.03
Regulatory associated protein of MTOR, complex 1
ENSMUSG00000064918
SNORD18
2.18
0.02
Ribosomal protein L4
ENSMUSG00000065158
SNORA73
2.26
0.02
ERO1-like beta
ENSMUSG00000064493
SNORA28
2.39
0.03
Eukaryotic translation initiation factor 5
ENSMUSG00000077167
SNORA53
2.43
0.00
Solute carrier family 25
ENSMUSG00000064495
SNORA5
2.49
0.00
Transforming growth factor beta regulated gene 4
ENSMUSG00000064569
SNORD71
2.56
0.00
Adaptor-related protein complex 1, gamma 1 subunit
ENSMUSG00000064791
SNORD14E
2.63
0.00
Heat shock protein 8
ENSMUSG00000077714
SNORD17
2.76
0.00
Sorting nexin 5
ENSMUSG00000065353
SNORD73B
2.79
0.00
Regulator of chromosome condensation 1 and an lnc
ENSMUSG00000064696
SNORD20
3.09
0.00
Nucleolin
ENSMUSG00000065778
SNORA55
3.10
0.02
Poly(A) binding protein, cytoplasmic 4
ENSMUSG00000080478
SNORD23
4.42
0.00
Glioma tumor suppressor candidate region gene 2
ENSMUSG00000095176
SNORA44
5.65
0.00
Hypothetical protein PNAS-123
ENSMUSG00000088040
SNORA17
12.14
0.00
Hypothetical protein MGC16037, homology human
collagen alpha 2
ENSMUSG00000065852
SNORA2
13.40
0.00
Hypothetical protein, 152aa
Sham vs. DMM joint
ENSMUSG00000064655
SNORA55
−0.88
0.04
Poly(A) binding protein, cytoplasmic 4
ENSMUSG00000098971
SNORD113
−0.99
0.04
Lnc-NA imprinted and accumulated in nucleus
ENSMUSG00000064858
SNORA43
−1.12
0.04
Lnc- small nucleolar RNA host gene 7
ENSMUSG00000065105
SNORA29
−1.22
0.04
T-complex protein 1
ENSMUSG00000077191
SNORA64
−1.62
0.04
Small nuclear ribonucleoprotein N
Sham vs. Explanation: positive Log2 FC = increased in old or DMM. Negative Log2 FC = is decreased in old or DMM. Table 2. Differentially expressed snoRNAs between contrasts including host gene identification. ab e .f
e e t a y e p essed s oRN s betwee co t asts
c ud
g ost ge e de ti
cat o .
Explanation: positive Log2 FC = increased in old or DMM. Negative Log2 FC = is decreased in old or DMM. Results In contrast, the joint library has just 1.14% of reads that are 30 bp long (data not shown). Such reads may come from piwi-interacting RNAs (piRNAs). There were 498–646 snoRNAs expressed in serum
samples and 1068–1286 in joint samples. The DE snoRNAs between contrasts are in Table 2. These included 6
snoRNAs in young versus old joints, 5 snoRNAs in old sham versus old DMM joints. In serum we identified DE
of 27 snoRNAs in young versus old serum and 18 snoRNAs in old sham versus old DMM serum. Validation of SnoRNASeq data using qRT-PCR. Very little is known about the roles of snoRNAs as
biomarker for disease or about the functional roles of snoRNAs in mammalian cell biology. We thus could not
define functional criteria to select snoRNAs for validation based on prior knowledge. To stay unbiased we thus
selected snoRNAs from the RNAseq data that displayed a moderate fold significant expression difference, higher
fold significant expression difference, non-significant expression difference and selected box H/ACA (SNORAs)
as well as box C/D (SNORDs) snoRNAs for validation. Levels of candidate snoRNAs for further qRT-qPCR
analysis were determined using the original RNA from all donors used to perform the SnoRNASeq experiment. There was good concordance between SnoRNASeq and qRT-PCR platforms (Table 2 and Fig. 3). SNORD88 SCIeNtIFIC RePOrTS | 7:43558 | DOI: 10.1038/srep43558 5 www.nature.com/scientificreports/ Table 2. Differentially expressed snoRNAs between contrasts including host gene identification.
Explanation: positive Log2 FC = increased in old or DMM. Negative Log2 FC = is decreased in old or DMM. SCIeNtIFIC RePOrTS | 7:43558 | DOI: 10.1038/srep43558 Discussion SnoRNAs are emerging as important regulators of cell functions, such as alternative splicing28, metabolic stress29
and development of disease; in cancer6, Prader-Willi Syndrome and autism5. Through expression profiling of
snoRNAs using deep-sequencing we reveal novel molecular features relating to joint ageing and OA. g
p
q
g
g
j
g
g
Whilst gene expression has been evaluated in animal models of OA, including the rat anterior cruciate transection30
and meniscal tear models31, and mouse DMM model32 these were primarily interrogating protein-coding genes. Furthermore, apart from the final study these experiments evaluated a single tissue, primarily articular cartilage. In musculoskeletal ageing single tissues have been investigated13,14. OA is a process that involves the whole joint
as an organ; therefore we undertook our analysis on whole mouse joints, which included cartilage, meniscus,
subchondral bone, and joint capsule with synovium. j
y
Mice are considered skeletally mature at around 3-months-old (approximate equivalent of a teenaged human)
while a 12-month-old mouse would signify a 40 to 50 year human33. Thus, to investigate the effects of joint age
we used 8-month-old equivalent to 25 to 28 year human (referred to as young) and 24-month-old mice (referred
to as old). To study the development of post-traumatic OA we measured OA severity histologically and analysed
snoRNAs expression in joints and serum from 24-month-old mice following DMM. Limitations of this study
were that we did not additionally undertake the DMM model in young mice. Additionally the ‘old’ age in young
versus old contrast was not the same age as ‘old’ age in sham versus DMM. OARSI scores that were observed in
the sham group (DMM surgery cohort; 24 months old) were lower than the old group (young versus old cohort;
18 months old). At this moment we cannot explain this difference, but different housing and environments of the
two cohorts may have influenced this. The DMM model is a post-injury model in which the histological lesions
within the affected joint are similar to those observed in human OA17. Mild OA-like pathology was present in
the old and sham mice implying that mice at this age are in the early stages of acquiring naturally occurring OA
comparable to studies of human knees at the equivalent age of approximately 40 years-old34. However the effect
of the DMM model exacerbated these changes. g
Detection of snoRNAs in serum has previously been demonstrated12,35,36. Discussion SnoRNAs are serum stable, and
although normally resident in the nucleolus it is thought in serum they are present as unidentified protein com-
plexes12. It is however not clear whether disease-associated RNAs detected in the circulation result from local
tissue disturbances and cell death, or whether they are actively locally secreted via exosomes or microvesicles or
are a systemic response upon local tissue damage8,37,38. This may even depend on the specific pathology or spe-
cific RNA species. Determining the average read-length distribution of representative joint and serum samples
(Fig. 2C) revealed an unexpected finding. When looking at the read-length distribution the serum reads spe-
cifically contain a large peak of RNAs with a length of approximately 30 nt. The combined realisation that quite
a large portion of the reads could not be mapped back to the used genome database, that a large portion of the
piRNA class of non-coding RNAs lacks annotation in the used genome database and that piRNAs are typically
30 nt long, makes it is reasonable to think that this explains the presence of the large 30 nt peak specifically in
serum. Only recently the presence of piRNAs in human blood has been described39 and this significant difference
in the constitution of small RNAs for joint and serum samples is a phenomenon calling for further investigation.i j
p
p
g
g
In the young versus old serum (27 snoRNAs) more snoRNAs were significantly up-regulated compared to
the old sham versus old DMM serum (18 snoRNAs) indicating ageing per se had a greater effect on differential
snoRNA presence in serum than OA. This could be due to different ‘old’ ages in the comparisons, but also maybe
expected as in ageing serum snoRNAs will be from many tissues whereas in the DMM model we are most likely
highlighting primarily OA joint-related snoRNAs. As we were studying the whole joint this may be due to vary-
ing expression of snoRNAs in joint tissues, as it is known that there is tissue-specific snoRNAs expression40. We
are unable to determine the amount each tissue type contributed to overall expression of snoRNAs. Each tissue
will vary in its cellularity and hence RNA and snoRNAs content. Thus whilst a novel aspect of this study was
that snoRNAs were extracted from the multiple tissues that form the joint, our approach may be less sensitive
in detecting snoRNAs that change in a single tissue. www.nature.com/scientificreports/ DMM serum
ENSMUSG00000096017
SNORD116
10.56
0.01
Predicted gene
ENSMUSG00000064938
miR3068
3.31
0.03
AlkB, alkylation repair homolog 1
ENSMUSG00000089014
SNORA36
3.05
0.01
Dyskerin
ENSMUSG00000077222
SNORA66
2.78
0.05
Ribosomal protein L5
ENSMUSG00000064918
SNORD18
2.21
0.01
Ribosomal protein L4
ENSMUSG00000064400
U3
1.92
0.01
Predicted gene
ENSMUSG00000089417
U90
1.90
0.01
Importin
ENSMUSG00000077709
SNORA64
1.85
0.04
Small nuclear ribonucleoprotein N
ENSMUSG00000065734
SNORD49A
−1.03
0.05
RIKEN cDNA 2410006H16 gene
ENSMUSG00000064450
SNORD68
−1.06
0.04
Ribosomal protein L13
ENSMUSG00000064844
SNORD58
−1.18
0.01
Ribosomal protein L17
ENSMUSG00000064453
SNORD21
−1.22
0.01
Ribosomal protein L5
ENSMUSG00000065281
SNORD27
−1.31
0.01
Small nucleolar RNA host gene 1
ENSMUSG00000064871
SNORD58B
−1.40
0.05
Ribosomal protein L17
ENSMUSG00000087819
SNORA48
−1.41
0.04
Nucleosome assembly protein 1-like 1
ENSMUSG00000064751
SNORD46
−1.46
0.01
Ribosomal protein S8
ENSMUSG00000077756
SNORD90
−1.48
0.01
Ring finger and CCCH-type zinc finger domains 2
ENSMUSG00000089093
SNORD11
−1.86
0.03
NOP58 ribonucleoprotein
Table 2. Differentially expressed snoRNAs between contrasts including host gene identification. Explanation: positive Log2 FC = increased in old or DMM. Negative Log2 FC = is decreased in old or DMM. Table 2. Differentially expressed snoRNAs between contrasts including host gene identification. Explanation: positive Log2 FC = increased in old or DMM. Negative Log2 FC = is decreased in old or DMM. SCIeNtIFIC RePOrTS | 7:43558 | DOI: 10.1038/srep43558 6 www.nature.com/scientificreports/ was significantly decreased in young versus old joint (Fig. 3A), while SNORA73 was validated to be increased
in young versus old joint (Fig. 3A). In agreement with its absence in the DE group (Table 2), SNORA30 was not
differentially expressed in young versus old joint (Fig. 3A) and SNORD88 was not differentially expressed in sham
versus DMM joint (Fig. 3A). SNORA31, SNORA28, SNORD23 and SNORA73 were confirmed to be significantly
increased in young versus old serum (Fig. 3B) and SNORD116, SNORA64 and U3 were significantly increased
in sham versus DMM serum (Fig. 3C). SNORD46 was confirmed to be significantly decreased in DMM serum as
compared to sham serum (Fig. 3C). SNORD116 in equine serum in OA. To confirm increased SNORD116 in OA serum levels in a differ-
ent species using qRT-PCR, we measured SNORD116 in equine serum samples. Normal equine donors had a
Mankin’s score 1.25 ± 0.9 (mean ± 95%CI) and OA donors 7.75 ± 7.6. Synovial membrane from normal donors
had a synovitis score27 of 3.25 ± 2.3 and OA donors 3.25 ± 3.2. www.nature.com/scientificreports/ There was a significant increase in serum expres-
sion of SNORD116 in OA compared to normal donors (p = 0.0010) (Fig. 4). SCIeNtIFIC RePOrTS | 7:43558 | DOI: 10.1038/srep43558 Discussion However it has the advantage of determining snoRNAs that
could be more globally implicated in OA. Despite the potential limitations, we identified a number of potentially
interesting snoRNAs for future studies. g
SNORA73 was increased in old joint and serum (Table 2, Fig. 3) and represents a potential joint ‘biological
ageing’ marker. A reliable measurement of the state of ageing and a prediction of the risk of the onset of morbid-
ity for chronic age-related diseases such as OA would be beneficial. Such a strategy could serve as a measure of
‘biological’ age and predict an age-related biological response more accurately than chronological age. SNORA64
was increased and SNORD46 was decreased in DMM serum, but both were not DE in young versus old serum, SCIeNtIFIC RePOrTS | 7:43558 | DOI: 10.1038/srep43558 7 www.nature.com/scientificreports/ Figure 3. SnoRNA expression from SnoRNASeq was validated with qRT-PCR. (A) Gene expression patterns
of SNORD88, SNORA73 and SNORA30 were confirmed in young and old joint. SNORD88 expression was
verified in sham and DMM joint. (B) SNORA31, SNORA28, SNORD23 and SNORA73 were confirmed to
be increased in old serum. (C) Gene expression patterns of SNORD116, SNORA64, U3 and SNORD46 were
validated in sham and DMM serum. Gene expression is depicted as fold induction relative to control (i.e. young
or sham). Data represents the mean + 95% CI. For statistical evaluation an independent samples t-test was
performed using GraphPad Prism 5 (San Diego) on log-transformed data; p-values are indicated. Figure 3. SnoRNA expression from SnoRNASeq was validated with qRT-PCR. (A) Gene expression patterns
of SNORD88, SNORA73 and SNORA30 were confirmed in young and old joint. SNORD88 expression was
verified in sham and DMM joint. (B) SNORA31, SNORA28, SNORD23 and SNORA73 were confirmed to
be increased in old serum. (C) Gene expression patterns of SNORD116, SNORA64, U3 and SNORD46 were
validated in sham and DMM serum. Gene expression is depicted as fold induction relative to control (i.e. young
or sham). Data represents the mean + 95% CI. For statistical evaluation an independent samples t-test was
performed using GraphPad Prism 5 (San Diego) on log-transformed data; p-values are indicated. Figure 4. Increased gene expression of SNORD116 in equine OA serum as compared to serum from
normal donors. Data represents the mean + 95% CI. For statistical evaluation an independent samples t-test
was performed using GraphPad Prism 5 (San Diego) on log-transformed data; p = 0.0010. Figure 4. Discussion Increased gene expression of SNORD116 in equine OA serum as compared to serum from
normal donors. Data represents the mean + 95% CI. For statistical evaluation an independent samples t-test
was performed using GraphPad Prism 5 (San Diego) on log-transformed data; p = 0.0010. indicating these snoRNAs as possible OA markers. SNORD18 was increased in serum both in ageing and follow-
ing DMM (Table 2) signifying that they are affected in ageing and also OA. It is difficult to speculate how much
this snoRNA changes in age-related OA versus age from this study. Histology identified mild increase in OARSI
score with age and the level of OA changes in the DMM model was mild. It would be beneficial to investigate this
snoRNAs further in tissues and serum in more severe OA. indicating these snoRNAs as possible OA markers. SNORD18 was increased in serum both in ageing and follow-
ing DMM (Table 2) signifying that they are affected in ageing and also OA. It is difficult to speculate how much
this snoRNA changes in age-related OA versus age from this study. Histology identified mild increase in OARSI
score with age and the level of OA changes in the DMM model was mild. It would be beneficial to investigate this
snoRNAs further in tissues and serum in more severe OA. indicating these snoRNAs as possible OA markers. SNORD18 was increased in serum both in ageing and follow-
ing DMM (Table 2) signifying that they are affected in ageing and also OA. It is difficult to speculate how much
this snoRNA changes in age-related OA versus age from this study. Histology identified mild increase in OARSI
score with age and the level of OA changes in the DMM model was mild. It would be beneficial to investigate this
snoRNAs further in tissues and serum in more severe OA. An interesting finding was an increase in SNORD38 in ageing joint. Zhang et al.12 demonstrated a strong
association between serum levels of SNORD38 and severe cartilage damage, in anterior cruciate ligament (ACL)
injury, enabling distinction between ACL injury patients from normal donors. They were unable to determine An interesting finding was an increase in SNORD38 in ageing joint. Zhang et al.12 demonstrated a strong
association between serum levels of SNORD38 and severe cartilage damage, in anterior cruciate ligament (ACL)
injury, enabling distinction between ACL injury patients from normal donors. Discussion They were unable to determine An interesting finding was an increase in SNORD38 in ageing joint. Zhang et al.12 demonstrated a strong
association between serum levels of SNORD38 and severe cartilage damage, in anterior cruciate ligament (ACL)
injury, enabling distinction between ACL injury patients from normal donors. They were unable to determine SCIeNtIFIC RePOrTS | 7:43558 | DOI: 10.1038/srep43558 8 www.nature.com/scientificreports/ age effect of SNORD38 in serum from normal donors as it was undetectable. One year post-surgery there was
no relationship between donor age and serum SNORD38. Our study demonstrated an increase in SNORD38 in
mouse joints (but not serum) with age. The human study did not assess tissue snoRNAs and the serum samples
were primarily from middle-aged donors. Our old mice group represents an equivalent older age than that in the
human study, which could contribute to this disparity. y
p
y
The most DE snoRNA in DMM serum was SNORD116. Additionally we demonstrated an increase in serum
SNORD116 in horses with MCP OA. We have previously identified SNORD116 as increased in OA compared
to normal human cartilage in an array study15. A loss of SNORD116 is a significant contribution to the aetiology
of the neurodegenerative genetic condition Prader-Willi syndrome (PWS)41. This paternally imprinted disor-
der results in developmental delay and genetic obesity due to hyperphagia42. Clinical signs include short stature
and low bone mineral density43. In a recent mouse transgenic study the loss of PWS critical region (including
SNORD116) resulted in reduced bone mineral density (BMD), delayed skeletal development and reduced bone
size and osteoblastic suppression44. Humans with OA have an increased BMD in affected joints45. Thus our find-
ings not only elucidate a potential marker of OA but a snoRNA with a potential role in the pathogenesis of OA.i g
y
p
p
p
g
Previously we have identified DE snoRNAs in ageing cartilage13 and tendon14 and together with results in this
study we propose that in musculoskeletal tissues snoRNAs potentially modulate the ageing process as previously
described46. While determining the transcriptomic signature of ageing equine cartilage13 we found the differen-
tial expression of a number of snoRNAs associated with ageing. When comparing the differentially expressed
snoRNAs between the equine and this mouse study it is important to realize that in our previous equine study we
did not analyse serum or the whole joint, but specifically the articular cartilage. Conclusion Our results implicate specific changes in snoRNA abundance in joint ageing (SNORD88 and SNORD38 were
respectively decreased and increased) and OA suggesting the potential use of snoRNAs such as SNORA73 and
SNORD23 as a novel biomarker for joint ageing, SNORA64, SNORD46 and SNORD116 for OA, SNORD18 for
ageing and OA. Discussion Overlapping differential snoRNA
expression between studies was identified for SNORD113, SNORA53, SNORA48 and SNORA5. SNORA53 was
decreased in old equine cartilage, but increased in old mouse serum. SNORA48 was decreased in old equine
cartilage, and decreased in old DMM mouse serum. SNORA5 was increased in old equine cartilage and increased
in old mouse serum. Possibly the best consistency was found for SNORD113, which was decreased in old mouse
joint (and old DMM mouse joint) and equine cartilage. The apparent cross-species conservations of differentially
expressed snoRNAs in ageing and OA strengthen our belief that snoRNAs could indeed be used as biomarkers. Further analysis of snoRNA expression profiles and detailed genetic studies will give new insights into novel
molecular networks in musculoskeletal ageing and common mechanisms in ageing and age-related diseases such
as OA. In mammalians the majority of snoRNAs are encoded within the introns of protein coding or non-coding
genes; host-genes47. There is evidence that genes which host snoRNAs might contribute to the aetiology of cancer
through regulation of cell homeostasis and cancer biology (reviewed6). Potentially both the host-gene and the
snoRNAs encoded within them may be important in different situations. For example growth-arrest-specific-5
(GAS-5) (hosts ten C/D box snoRNAs48), a non-coding RNA which accumulates in growth arrested cells, reg-
ulates cell death and proliferation by acting as a decoy hormone response element for glucocorticoid receptors
thereby inhibiting gene upregulation by activated glucocorticoid receptors49. Interesting snoRNA host-genes were
identified in this study including transforming growth factor β regulated gene 4, sorting nexin 5 and collagen type
1 (with roles in joint homeostasis). Therefore, an alteration of snoRNA expression may result from changes in
transcriptional activity of the host-gene related to joint homeostasis or disease. References References
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We thank George Bou-Gharios, Alan Carter, James Anderson and Yalda Ashraf Kharaz for assistance with
histological scoring and Andy Cremers for technical assistance with the snoRNA qRT-PCR. The authors wish
to thank the Wellcome Trust for MJP’s Wellcome Trust Clinical Intermediate Fellowship (grant 107471/Z/15/Z)
and the Medical Research Council (MRC) and Arthritis Research UK as part of the MRC-Arthritis Research
UK Centre for Integrated research into Musculoskeletal Ageing (CIMA) (grant MR/K006312/1) (MJP.PC),
NWO-DFG (grant #DN82-304; NL; TJMW) and the Dutch Arthritis Foundation (grant #LLP14; NL; TJMW)
for funding; Chris Riggs, Hong Kong Jockey Club for equine serum sample provision. Funding sources are (MJP,
PC) Wellcome Trust Clinical Intermediate Fellowship (grant 107471/Z/15/Z) and the Medical Research Council
(MRC) and Arthritis Research UK as part of the MRC-Arthritis Research UK Centre for Integrated research into
Musculoskeletal Ageing (CIMA) (MR/K006312/1) (MJP.PC), NWO-DFG (grant #DN82-304; NL; TJMW) and
the Dutch Arthritis Foundation (grant #LLP14; NL; TJMW). SCIeNtIFIC RePOrTS | 7:43558 | DOI: 10.1038/srep43558 10 www.nature.com/scientificreports/ Author Contributions M.J.P., M.M.F.S.; conception and design, collection and assembly of data, data analysis and interpretation,
manuscript writing, final approval of the manuscript. Y.F.; assembly of data, data analysis, manuscript writing,
final approval of the manuscript. P.M.; provision of study material, assembly of data, manuscript writing and final
approval of the manuscript. P.D.C., T.J.M.W., D.Y.; conception and design, manuscript writing, final approval of
the manuscript. SCIeNtIFIC RePOrTS | 7:43558 | DOI: 10.1038/srep43558 © The Author(s) 2017 Additional Information upplementary information accompanies this paper at http://www.nature.com/srep Supplementary information accompanies this paper at http://www.nature.com/srep Competing Interests: The authors declare no competing financial interests. Competing Interests: The authors declare no competing financial interests. How to cite this article: Steinbusch, M. M. F. et al. Serum snoRNAs as biomarkers for joint ageing and post
traumatic osteoarthritis. Sci. Rep. 7, 43558; doi: 10.1038/srep43558 (2017). How to cite this article: Steinbusch, M. M. F. et al. Serum snoRNAs as biomarkers for joint ageing and post
traumatic osteoarthritis. Sci. Rep. 7, 43558; doi: 10.1038/srep43558 (2017). Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps an
institutional affiliations. This work is licensed under a Creative Commons Attribution 4.0 International License. The images
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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/ © The Author(s) 2017 SCIeNtIFIC RePOrTS | 7:43558 | DOI: 10.1038/srep43558 11
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Metformin Use Is Associated With a Lower Incidence of Hospitalization for Atrial Fibrillation in Patients With Type 2 Diabetes Mellitus
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Frontiers in medicine
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cc-by
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Chin-Hsiao Tseng 1,2,3* Chin-Hsiao Tseng 1,2,3* 1 Department of Internal Medicine, National Taiwan University College of Medicine, Taipei, Taiwan, 2 Division of Endocrinology
and Metabolism, Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan, 3 Division of
Environmental Health and Occupational Medicine of the National Health Research Institutes, Zhunan, Taiwan Background: The effect of metformin on the risk of atrial fibrillation (AF) requires
confirmation. This retrospective cohort study compared the incidence of hospitalization
for AF in ever and never users of metformin. Background: The effect of metformin on the risk of atrial fibrillation (AF) requires
confirmation. This retrospective cohort study compared the incidence of hospitalization
for AF in ever and never users of metformin. Methods: Patients with newly diagnosed type 2 diabetes mellitus during 1999–2005
were enrolled from Taiwan’s National Health Insurance database. Analyses were
conducted in both an unmatched cohort of 173,398 ever users and 21,666 never users
and in a propensity score-matched cohort of 21,662 pairs of ever and never users. They
were free from a diagnosis of AF before January 1, 2006 and were followed up until
December 31, 2011. Hazard ratios were estimated by Cox regression incorporated with
the inverse probability of treatment weighting using the propensity score. Edited by:
Horng-Yih Ou,
National Cheng Kung University
Hospital, Taiwan Reviewed by:
Kai Pi Cheng,
National Cheng Kung University
Hospital, Taiwan
Mei-Yueh Lee,
Kaohsiung Medical University
Hospital, Taiwan Results: A total of 303 ever users and 86 never users in the unmatched cohort and
56 ever users and 86 never users in the matched cohort developed hospitalization
for AF during follow-up. The respective incidence rates were 37.72 and 92.45 per
100,000 person-years in the unmatched cohort and were 56.98 and 92.46 per 100,000
person-years in the matched cohort. The hazard ratio for ever vs. never users was
0.405 (95% confidence interval: 0.319–0.515) in the unmatched cohort and 0.617
(0.441–0.864) in the matched cohort. Hazard ratios for the tertiles of cumulative duration
of metformin therapy vs. never users showed a dose-response effect. The findings were
consistent in sensitivity analyses. *Correspondence:
Chin-Hsiao Tseng
ccktsh@ms6.hinet.net Specialty section:
This article was submitted to
Family Medicine and Primary Care,
a section of the journal
Frontiers in Medicine Specialty section:
This article was submitted to
Family Medicine and Primary Care,
a section of the journal
Frontiers in Medicine
Received: 08 August 2020
Accepted: 03 December 2020
Published: 22 February 2021 Specialty section:
This article was submitted to
Family Medicine and Primary Care,
a section of the journal
Frontiers in Medicine Conclusion: Metformin use is associated with a lower risk of hospitalization for AF in
patients with type 2 diabetes mellitus. Received: 08 August 2020
Accepted: 03 December 2020
Published: 22 February 2021 Keywords: atrial fibrillation, diabetes mellitus, metformin, Taiwan, National Health Insurance ORIGINAL RESEARCH
published: 22 February 2021
doi: 10.3389/fmed.2020.592901 Citation: Tseng C-H (2021) Metformin Use Is
Associated With a Lower Incidence of
Hospitalization for Atrial Fibrillation in
Patients With Type 2 Diabetes
Mellitus. Front. Med. 7:592901. doi: 10.3389/fmed.2020.592901 Atrial fibrillation (AF) is a common arrhythmia that can lead to increased hospitalization, stroke,
or even life-threatening thromboembolic events (1, 2). Risk factors of AF may include aging, male
sex, smoking, alcohol consumption, diabetes mellitus, hypertension, obesity, thyroid dysfunction,
obstructive sleep apnea, high-level physical training, left ventricular dysfunction, valvular heart February 2021 | Volume 7 | Article 592901 Frontiers in Medicine | www.frontiersin.org Metformin and Atrial Fibrillation Tseng disease, myocardial infarction, and heart failure (2–4). The
estimated lifetime risk of AF is 22–26% and diabetes patients
suffer from a 1.4–1.6-fold higher risk (2, 3). While compared
to diabetes patients without AF, diabetes patients with AF
have a 61% higher risk of total mortality, 77% higher risk of
cardiovascular death, and 68% higher risk of heart failure (5). of follow-up. Finally, this study did not consider the requirement
of a sufficient induction time and did not address the potential
bias due to immortal time. Therefore, selection bias, confounding
by indication, and immortal time bias could not be excluded in
this study. In the study by Liou et al., a nested case-control design
was used by including 11,528 diabetes patients without AF
and 2,882 diabetes patients with AF (12). The investigators
cross-sectionally estimated the odds ratios of AF for metformin
users vs. metformin non-users (12). The cross-sectional design
did not assure a temporal correctness of a cause (metformin
use) that should happen before an effect (AF incidence). It is interesting that although a matching algorithm was
used, the enrolled cases (AF group) and controls (non-AF
group) were not well-matched in most of the important
confounders. For example, the AF group was characterized by
significantly higher prevalent rates of potential risk factors of
AF including hypertension, congestive heart failure, chronic
kidney disease, acute myocardial infarction, and ischemic stroke
than the non-AF group. Furthermore, the enrolled AF group
was characterized by significantly higher prevalence rates of
the use of insulin, sulfonylurea, glinide, alpha-glucosidase
inhibitors, and dipeptidyl-peptidase 4 inhibitors (12). Because
insulin and insulin-secreting drugs may induce hypoglycemia
which would lead to AF, residual confounding from other
antidiabetic drugs could not be excluded. Abbreviations: AF, atrial fibrillation; HAF, hospitalization for atrial fibrillation;
ICD-9-CM, International Classification of Diseases, Ninth Revision, Clinical
Modification; IPTW, inverse probability of treatment weighting; NHI, National
Health Insurance; PS, propensity score. Citation: Therefore, this study
could not clarify the temporal correctness of a cause-effect
relationship and might have suffered from selection bias,
prevalent user bias, immortal time bias, and confounding
by indication. Metformin,
now
a
first-line
oral
antidiabetic
drug
recommended for the treatment of type 2 diabetes mellitus,
exerts an insulin sensitizing effect (6), and may have anti-
inflammatory, anti-aging, anti-cancer, and even anti-microbial
effects
(7–10). Two
previous
pharmacoepidemiological
studies
conducted
in
Taiwan
that
used
the
nationwide
reimbursement database of the National Health Insurance
(NHI) showed that patients with type 2 diabetes mellitus
treated with metformin might have a 20% lower risk of AF
(11, 12). However, these earlier studies suffered from some
methodological limitations. g
There are several methodological limitations in the study
by Chang et al. (11). First, the metformin users and non-
users enrolled were highly imbalanced in the use of statin
with a significantly higher rate of statin use among metformin
users. Because statin may reduce the incidence of AF by 40–
50% (13, 14), the lower risk of AF among incident users of
metformin could be potentially ascribed to the effect of statin
which had been in use for a certain period before metformin
was initiated. Second, the significantly higher prevalence rates
of important risk factors of AF among non-users of metformin,
such as male patients, older age, congestive heart failure, chronic
kidney disease, asthma, hyperthyroidism, myocardial infarction,
ischemic stroke and peripheral arterial disease, might have
exerted residual confounding effects even though some of them
were considered in the adjusted model. Third, imbalance in
the use of other antidiabetic drugs between metformin users
and non-users was highly probable and this might have led
to a biased result. The investigators excluded, at the beginning
of the study, users of other antidiabetic drugs, and compared
the incident cases of AF between metformin users and non-
users over time by using a time-dependent approach. In this
sense metformin non-users represented a highly selective group
of patients who had a diagnosis of diabetes mellitus but had
not been treated with any other antidiabetic drugs at the
beginning of the study. During subsequent years of follow-up,
non-users of metformin might have been prescribed metformin
or other antidiabetic drugs. Once metformin was prescribed
in the subsequent years, the patients would be reclassified
as metformin users. MATERIALS AND METHODS Non-random observational studies tend to be biased by
confounding by indication because treatment allocation may
be associated with baseline characteristics. Methodological
approaches by using PS have been recommended to reduce such
a potential risk. PS is the probability of treatment assignment
estimated by a set of baseline characteristics and it is always
calculated by logistic regression. PS can be used for matching
in selecting an exposed group and a non-exposed group for
study or can be used for stratification or adjustment in analyses
(17). Additionally, Cox proportional hazards model can be
incorporated with the inverse probability of treatment weighting
(IPTW) using the PS (17). Austin recommended the use of
matching on PS for cohort selection and the IPTW method
for analyses (17). These two approaches were applied in the
present study. The NHI has been implemented in Taiwan since March 1995. It is a unique and universal health care system with a high
coverage rate of >99% of the Taiwan’s population. The Bureau
of the NHI has contracts with all hospitals and with 93% of
all medical settings. The reimbursement database of the NHI
kept computerized records of disease diagnoses, medication
prescriptions, and clinical procedures and can be used for
academic research if approved after ethics review. The present
study was approved number 99274 by the Ethics Committee
of the National Health Research Institutes. According to local
regulations, the National Health Research Institutes de-identified
the individuals in the database for the protection of privacy and
the Ethics Committee approved the analyses of the database
without the requirement of obtaining informed consent from
the participants. The unmatched cohort and the PS-matched cohort were
enrolled according to the procedures shown in Figure 1. At
first, 423,949 patients who were newly diagnosed of diabetes
mellitus during 1999–2005 in the outpatient clinics and had
been prescribed antidiabetic drugs for two or more times were
identified. The following ineligible patients were then excluded:
(1) metformin ever users who had been treated with other Detailed description of the database has been reported in a
previously published paper (16). During the study period, the
International Classification of Diseases, Ninth Revision, Clinical
Modification (ICD-9-CM) was used for disease diagnoses; and
diabetes mellitus was coded as 250.XX and AF as 427.31. Citation: It was expected that insulin or insulin-
secreting drugs, which could cause hypoglycemia and thus AF,
would have been prescribed to metformin non-users for the
purpose of glycemic control in the subsequent years of follow-
up. Therefore, the proportions of the use of other antidiabetic
drugs that could cause hypoglycemia and AF would be much
higher among metformin non-users during any subsequent year Some other common limitations found in these two
earlier studies (11, 12) included a lack of investigating
a dose-response effect and an ignorance of the potential
impact of the regularity of metformin use. Additionally,
the diagnosis of AF was made mainly at outpatient settings
in these two studies, which was prone to be misclassified
than a diagnosis made at the discharge of a hospitalization
that
is
always
supported
by
laboratory
tests
performed
during admission. A
recent
study
conducted
in
the
USA
showed
an
increasing
trend
of
emergency
department
visits
and
hospitalization for AF (HAF) from 2007 to 2014 in a
nationwide level and called for a “need for widespread
implementation of effective strategies aimed at improving
the management of patients with AF to reduce hospital
admissions and the economic burden of AF” (15). Because
metformin
is
considered
the
first-line
antidiabetic
drug
for patients with type 2 diabetes mellitus, whether the
use of metformin can prevent the potentially fatal disease
of AF in these high-risk diabetes patients is of immense
clinical importance. The purpose of the present study was to clarify whether
metformin could reduce the incidence of AF made at the
discharge of a hospitalization by using the Taiwan’s NHI
reimbursement
database. The
potential
methodological
limitations
seen
in
the
previous
studies
(11,
12)
were
especially considered. February 2021 | Volume 7 | Article 592901 Frontiers in Medicine | www.frontiersin.org 2 Metformin and Atrial Fibrillation Tseng MATERIALS AND METHODS FIGURE 1 | Flowchart showing the procedures in creating an unmatched cohort and a cohort of 1:1 propensity score-matched-pairs of metformin ever users and
never users derived from the reimbursement database of the Taiwan’s National Health Insurance (PS, propensity score). FIGURE 1 | Flowchart showing the procedures in creating an unmatched cohort and a cohort of 1:1 propensity score-matched-pairs of metformin ever users and
never users derived from the reimbursement database of the Taiwan’s National Health Insurance (PS, propensity score). FIGURE 1 | Flowchart showing the procedures in creating an unmatched cohort and a cohort of 1:1 propensity score-matched-pairs of metformin ever users and
never users derived from the reimbursement database of the Taiwan’s National Health Insurance (PS, propensity score). February 2021 | Volume 7 | Article 592901 Frontiers in Medicine | www.frontiersin.org 3 Tseng Metformin and Atrial Fibrillation antidiabetic drugs before metformin was initiated (n = 183,837);
(2) type 1 diabetes mellitus (n = 2,062), (3) patients who died
before the start of follow-up (n = 65); (4) missing data (n =
358), (5) diagnosis of AF before the start of follow-up or within
6 months of diabetes diagnosis (n = 812), (6) diagnosis of any
cancer before the start of follow-up or within 6 months of
diabetes diagnosis (n = 26,675), and (7) follow-up duration <180
days (n = 15,076). As a result, 173,398 ever users and 21,666
never users of metformin were identified as the unmatched
cohort. PS was created from all characteristics listed in Table 1
plus the date of enrollment by logistic regression. A cohort of PS-
matched pairs of 21,662 ever users and 21,662 never users (the
matched cohort) was then created from the unmatched cohort by
matching the PS using the Greedy 8 –>1 digit match algorithm
proposed by Parsons (18). Standardized difference was calculated according to the
methods proposed by Austin and Stuart for each covariate as a
test of balance diagnostic (21). A value of >10% was used as a
cutofffor potential confounding from the variable. Cumulative duration of metformin therapy in months was
calculated and its tertiles were used for dose-response analyses. Incidence density of HAF was calculated for never users,
ever users, and users categorized according to the tertiles of
cumulative duration of metformin therapy. MATERIALS AND METHODS The numerator of
the incidence was the case number of newly diagnosed HAF as
a primary diagnosis at the discharge of a hospitalization observed
during follow-up. The denominator expressed in person-years
was the follow-up time since January 1, 2006 until December
31, 2011, when a new diagnosis of HAF was made, or on
the date of death or the last reimbursement record, whichever
occurred first. The start of follow up was set on January 1, 2006 and
all
comorbidities
and
covariates
were
determined
as
a
status/diagnosis at any time before the start of follow-up. Potential confounders included: (1) demographic data: age,
sex, occupation, and living region; (2) major comorbidities:
hypertension
(401-405),
dyslipidemia
(272.0-272.4),
and
obesity (278); (3) diabetes-related complications: nephropathy
(580-589),
eye
diseases
(250.5:
diabetes
with
ophthalmic
manifestations, 362.0: diabetic retinopathy, 369: blindness and
low vision, 366.41: diabetic cataract, and 365.44: glaucoma
associated
with
systemic
syndromes),
hemorrhagic
stroke
(430-432), non-hemorrhagic stroke (433-435), other types
of stroke (436-438), ischemic heart disease (410-414), and
peripheral arterial disease (250.7, 785.4, 443.81, and 440-448); (4)
antidiabetic drugs: insulin, sulfonylurea, meglitinide, acarbose,
rosiglitazone, and pioglitazone (rosiglitazone and pioglitazone
are both thiazolidinediones but they may have different
cardiovascular effects and thus were included separately); (5)
commonly encountered comorbidities and potential risk factors
of AF: chronic obstructive pulmonary disease (a surrogate
for smoking, 490-496), tobacco abuse (305.1, 649.0 and
989.84), alcohol-related diagnoses (291, 303, 535.3, 571.0-571.3
and 980.0), cancer (140-208), heart failure (398.91, 402.11,
402.91, 404.11, 404.13, 404.91, 404.93, and 428), gout (274),
hyperthyroidism (242), sleep apnea syndrome (327.2, 780.51,
780.53, and 780.57) and valvular heart disease (394-396, 424, and
746); and (6) commonly used medications in diabetes patients:
angiotensin-converting enzyme inhibitors/angiotensin receptor
blockers,
calcium
channel
blockers,
beta-blockers,
statins,
fibrates, and aspirin. The accuracy of disease diagnoses in the
NHI database has been studied previously. Agreements between
claim data and medical records are moderate to substantial, with
Kappa values range from 0.55 to 0.86 (19). Kaplan-Meier curves for HAF-free probability were plotted
for never users and ever users of metformin and for never users
and users categorized according to the tertiles of cumulative
duration of metformin therapy in the unmatched cohort and the
matched cohort, respectively. Logrank test was used to test the
significance in different subgroups of metformin exposure. In main analyses, hazard ratios and their 95% confidence
intervals were estimated by the IPTW method (17) in the
unmatched cohort and the matched cohort, respectively. Frontiers in Medicine | www.frontiersin.org MATERIALS AND METHODS Models
were created for ever users vs. never users and for users in
each tertile of cumulative duration of metformin therapy in
comparison to never users. For sensitivity analyses, the following models were created
in the unmatched cohort by using the IPTW method. At first,
we excluded patients with irregular refill of metformin, based
on two consecutive prescriptions of metformin spanning a
period of >4 months (Model I, the Bureau of NHI allows
a maximum of 3 months at each time of drug prescription
for chronic diseases and these patients with delayed refill
of metformin for more than 1 month after a previous 3-
month prescription might represent those with poor adherence). We then excluded patients who happened to be treated with
incretin-based therapies, i.e., dipeptidyl peptidase 4 inhibitors
and glucagon-like peptide 1 receptor agonists, during follow-
up (Model II, incretin-based therapies were not reimbursed
by the Bureau of NHI in Taiwan until after 2009 and this
analysis was aimed at excluding their potential impact). Because
metformin may be contraindicated in patients with nephropathy
or chronic kidney disease and an early study suggested that
chronic kidney disease is associated with the incidence of
AF in a dose-response pattern (22), additional analyses were
conducted in patients with nephropathy (Model III), in patients
without nephropathy (Model IV), after excluding patients with
a diagnosis of chronic kidney disease (ICD-9-CM 585, Model
V), after excluding patients in a renal dialysis status (ICD-
9-CM V45.1, Model VI) and after excluding patients with a
diagnosis of chronic kidney disease and/or in a renal dialysis
status (Model VII). The classifications of living region and occupation were
detailed elsewhere (20). In brief, the living region was
classified as Taipei, Northern, Central, Southern, and Kao-
Ping/Eastern. Occupation was classified as class I (civil servants,
teachers, employees of governmental or private businesses,
professionals, and technicians), class II (people without a specific
employer, self-employed people or seamen), class III (farmers
or fishermen), and class IV (low-income families supported by
social welfare, or veterans). Analyses were conducted using SAS statistical software,
version 9.4 (SAS Institute, Cary, NC). P < 0.05 was considered
statistically significant. February 2021 | Volume 7 | Article 592901 4 Metformin and Atrial Fibrillation Tseng TABLE 1 | Characteristics in never users and ever users of metformin in the unmatched and matched cohorts. MATERIALS AND METHODS Unmatched cohort
Matched cohort
Variable
Never users
Ever users
Never users
Ever users
(n = 21666)
(n = 173398)
Standardized
difference
(n = 21662)
(n = 21662)
Standardized
difference
n
%
n
%
n
%
n
%
Demographic data
Age* (years)
68.77
13.25
64.23
11.98
−41.47
68.76
13.25
68.70
12.09
0.18
Sex (men)
11,793
54.43
91,570
52.81
−3.47
11,790
54.43
11,731
54.15
−0.68
Occupation
I
7,825
36.12
64,789
37.36
7,824
36.12
7,930
36.61
II
3,646
16.83
36,710
21.17
12.61
3,646
16.83
3,634
16.78
−0.29
III
5,216
24.07
39,817
22.96
−2.67
5,215
24.07
5,187
23.95
−0.10
IV
4,979
22.98
32,082
18.50
−12.97
4,977
22.98
4,911
22.67
−0.69
Living region
Taipei
7,328
33.82
54,416
31.38
7,325
33.81
7,279
33.60
Northern
2,310
10.66
20,016
11.54
2.87
2,309
10.66
2,280
10.53
−0.48
Central
3,769
17.40
31,678
18.27
2.12
3,769
17.40
3,770
17.40
0.01
Southern
3,729
17.21
29,840
17.21
0.37
3,729
17.21
3,797
17.53
1.02
Kao–Ping and Eastern
4,530
20.91
37,448
21.60
2.59
4,530
20.91
4,536
20.94
0.22
Major comorbidities
Hypertension
18,476
85.28
144,909
83.57
−5.99
18,473
85.28
18,528
85.53
0.98
Dyslipidemia
15,127
69.82
141,918
81.85
32.61
15,127
69.83
15,181
70.08
0.67
Obesity
518
2.39
7,364
4.25
11.02
518
2.39
485
2.24
−1.04
Diabetes–related complications
Nephropathy
8,376
38.66
50,614
29.19
−24.85
8,373
38.65
8,280
38.22
−1.36
Eye diseases
3,741
17.27
55,119
31.79
35.93
3,741
17.27
3,646
16.83
−1.65
Hemorrhagic stroke
1,670
7.71
8,229
4.75
−15.04
1,670
7.71
1,604
7.40
−1.17
Non–hemorrhagic stroke
6,249
28.84
41,367
23.86
−14.07
6,248
28.84
6,286
29.02
0.47
Other types of stroke
6,512
30.06
40,938
23.61
−17.92
6,510
30.05
6,483
29.93
−0.08
Ischemic heart disease
11,689
53.95
84,499
48.73
−12.66
11,688
53.96
11,703
54.03
0.29
Peripheral arterial disease
5,678
26.21
47,465
27.37
2.04
5,676
26.20
5,648
26.07
−0.38
Antidiabetic drugs
Insulin
1,891
8.73
3,953
2.28
−35.13
1,890
8.72
1,641
7.58
−6.31
Sulfonylurea
15,450
71.31
123,550
71.25
9.13
15,449
71.32
16,096
74.31
6.22
Meglitinide
1,958
9.04
6,930
4.00
−22.90
1,956
9.03
1,902
8.78
−1.17
Acarbose
2,443
11.28
9,223
5.32
−20.88
2,441
11.27
2,606
12.03
0.56
Rosiglitazone
618
2.85
8,158
4.70
10.82
618
2.85
615
2.84
−0.99
Pioglitazone
510
2.35
4,356
2.51
2.45
510
2.35
516
2.38
−0.67
Commonly encountered comorbidities and potential risk factors of atrial fibrillation
Chronic obstructive
pulmonary disease
12,054
55.64
89,210
51.45
−11.07
12,052
55.64
11,977
55.29
−0.56
Tobacco abuse
507
2.34
6,439
3.71
8.85
507
2.34
490
2.26
−0.54
Alcohol–related diagnoses
1,406
6.49
11,443
6.60
−0.12
1,406
6.49
1,300
6.00
−2.27
Cancer
2,254
10.40
13,711
7.91
−9.65
2,253
10.40
2,207
10.19
−0.68
Heart failure
6,237
28.79
35,109
20.25
−24.33
6,235
28.78
6,033
27.85
−2.13
Gout
8,921
41.18
63,552
36.65
−10.69
8,919
41.17
8,908
41.12
0.08
Hyperthyroidism
1,030
4.75
8,637
4.98
1.28
1,030
4.75
1,055
4.87
0.58
Sleep apnea syndrome
413
1.91
3,378
1.95
0.42
413
1.91
401
1.85
−0.41
Valvular heart disease
3,233
14.92
18,333
10.57
−16.23
3,233
14.92
3,111
14.36
−1.60
Commonly used medications in diabetes patients
Angiotensin-converting
enzyme
inhibitors/angiotensin
receptor blockers
15,959
73.66
130,207
75.09
2.71
15,957
73.66
15,880
73.31
−0.76
Calcium channel blockers
14,776
68.20
109,003
62.86
−12.95
14,773
68.20
14,794
68.29
0.47
Beta–blockers
15,951
73.62
119,761
69.07
−11.19
15,948
73.62
15,983
73.78
0.59
Statin
11,326
52.28
112,600
64.94
29.08
11,326
52.29
11,274
52.05
−0.56
Fibrate
7,090
32.72
73,563
42.42
22.48
7,090
32.73
7,013
32.37
−0.69
Aspirin
13,582
62.69
111,115
64.08
1.90
13,581
62.70
13,619
62.87
0.54
*Age is expressed as mean and standard deviation. RESULTS the findings were similar to those observed in the unmatched
cohort shown in Figure 2. Table 1 shows the characteristics in never users and ever users
of metformin in the unmatched cohort and the matched cohort,
respectively. Before matching, ever users and never users showed
imbalanced distribution of many covariates with standardized
difference >10%. However, after matching, the two groups were
well-balanced in all covariates and none of the variables had a
value of standardized difference >10%. Table 2 shows the incidence of HAF and the hazard ratios by
metformin exposure in the unmatched cohort and the matched
cohort in the main analyses, respectively. A significantly lower
risk of HAF in metformin ever users could be demonstrated
by the overall hazard ratios and the tertile analyses supported a
dose-response relationship. Table 3 shows the findings in the sensitivity analyses. All analyses supported a lower risk of HAF associated
with metformin use. The beneficial effect of metformin was
independent of the regularity of metformin refill (Model I), the
prescription of incretin-based therapies during follow-up (Model
II), the diagnosis of diabetic nephropathy (Models III and IV),
and the diagnosis of chronic kidney disease and/or in a renal
dialysis status (Models V, VI, and VII). Figure 2 shows the Kaplan-Meier curves comparing HAF-
free probability in never users and ever users of metformin
(Figure 2A) and in never users and users in each of the tertiles
of cumulative duration of metformin therapy (Figure 2B) in
the unmatched cohort. The logrank test supported significant
differences among the various subgroups of metformin exposure. Figure 3 shows the respective curves in the matched cohort and FIGURE 2 | Kaplan-Meier curves comparing hospitalization for atrial fibrillation
(HAF)-free probability in never users and ever users of metformin (A) and in
never users and users in each tertile of cumulative duration of metformin
therapy (B) in the unmatched cohort. The 95% confidence intervals are shown
in shaded areas. HR, hazard ratio; CI, confidence interval. FIGURE 2 | Kaplan-Meier curves comparing hospitalization for atrial fibrillation
(HAF)-free probability in never users and ever users of metformin (A) and in
never users and users in each tertile of cumulative duration of metformin
therapy (B) in the unmatched cohort. The 95% confidence intervals are shown
in shaded areas. HR, hazard ratio; CI, confidence interval. MATERIALS AND METHODS Refer to “Materials and Methods” for the classification of occupation TABLE 1 | Characteristics in never users and ever users of metformin in the unmatched and matched cohorts. February 2021 | Volume 7 | Article 592901 5 Frontiers in Medicine | www.frontiersin.org Metformin and Atrial Fibrillation Tseng Tseng RESULTS FIGURE 3 | Kaplan-Meier curves comparing hospitalization for atrial fibrillation
(HAF)-free probability in never users and ever users of metformin (A) and in
never users and users in each tertile of cumulative duration of metformin
therapy (B) in the matched cohort. The 95% confidence intervals are shown in
shaded areas. HR, hazard ratio; CI, confidence interval. FIGURE 3 | Kaplan-Meier curves comparing hospitalization for atrial fibrillation
(HAF)-free probability in never users and ever users of metformin (A) and in
never users and users in each tertile of cumulative duration of metformin
therapy (B) in the matched cohort. The 95% confidence intervals are shown in
shaded areas. HR, hazard ratio; CI, confidence interval. FIGURE 2 | Kaplan-Meier curves comparing hospitalization for atrial fibrillation
(HAF)-free probability in never users and ever users of metformin (A) and in
never users and users in each tertile of cumulative duration of metformin
therapy (B) in the unmatched cohort. The 95% confidence intervals are shown
in shaded areas. HR, hazard ratio; CI, confidence interval. FIGURE 3 | Kaplan-Meier curves comparing hospitalization for atrial fibrillation
(HAF)-free probability in never users and ever users of metformin (A) and in
never users and users in each tertile of cumulative duration of metformin
therapy (B) in the matched cohort. The 95% confidence intervals are shown in
shaded areas. HR, hazard ratio; CI, confidence interval. FIGURE 2 | Kaplan-Meier curves comparing hospitalization for atrial fibrillation
(HAF)-free probability in never users and ever users of metformin (A) and in
never users and users in each tertile of cumulative duration of metformin
therapy (B) in the unmatched cohort. The 95% confidence intervals are shown
in shaded areas. HR, hazard ratio; CI, confidence interval. February 2021 | Volume 7 | Article 592901 Frontiers in Medicine | www.frontiersin.org 6 Metformin and Atrial Fibrillation Tseng TABLE 2 | Incidence of hospitalization for atrial fibrillation and hazard ratios by metformin exposure in the main analyses. DISCUSSION received regular refill of metformin (Model I of Table 3). The
present study defined AF as a primary diagnosis made at hospital
discharge which should have been supported by laboratory
information such as electrocardiograms or electrophysiological
studies for the reimbursement purpose. This study confirmed a lower risk of HAF in patients with
type 2 diabetes mellitus who had been treated with metformin
(Tables 2, 3, Figures 2, 3). A dose-response pattern was seen and
the beneficial effect was especially remarkable when metformin
had been used for more than 2 years in either the main analyses
(Table 2) or the sensitivity analyses (Table 3). p
p
It is worthy to note that, by using the diagnostic code mainly
identified at the outpatient clinics, the hazard ratio of 0.81
(95% confidence interval 0.76–0.86) estimated by Chang et al. (11) and the odds ratio of 0.81 (95% confidence interval 0.71–
0.93) estimated by Liou et al. (12) showed a less magnitude
of protection than what we have seen in the present study
(Tables 2, 3). This could be because that the diagnostic code
of AF labeled at the outpatient clinics was not as accurate as
the diagnosis made during hospitalization. The misclassification
made at outpatient clinics was probably non-differential and thus
biased the hazard ratios toward the null (23). It is true that
when we used a less stringent definition of AF by including
the diagnostic code identified either at the outpatient clinics
or during hospitalization in secondary analyses, the estimated
hazard ratios did move toward the null (overall hazard ratio for
the unmatched cohort: 0.426, 95% confidence interval: 0.395–
0.459; and for the matched cohort: 0.667, 95% confidence
interval: 0.601–0.740), indicating a prone to non-differential
misclassification by using the diagnosis made at the outpatient
clinics. However, despite the variation in the estimated risk ratios,
all studies consistently supported a protection of metformin
against AF by using different study designs and different
statistical analyses and by defining AF either as a diagnosis
made at the outpatient clinics or made at the discharge of
a hospitalization. While compared with the previous two studies conducted
in Taiwan that investigated the effect of metformin on AF (11,
12), the present study has several merits and methodological
improvements. The study by Chang et al. Frontiers in Medicine | www.frontiersin.org RESULTS Cohort/Metformin use
n
N
Person–year
Incidence rate
(per 100,000 person-years)
Hazard ratio
95% Confidence interval
P value
Unmatched cohort
Never users
86
21,666
93021.27
92.45
1.000
Ever users
303
173,398
803329.81
37.72
0.405
(0.319–0.515)
<0.0001
Tertiles of cumulative duration of metformin therapy (months)
Never users
86
21,666
93021.27
92.45
1.000
<25.9
121
57,224
194246.52
62.29
0.664
(0.502–0.878)
0.0041
25.9–57.0
107
57,143
274026.03
39.05
0.419
(0.316–0.557)
<0.0001
>57.0
75
59,031
335057.26
22.38
0.230
(0.168–0.314)
<0.0001
Matched cohort
Never users
86
21,662
93008.43
92.46
1.000
Ever users
56
21,662
98284.01
56.98
0.617
(0.441–0.864)
0.0049
Tertiles of cumulative duration of metformin therapy (months)
Never users
86
21,662
93008.43
92.46
1.000
<25.3
23
7,152
23486.22
97.93
1.022
(0.643–1.625)
0.9260
25.3–56.5
20
7,142
33396.19
59.89
0.654
(0.402–1.064)
0.0873
>56.5
13
7,368
41401.59
31.40
0.339
(0.189–0.608)
0.0003
n, incident case number of hospitalization for atrial fibrillation; N, case number followed. n, incident case number of hospitalization for atrial fibrillation; N, case number followed. DISCUSSION Patients with nephropathy
Never users
46
8,376
1.000
Ever users
111
50,614
0.347
(0.246–0.490)
<0.0001
Tertiles of cumulative duration of metformin therapy (months)
Never users
46
8,376
1.000
<25.2
38
17,930
0.454
(0.294–0.700)
0.0004
25.2–56.4
38
16,903
0.343
(0.223–0.527)
<0.0001
>56.4
35
15,781
0.275
(0.177–0.428)
<0.0001
IV. Patients without nephropathy
Never users
40
13,290
1.000
Ever users
192
122,784
0.494
(0.351–0.694)
<0.0001
Tertiles of cumulative duration of metformin therapy (months)
Never users
40
13,290
1.000
<25.2
83
39,294
0.895
(0.611–1.311)
0.5704
25.2–56.4
69
40,240
0.525
(0.355–0.775)
0.0012
>56.4
40
43,250
0.227
(0.146–0.353)
<0.0001
V. Excluding patients with a diagnosis of chronic kidney disease
Never users
49
17,254
1.000
Ever users
246
155,114
0.524
(0.386–0.712)
<0.0001
Tertiles of cumulative duration of metformin therapy (months)
Never users
49
17,254
1.000
<25.2
101
50,213
0.911
(0.645–1.288)
0.5989
25.2–56.4
86
51,063
0.540
(0.380–0.768)
0.0006
>56.4
59
53,838
0.280
(0.191–0.410)
<0.0001
VI. Excluding patients in a renal dialysis status
Never users
81
21,082
1.000
Ever users
301
172,642
0.418
(0.327–0.535)
<0.0001
Tertiles of cumulative duration of metformin therapy (months)
Never users
81
21,082
1.000
<25.2
120
56,839
0.684
(0.515–0.910)
0.0091
25.2–56.4
107
56,865
0.435
(0.326–0.581)
<0.0001
>56.4
74
58,938
0.235
(0.171–0.322)
<0.0001
VII. Excluding patients with chronic kidney disease and/or in a renal dialysis
status
Never users
49
17,252
1.000
Ever users
245
155,099
0.522
(0.384–0.709)
<0.0001
Tertiles of cumulative duration of metformin therapy (months)
Never users
49
17,252
1.000
<25.2
100
50,206
0.901
(0.638–1.274)
0.5566
25.2–56.4
86
51,057
0.540
(0.380–0.768)
0.0006
>56.4
59
53,836
0.280
(0.191–0.410)
<0.0001
n, incident case number of hospitalization for atrial fibrillation, N, case number followed. endothelial dysfunction, inflammation, and left atrial dilatation
and fibrosis (3). These can lead to electrical and structural
remodeling and AF (3). Therefore, even though the mechanisms
of a reduced risk of AF associated with metformin use are not
yet elucidated, the biological actions of metformin targeting
the pathophysiology of the development of AF might have
contributed to such a clinical benefit. Metformin improves insulin resistance by increasing the
expression of insulin receptor and activation of tyrosine kinase
(24). In the absence of co-administration of insulin or insulin-
stimulating drugs, metformin per se rarely induce hypoglycemia. On the other hand, microvascular dysfunction and relative
ischemia with reduced oxygen/nutrient delivery and/or increased
energy demand in the heart may lead to metabolic stress
and induce AF (1). DISCUSSION showed a high
imbalance between metformin users and non-users in the use
of statin, the distribution of major risk factors and the use of
other antidiabetic drugs (11). All of these have been considered
in the present study and the distributions of these potential
confounders were well-balanced in our analyses in the matched
cohort (Table 1). Furthermore, Chang et al. did not address
the potential bias resulting from immortal time (11) and this
has been considered in the present study (discussed later). The
study by Liou et al. used a cross-sectional design and also had
imbalanced distributions of potential confounders and the use of
other antidiabetic drugs (12). The present study considered the
balance of potential confounders and the use of other antidiabetic
drugs in the matched cohort (Table 1) and used a retrospective
cohort design that addressed the correct temporality between
exposure (metformin use) and effect (HAF). Additionally, both previous studies did not consider a
dose-response effect and the regularity in the prescription of
metformin and the investigators included the diagnosis of AF
made at the outpatient clinics (11, 12). The present study
reinforced the robustness of the preventive effect of metformin
on AF by showing a dose-response effect (Tables 2, 3) and a
consistency of the findings after excluding patients who had not The higher risk of AF in patients with type 2 diabetes
mellitus is assumed to be related to metabolic syndrome and
the pathogenesis may involve insulin resistance, hypertension,
greater glycemic excursion, hypoglycemia, myocardial steatosis, February 2021 | Volume 7 | Article 592901 7 Metformin and Atrial Fibrillation Tseng Tseng TABLE 3 | Sensitivity analyses. Model/metformin use
n
N
Hazard
ratio
95% Confidence
interval
P-value
I. Excluding two consecutive prescriptions of metformin spanning more than
4 months
Never users
86
21,666
1.000
Ever users
93
59,513
0.393
(0.293–0.527)
<0.0001
Tertiles of cumulative duration of metformin therapy (months)
Never users
86
21,666
1.000
<25.2
35
20,075
0.708
(0.474–1.058)
0.0922
25.2–56.4
27
16,197
0.415
(0.269–0.640)
<0.0001
>56.4
31
23,241
0.245
(0.162–0.370)
<0.0001
II. Excluding patients treated with incretin–based therapies during follow–up
Never users
84
20,402
1.000
Ever users
269
134,549
0.458
(0.359–0.585)
<0.0001
Tertiles of cumulative duration of metformin therapy (months)
Never users
84
20,402
1.000
<25.2
115
48,775
0.713
(0.536–0.947)
0.0196
25.2–56.4
94
44,083
0.465
(0.347–0.625)
<0.0001
>56.4
60
41,691
0.258
(0.185–0.361)
<0.0001
III. DISCUSSION Through the activation of 5′-adenosine
monophosphate-activated protein kinase, metformin promotes
fatty acid oxidation, increases ketone body metabolism, reduces
lipid accumulation, and induces the expression of glucose
transporter in cardiomyocytes, thus facilitates more efficient
energy use with reduction of metabolic stress (1, 25). Studies
also suggested that metformin may reduce AF by alleviating the
dysfunction of epicardial adipose tissue (26). In an in vitro study,
metformin reduces the production of reactive oxygen species and
myolysis during tachypacing cell culture of atrial myocytes (11). Pro-fibrotic biomarkers such as interleukin-6, transforming
growth factor-beta one, matrix metalloproteinase-9 and tissue
inhibitor of metalloproteinase-1 are important biomarkers of
atrial remodeling in AF (1, 27). Interestingly, metformin inhibits
the signaling pathways of transforming growth factor-beta one
(28). Taken together, the mechanisms of a reduced risk of AF
associated with metformin use may be multifactorial and are
related to a reduction of insulin resistance and metabolic stress,
inhibition of inflammation, and alleviation of cardiac fibrosis. The findings of the present study have some clinical
implications. First, because diabetes patients have a higher risk
of AF (2–4) which may contribute to the significantly higher
risk of thromboembolic events and mortality (5), the reduced
risk of AF associated with metformin use provided a good
rationale for the recommendation of metformin as the first-
line treatment for glucose lowering in patients with type 2
diabetes mellitus. Second, it would be a good strategy to continue
the use of metformin when the addition of other antidiabetic
drugs is required for better control of hyperglycemia because
its protection against AF may or may not be directly related
to glucose lowering and such a protection was observed mainly
after 2 years of its use (Tables 2, 3). Furthermore, the dose-
response pattern (Tables 2, 3) not only implicates a cause-effect
relationship but also provides a good rationale for its continuous
use when other antidiabetic drugs are added for the improvement
of hyperglycemia. Third, the consistent findings of a protective
role of metformin on AF in the diabetes patients might provide
rationale for more vigorous investigation of its usefulness in
non-diabetes people who are at a high risk of developing AF. Pharmacoepidemiological
studies
using
administrative
databases to evaluate long-term safety or beneficial/adverse
effects of medications have become popular in recent years. DISCUSSION As the incidence of HAF was low,
the absolute risk reduction calculated from the matched cohort
was too small (86/21,662–56/21,662 = 0.14%) and the calculated
number needed to treat was too large (the reciprocal of absolute
risk reduction = 722). Therefore, the cost effectiveness of using
metformin to prevent HAF remains to be investigated. Seventh,
because this is a retrospective cohort study, the findings should
better be confirmed by prospective cohort study designs or
by clinical trials. Finally, we did not have measurement data
of some other confounders like biochemical and hormonal
data, anthropometric factors, lifestyle, physical activity, dietary
pattern, cigarette smoking, alcohol drinking, family history, and
genetic parameters. Immortal time refers to the follow-up period during which
the outcome cannot happen. Immortal time bias can be
introduced when treatment status and/or follow-up time are
inappropriately assigned (29). To prevent misclassification of
non-diabetes people as diabetes patients, those with uncertain
diabetes diagnosis have been excluded by enrolling only patients
who had been prescribed antidiabetic drugs for two or more
times (Figure 1). Misclassification of the treatment status of
metformin was not likely because the NHI is a universal health
care system and the information of all prescriptions is available
during the long period of follow-up. The immortal time during
the period between diabetes diagnosis and the initiation of
antidiabetic drugs and during the initial short follow-up period of
<180 days were not included in the calculation of the follow-up
person-years. Lastly, the immortal time during the waiting period
between drug prescription and drug dispense when a patient is
discharged from the hospital [as pointed out by Lévesque et al. (29)] is not a problem in Taiwan because the patient can get all
discharge medications immediately from the hospital at the time
of his/her discharge. There are some additional strengths. First, recall bias resulting
from self-reporting would not happen in the study because
medical records were used. Second, although the detection rate
of a disease might be affected by socioeconomic status of the
patients in studies conducted in other countries, this was less
likely in Taiwan because the drug cost-sharing in the NHI
health care system is low and much expenses can be waived
in veterans, in patients with low-income or when the patients
receive prescription refills for chronic disease. DISCUSSION February 2021 | Volume 7 | Article 592901 Frontiers in Medicine | www.frontiersin.org 8 Tseng Metformin and Atrial Fibrillation These studies are most useful for outcomes with low incidence
or when randomized controlled trials are not feasible. However,
some methodology limitations should be carefully addressed
for not getting a biased result. Methodological limitations
such as selection bias, prevalent user bias, immortal time bias,
and confounding by indication as seen in the two previous
studies (11, 12) have been carefully addressed in the present
study during study design, patient enrollment and statistical
analyses. Selection bias was avoided by using the nationwide
database covering > 99% of the population and prevalent
user bias was prevented by enrolling patients with new-onset
diabetes and new users of metformin. The impacts or carryover
effects of other antidiabetic drugs used before metformin was
initiated were also excluded by enrolling only ever users of
metformin who received metformin as the first antidiabetic drug
(Figure 1). There are some limitations in the present study. First, we
did not have electrocardiograms for confirming the diagnosis of
AF. Therefore, misclassification of AF could not be completely
excluded. However, if the misclassifications were not differential
in ever and never users of metformin, the hazard ratios would
only have been underestimated (23). Second, blood glucose levels
were not available in the database. Because a cause should happen
before an effect, the lack of blood glucose levels prevents us
from more affirmative assurance of the correctness of temporality
between diabetes as a cause and AF as an effect in some
patients. Third, in the matched cohort, the additional treatment
with metformin in ever users who had balanced use of other
antidiabetic drugs while compared to never users of metformin
suggested that metformin users might have a higher intensity
of medications. This either implied that ever users might have
a more severe disease condition or that blood glucose control
was not balanced between the two groups. Because ever users
and never users of metformin were balanced in all covariates in
the matched cohort (Table 1), a discrepancy in disease severity in
terms of diabetes complications or comorbidities was less likely. However, a discrepancy in blood glucose control between the two
groups could not be ruled out. Frontiers in Medicine | www.frontiersin.org DISCUSSION Because blood glucose fluctuations
and insulin resistance may be related to the pathogenesis of AF
and the information of these parameters was not available in
the database, future studies are required to clarify the role of
glycemic control and insulin resistance in the discrepant effects
observed in ever users and never users of metformin. Fourth, in
the sensitivity analyses, although we have separately conducted
subgroup analyses in patients with nephropathy (Model III,
Table 3) and without nephropathy (Model IV, Table 3); and after
excluding patients with a diagnosis of chronic kidney disease
and/or in a renal dialysis status (Models V, VI, and VII, Table 3),
we did not have data of urinary albumin excretion rate or
estimated glomerular filtration rate for more accurate diagnosis. Fifth, obesity and tobacco use might have been underestimated
by using the diagnostic codes because these diagnoses were
mostly not directly related to reimbursement purpose. However,
because clinical diseases related to obesity and tobacco use such
as hypertension, dyslipidemia, chronic obstructive pulmonary
disease, cancer, and cardiovascular diseases have also been
considered as potential confounders in the analyses (Table 1),
it is believed that their effects on the estimation of hazard
ratios might also have been adjusted for. Sixth, knowledge of
absolute risk reduction and number needed to treat may be
of clinical importance (30). As the incidence of HAF was low,
the absolute risk reduction calculated from the matched cohort
was too small (86/21,662–56/21,662 = 0.14%) and the calculated
number needed to treat was too large (the reciprocal of absolute
risk reduction = 722). Therefore, the cost effectiveness of using
metformin to prevent HAF remains to be investigated. Seventh,
because this is a retrospective cohort study, the findings should
better be confirmed by prospective cohort study designs or
by clinical trials. Finally, we did not have measurement data
of some other confounders like biochemical and hormonal There are some limitations in the present study. First, we
did not have electrocardiograms for confirming the diagnosis of
AF. Therefore, misclassification of AF could not be completely
excluded. However, if the misclassifications were not differential
in ever and never users of metformin, the hazard ratios would
only have been underestimated (23). Second, blood glucose levels
were not available in the database. DISCUSSION Because a cause should happen
before an effect, the lack of blood glucose levels prevents us
from more affirmative assurance of the correctness of temporality
between diabetes as a cause and AF as an effect in some
patients. Third, in the matched cohort, the additional treatment
with metformin in ever users who had balanced use of other
antidiabetic drugs while compared to never users of metformin
suggested that metformin users might have a higher intensity
of medications. This either implied that ever users might have
a more severe disease condition or that blood glucose control
was not balanced between the two groups. Because ever users
and never users of metformin were balanced in all covariates in
the matched cohort (Table 1), a discrepancy in disease severity in
terms of diabetes complications or comorbidities was less likely. However, a discrepancy in blood glucose control between the two
groups could not be ruled out. Because blood glucose fluctuations
and insulin resistance may be related to the pathogenesis of AF
and the information of these parameters was not available in
the database, future studies are required to clarify the role of
glycemic control and insulin resistance in the discrepant effects
observed in ever users and never users of metformin. Fourth, in
the sensitivity analyses, although we have separately conducted
subgroup analyses in patients with nephropathy (Model III,
Table 3) and without nephropathy (Model IV, Table 3); and after
excluding patients with a diagnosis of chronic kidney disease
and/or in a renal dialysis status (Models V, VI, and VII, Table 3),
we did not have data of urinary albumin excretion rate or
estimated glomerular filtration rate for more accurate diagnosis. Fifth, obesity and tobacco use might have been underestimated
by using the diagnostic codes because these diagnoses were
mostly not directly related to reimbursement purpose. However,
because clinical diseases related to obesity and tobacco use such
as hypertension, dyslipidemia, chronic obstructive pulmonary
disease, cancer, and cardiovascular diseases have also been
considered as potential confounders in the analyses (Table 1),
it is believed that their effects on the estimation of hazard
ratios might also have been adjusted for. Sixth, knowledge of
absolute risk reduction and number needed to treat may be
of clinical importance (30). FUNDING This study was supported by the Ministry of Science and
Technology (MOST 107-2221-E-002-129-MY3) of Taiwan and
the Yee Fong Charity Foundation. The funders had no role in
study design, data collection and analysis, decision to publish, or
preparation of the manuscript. DISCUSSION The consistency of the findings in both the unmatched
cohort and the matched cohort (Table 2) and in the sensitivity
analyses (Table 3) suggested that the results were reproducible
in different cohorts. The use of a PS-matched cohort (Table 1)
and the estimation of hazard ratios by using the Cox
proportional hazards model incorporated with IPTW (Tables 2,
3) was aimed at reducing potential confounding by indication. The possibility of residual confounding from the covariates
should be small, especially in the matched cohort for whom
the
values
of
standardized
difference
between
ever
and
never users of metformin were < 10% for all covariates
(Table 1). February 2021 | Volume 7 | Article 592901 9 Tseng Tseng Metformin and Atrial Fibrillation CONCLUSION kin was not required to participate in this study in accordance
with the national legislation and the institutional requirements. kin was not required to participate in this study in accordance
with the national legislation and the institutional requirements. This study supports a lower risk of HAF in patients with type
2 diabetes mellitus who have been treated with metformin. However, additional prospective observational studies and/or
clinical trials are necessary to confirm a cause-effect relationship. Because metformin is inexpensive and safe and does not cause
hypoglycemia when it is used as a monotherapy, the usefulness
of metformin as a protection against AF in high risk patients
is worthy of more intensive investigation in both the diabetes
patients and the non-diabetes people. ACKNOWLEDGMENTS The study is based in part on data from the National Health
Insurance Research Database provided by the Bureau of National
Health Insurance, Department of Health and managed by
National Health Research Institutes. The interpretation and
conclusions contained herein do not represent those of Bureau
of National Health Insurance, Department of Health or National
Health Research Institutes. ETHICS STATEMENT The studies involving human participants were reviewed and
approved by National Health Research Institutes. Written
informed consent from the participants’ legal guardian/next of DATA AVAILABILITY STATEMENT The datasets presented in this article are not readily available
because public availability of the dataset is restricted by local
regulations to protect privacy. Requests to access the datasets
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%2F%2Fwww2.sas.com%2Fproceedings%2Fsugi29%2F165-29.pdf&usg=
AFQjCNFOHGWYu8E8Bn4-Bo1TUiJKtT987Q
(accessed
February
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of metformin-butyrate synergism to control various pathological conditions
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patients. Diabetes Care. (2018) 41:e42–3. doi: 10.2337/dc17-2551 19. Chang L. A study of validation on comorbidity derived from claims data. Master thesis, National Yang-Ming University; Taiwan (2004). Available
online at: https://etd.lib.nctu.edu.tw/cgi-bin/gs32/ymgsweb.cgi/ccd=pfvwnT/
fulltextstdcdr?dbid=glzDVcOUZLOa&dbpathf=/opt/fb32/db/ym/ymcdrf/&
fuid=01&dbna= (accessed February 22, 2020). 9. Tseng CH. Metformin decreases risk of tuberculosis infection in type 2
diabetes patients. J Clin Med. (2018) 7:264. doi: 10.3390/jcm7090264 10. Tseng
CH. Metformin
and
risk
of
chronic
obstructive
pulmonary
disease
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Metab. (2019)
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90. doi: 10.1016/j.diabet.2018.05.001 20. Tseng CH. Diabetes, metformin use, and colon cancer: a population-
based
cohort
study
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Taiwan. Eur
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167:409–
16. doi: 10.1530/EJE-12-0369 11. Chang SH, Wu LS, Chiou MJ, Liu JR, Yu KH, Kuo CF, et al. Association
of metformin with lower atrial fibrillation risk among patients with type 2
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probability of treatment weighting (IPTW) using the propensity score to Frontiers in Medicine | www.frontiersin.org February 2021 | Volume 7 | Article 592901 10 Tseng Metformin and Atrial Fibrillation estimate causal treatment effects in observational studies. Stat Med. (2015)
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TGF-β1-induced epithelial-to-mesenchymal transition-like process and stem-
like properties in GBM via AKT/mTOR/ZEB1 pathway. Oncotarget. (2017)
9:7023–35. doi: 10.18632/oncotarget.23317 22. Alonso A, Lopez FL, Matsushita K, Loehr LR, Agarwal SK, Chen LY, et al. Chronic kidney disease is associated with the incidence of atrial fibrillation:
the Atherosclerosis Risk in Communities (ARIC) study. Circulation. (2011)
123:2946–53. doi: 10.1161/CIRCULATIONAHA.111.020982 29. Lévesque LE, Hanley JA, Kezouh A, Suissa S. Problem of immortal time bias in
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and molecular mechanisms of metformin: an overview. Clin Sci. (2012)
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absence of any commercial or financial relationships that could be construed as a
potential conflict of interest. 25. Bai F, Liu Y, Tu T, Li B, Xiao Y, Ma Y, et al. Metformin regulates
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metabolism
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have discordant effects in heart failure with a preserved ejection fraction
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1003. doi: 10.1016/j.cardfail.2019.09.002 Copyright © 2021 Tseng. 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 © 2021 Tseng. 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. 27. Stanciu AE, Vatasescu RG, Stanciu MM, Serdarevic N, Dorobantu M. The
role of pro-fibrotic biomarkers in paroxysmal and persistent atrial fibrillation. Cytokine. (2018) 103:63–8. doi: 10.1016/j.cyto.2017.12.026 February 2021 | Volume 7 | Article 592901 Frontiers in Medicine | www.frontiersin.org 11
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What are the risks and benefits of temporarily discontinuing medications to prevent acute kidney injury? A systematic review and meta-analysis
|
BMJ open
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cc-by
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Whiting, P., Savović, J., Morden, A., Caskey, F., Blakeman, T.,
Tomson , C., Stone, T., Richards, A., Horwood, J., & Tomlinson, L. (2017). What are the risks and benefits of temporarily discontinuing
medications to prevent acute kidney injury? A systematic review and
meta-analysis. BMJ Open, 7(4), Article e012674. https://doi.org/10.1136/bmjopen-2016-012674 Whiting, P., Savović, J., Morden, A., Caskey, F., Blakeman, T.,
Tomson , C., Stone, T., Richards, A., Horwood, J., & Tomlinson, L. (2017). What are the risks and benefits of temporarily discontinuing
medications to prevent acute kidney injury? A systematic review and
meta-analysis. BMJ Open, 7(4), Article e012674. https://doi.org/10.1136/bmjopen-2016-012674 Whiting, P., Savović, J., Morden, A., Caskey, F., Blakeman, T.,
Tomson , C., Stone, T., Richards, A., Horwood, J., & Tomlinson, L. (2017). What are the risks and benefits of temporarily discontinuing
medications to prevent acute kidney injury? A systematic review and
meta-analysis. BMJ Open, 7(4), Article e012674. https://doi.org/10.1136/bmjopen-2016-012674 Link to publication record on the Bristol Research Portal
PDF-document This is the final published version of the article (version of record). It first appeared online via BMJ at
http://bmjopen.bmj.com/content/7/4/e012674. Please refer to any applicable terms of use of the publisher. Strengths and limitations of this study Objectives: To summarise evidence on temporary
discontinuation of medications to prevent acute kidney
injury (AKI). Design: Systematic review and meta-analysis of
randomised and non-randomised studies. Participants: Adults taking diuretics, ACE inhibitors
(ACEI), angiotensin receptor blockers (ARB), direct
renin inhibitors, non-steroidal anti-inflammatories,
metformin or sulfonylureas, experiencing intercurrent
illnesses, radiological or surgical procedures. ▪We have conducted a thorough systematic review
of the evidence from studies that have examined
interventions involving temporary discontinuation
of medications to prevent or minimise the sever-
ity, or consequences, of acute kidney injury
(AKI). Design: Systematic review and meta-analysis of
randomised and non-randomised studies. Participants: Adults taking diuretics, ACE inhibitors
(ACEI), angiotensin receptor blockers (ARB), direct
renin inhibitors, non-steroidal anti-inflammatories,
metformin or sulfonylureas, experiencing intercurrent
illnesses, radiological or surgical procedures. Participants: Adults taking diuretics, ACE inhibitors
(ACEI), angiotensin receptor blockers (ARB), direct
renin inhibitors, non-steroidal anti-inflammatories, ▪This is a topic of major importance due to inter-
ventions currently being implemented to reduce
the
risk
of
AKI
throughout
the
UK
and
internationally. metformin or sulfonylureas, experiencing intercurrent
illnesses, radiological or surgical procedures. Interventions: Temporary discontinuation of any of
the medications of interest. ▪Broad eligibility criteria included randomised and
non-randomised studies; primary and secondary
care; intercurrent illness or a radiological/surgical
procedure; planned and unplanned settings. Primary and secondary outcome measures: Risk
of AKI. Secondary outcome measures were estimated
glomerular filtration rate and creatinine post-AKI, urea,
systolic and diastolic blood pressure, death, clinical
outcomes and biomarkers. ▪The strength of the conclusion is limited by the
quality and number of studies, and absence of
evidence for important settings and classes of
medications. ▪The strength of the conclusion is limited by the
quality and number of studies, and absence of
evidence for important settings and classes of
medications. Results: 6 studies were included (1663 participants), 3
randomised controlled trials (RCTs) and 3 prospective
cohort studies. The mean age ranged from 65 to
73 years, and the proportion of women ranged from
31% to 52%. All studies were in hospital settings; 5
evaluated discontinuation of medication prior to
coronary angiography and 1 prior to cardiac surgery. 5
studies evaluated discontinuation of ACEI and ARBs and
1 small cohort study looked at discontinuation of non-
steroidal anti-inflammatory drugs. No studies evaluated
discontinuation of medication in the community
following an acute intercurrent illness. University of Bristol – Bristol Research Portal
General rights This document is made available in accordance with publisher policies. Please cite only the
published version using the reference above. Full terms of use are available:
http://www.bristol.ac.uk/red/research-policy/pure/user-guides/brp-terms/ What are the risks and benefits of
temporarily discontinuing medications
to prevent acute kidney injury? A systematic review and meta-analysis
Penny Whiting,1,2 Andrew Morden,1,2 Laurie A Tomlinson,3,4 Fergus Caskey,2,3
Thomas Blakeman,5,6 Charles Tomson,7 Tracey Stone,1,2 Alison Richards,1,2
Jelena Savović,1,2 Jeremy Horwood1,2
Open Access
Research
group.bmj.com
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h
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Downloaded from Open Access Research What are the risks and benefits of
temporarily discontinuing medications
to prevent acute kidney injury? A systematic review and meta-analysis Penny Whiting,1,2 Andrew Morden,1,2 Laurie A Tomlinson,3,4 Fergus Caskey,2,3
Thomas Blakeman,5,6 Charles Tomson,7 Tracey Stone,1,2 Alison Richards,1,2
Jelena Savović,1,2 Jeremy Horwood1,2 ABSTRACT
Objectives: To summarise evidence on temporary
discontinuation of medications to prevent acute kidney
injury (AKI). ABSTRACT
Objectives: To summarise evidence on temporary
discontinuation of medications to prevent acute kidney
injury (AKI). To cite: Whiting P,
Morden A, Tomlinson LA,
et al. What are the risks and
benefits of temporarily
discontinuing medications to
prevent acute kidney injury?
A systematic review and
meta-analysis. BMJ Open
2017;7:e012674.
doi:10.1136/bmjopen-2016-
012674 Strengths and limitations of this study There was an
increased risk of AKI of around 15% in those in whom
medication was continued compared with those in
whom it was discontinued (relative risk (RR) 1.17, 95%
CI 0.99 to 1.38; 5 studies). When only results from
RCTs were pooled, the increase in risk was almost 50%
(RR 1.48, 95% CI 0.84 to 2.60; 3 RCTs), but the CI was
wider. There was no difference between groups for any
secondary outcomes. Received 16 May 2016
Revised 21 September 2016
Accepted 25 October 2016 Penny Whiting,1,2 Andrew Morden,1,2 Laurie A Tomlinson,3,4 Fergus Caskey,2,3
Thomas Blakeman,5,6 Charles Tomson,7 Tracey Stone,1,2 Alison Richards,1,2
Jelena Savović,1,2 Jeremy Horwood1,2 Received 16 May 2016
Revised 21 September 2016
Accepted 25 October 2016 METHODS Randomised controlled trials (RCTs) were assessed for
methodological quality using a draft version of the new
Cochrane risk of bias tool13 that includes items covering
allocation bias (random sequence generation, allocation
concealment and baseline imbalance), departures from
interventions (participant and study personnel blinding,
deviations from intended interventions and analysis in
groups to which they were randomised), attrition bias
(incomplete outcome data and robustness of results to
missing data), detection bias (blinding of outcome asses-
sors and likelihood of blinding to have influenced
results)
and
reporting
bias
(selective
reporting
of
outcome domain being assessed). The ROBINS-I tool
was used to assess the risk of bias in non-randomised
studies.14 It includes domains covering bias due to con-
founding, bias in the selection of participants into the
study, bias due to departures from intended interven-
tions, bias due to missing data, bias in taking measure-
ments and bias in the selection of the reported result. Systematic review methods followed guidance from the
Centre for Reviews and Dissemination (CRD)9 and the
Cochrane Collaboration;10 this review is reported accord-
ing to the PRISMA guidelines.11 The review followed a
predefined published protocol.12 Identification and selection of studies The following databases were searched from inception
to January 2016: Embase, MEDLINE, PsycINFO, BIOSIS
Citation Index (Web of Science), CINAHL (Cumulative
Index to Nursing and Allied Health Literature), Science
Citation Index (SCI) (Web of Science) and the Cochrane
Central
Register
of
Controlled
Trials
(CENTRAL). Supplementary searches were undertaken to identify grey
literature, completed and ongoing trials, in the following Data extraction and assessment of risk of bias Data extraction and assessment of risk of bias We extracted data on baseline characteristics (number
of participants, participant characteristics, study settings,
study design, country, inclusion and exclusion criteria),
intervention/exposure related to stopping medication
and outcomes. The primary outcome was incidence of
AKI. Secondary outcomes included urinary biomarkers,
clinical outcomes, creatinine, eGFR, urea and blood
pressure. For dichotomous data (eg, incidence of AKI),
we extracted the number of events and participants in
each treatment group and calculated the relative risk
(RR) and 95% CI. For continuous data, we extracted
the mean and SD in each treatment group and calcu-
lated mean differences (MD) and 95% CIs. We conducted a systematic review and meta-analysis of
the randomised and non-randomised studies that have
examined temporary discontinuation of all or any of
these medications in patients in primary or secondary
care at risk of AKI or with newly diagnosed AKI as a
result of an intercurrent illness or a radiological/surgical
procedure (planned or unplanned). BACKGROUND Acute
kidney
injury
(AKI)
is
a
sudden
decline in renal function, affecting up to
20% of people admitted to hospital, and is
strongly associated with increased mortality
and
longer
duration
of
hospital
stay.1
Historically, recognition and treatment of
AKI has been poor.2 Recent comprehensive
initiatives in the UK have focused on impro-
ving awareness and treatment of people with
or at risk of AKI.3 It is thought that a substan-
tial proportion of AKI is triggered or exacer-
bated by prescribed medications, particularly
during times of physiological stress such as For numbered affiliations see
end of article. For numbered affiliations see
end of article. Conclusions: There is low-quality evidence that
withdrawal of ACEI/ARBs prior to coronary angiography
and cardiac surgery may reduce the incidence of AKI. There is no evidence of the impact of drug cessation
interventions on AKI incidence during intercurrent
illness in primary or secondary care. Correspondence to
Dr Penny Whiting;
penny.whiting@bristol.ac.uk 1 Whiting P, et al. BMJ Open 2017;7:e012674. doi:10.1136/bmjopen-2016-012674 group.bmj.com
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Downloaded from Open Access intercurrent illness, surgery or radiocontrast imaging.4
These
medications
include
ACE
inhibitors
(ACEI),
angiotensin receptor blockers (ARB), diuretics, non-
steroidal anti-inflammatory drugs (NSAIDs). Under the
same circumstances, reduced excretion of metformin is
associated with an increased risk of lactic acidosis, while
sulfonylureas can lead to a greater incidence of hypogly-
caemia. Therefore, many clinicians, expert consensus
statements and guidelines recommend that some or all
of these medications are stopped prior to elective or
emergency procedures, or when patients become unwell
with symptoms of severe infection.5 6 Initiatives advising
patients prescribed these medications to temporarily
stop taking them when they become unwell (so-called
‘sick-day rules’) have been implemented throughout
Scotland and in local initiatives across the UK.7 However,
the evidence base to support these recommendations is
unclear, and the overall benefit remains controversial.8 resources: NIH ClinicalTrials.gov (http://www.clinicaltrials. gov),
metaRegister of
Controlled
Trials
(http://www. controlled-trials.com), WHO International Clinical Trials
Registry Platform
(ICTRP) (http://www.who.int/ictrp/
en), relevant guidelines (eg, NICE in the UK) regarding
management of AKI. Reference lists of included studies
were screened. Details of the MEDLINE search strategy
are available as an online supplementary appendix. Search results and full-text articles were independently
assessed for inclusion by two reviewers; disagreements
were resolved through consensus or referral to a third
reviewer where necessary. Study eligibility criteria Studies, randomised and non-randomised, that evalu-
ated adults (age ≥18 years) who were taking a specified
medication and experiencing an intercurrent illness or
undergoing a radiological/surgical procedure (planned
or unplanned) in whom the medication was temporarily
discontinued for any reason were eligible for inclusion. Medications of interest were diuretics, ACEIs, ARBs,
direct renin inhibitors, NSAIDs, metformin or sulfony-
lureas. Studies had to report a measure of kidney func-
tion
(eg,
incidence
of
AKI,
estimated
glomerular
filtration rate (eGFR) or serum creatinine) and include
a comparator group consisting of placebo, no treatment
or usual care. Data were extracted by one reviewer using a standard
data extraction form designed for this review, and
checked by a second reviewer. The risk of bias assess-
ment was performed independently by two reviewers. Any disagreements were resolved by consensus or refer-
ral to a third reviewer. Data synthesis We grouped studies by design (randomised vs non-
randomised),
population
(coronary
angiography
vs
surgery) and outcome. If there were two or more studies
assessing the same outcome, data were plotted on a 2 Whiting P, et al. BMJ Open 2017;7:e012674. doi:10.1136/bmjopen-2016-012674 group.bmj.com
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Downloaded from Open Access (522 participants)16–18 and three prospective cohort
studies (1141 participants).19–21 One study was available
only as a conference abstract and so limited details were
available for this study.21 forest plot. If data were considered statistically and clinic-
ally sufficiently homogeneous, then summary estimates
were
produced
using
random
effects
meta-analysis. When the same outcomes were assessed in randomised
and
non-randomised
studies that
were
considered
similar in terms of population and intervention, we
first stratified the analysis based on study design. If
summary estimates from stratified analyses were consid-
ered sufficiently similar, we then produced an overall
summary estimate combining data from randomised
and non-randomised studies. For dichotomous out-
comes, we estimated summary RRs and 95% CIs; for
continuous data, we estimated summary MDs and 95%
CIs. Heterogeneity was investigated using forest plots
and the I2 statistic. Where data were considered too
heterogeneous to pool, a narrative synthesis was pro-
vided. We used GRADE to rate the overall quality of
the evidence for risk of bias, publication bias, impreci-
sion, inconsistency, indirectness and magnitude of
effect.15 All studies were conducted in hospital settings: five
evaluated discontinuation of medication prior to coron-
ary angiography and one prior to cardiac surgery.19 All
but one study16 restricted inclusion to patients deemed
at higher risk of AKI such as those with chronic kidney
disease (3 studies),17 18 20 diabetes (1 study)21 or a set of
criteria that defined patients at high risk (1 study).19
The most commonly reported comorbidities included
diabetes, hypertension and congestive heart failure. No
studies of discontinuation of medication in the commu-
nity following an acute intercurrent illness were found. Studies were conducted in North America, Turkey and
Israel. The mean age, where reported, ranged from 65
to 73 years and the proportion of women in the studies
ranged from 31% to 52%. Five studies evaluated discon-
tinuation of ACEI and ARBs, one small cohort study
looked at discontinuation of NSAIDs.20 The time point
at which the medication was stopped varied between
studies. Data synthesis Three studies reported that medication was
stopped 24 hours prior to the procedure,16
18 21 two
(including the one study of surgery) that it was stopped
on the morning of the procedure17 19 and one (the
study of NSAIDs)20 did not provide details on when Risk of bias medication was stopped. The time point at which medi-
cation was started again also varied. One study stated
that medication was started up to 96 hours postproce-
dure,18 one RCT16 included two intervention arms that
compared restarting immediately postprocedure with
restarting 24 hours after the procedure and four studies
did not report on this. No studies were found that
assessed discontinuation of diuretics, metformin or sul-
fonylureas. Table 1 provides an overview of included
studies. The risk of bias assessment was performed for the
primary outcome of incidence of AKI. Two RCTs were
judged to have ‘some concerns’ regarding risk of
bias16 17 and one was rated ‘low risk of bias’.18 The two
judged at ‘some concern’ had issues with the randomisa-
tion process; all other bias domains were rated ‘low risk’. Search results The searches identified 4316 hits (records) of which 42
were considered potentially relevant and obtained for
full-text review (figure 1). A total of six studies (1663
participants) were included in the review: three RCTs Figure 1
Flow of studies through the review process. Whiti
P
t l BMJ O
2017 7 012674 d i 10 1136/b j
2016 012674 Figure 1
Flow of studies through the review process. Whiting P, et al. BMJ Open 2017;7:e012674. doi:10.1136/bmjopen-2016-012674 3 group.bmj.com
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Downloaded from Risk of bias One provided no information on the methods used to
allocate participants to the two treatment groups, the
other randomised patients by means of a coin toss but Table 1
Details of studies included in the review
Bainey et al18
Rosenstock
et al17
Wolak et al16
Coca et al19
Goksuluk
et al21*
Weisbord
et al20
Study design
RCT
RCT
RCT
Prospective
cohort
Prospective
cohort
Prospective
cohort
Sample size
208
220
94
1017
80
44
Country
Canada
USA
Israel
North America
Turkey
USA
Population
Coronary
angiography
Coronary
angiography
Coronary
angiography
Cardiac surgery
Coronary
angiography
Coronary
angiography
Risk group
CKD
CKD
None
High risk of AKI
Diabetes
CKD
Mean age
(SD)
Intervention: 73
(9)
Control: 72 (8)
Intervention: 72
(10) Control: 72
(10)
65 (12)
Intervention: 71
(11)
Control: 70 (12)
NR
NR
Female (%)
26
52
33
31
NR
NR
AKI definition
Increase in SCr
≥25% or
≥0.5 mg from
baseline
Increase in SCr
>25% or 0.5 mg
from baseline
Increase in SCr
≥25% from
baseline
Increase in SCr
≥50% or
≥0.3 mg from
baseline
Increase in
SCr ≥25% or
≥0.5 mg from
baseline
Increase in
SCr ≥25%
from baseline
or ≥0.5 mg
from baseline
Comorbidities
Diabetes (54%),
hypertension
(47%),
congestive heart
failure (14%),
liver cirrhosis
(1%)
Hypotension
(97%), diabetes
(55%)
Diabetes (50%),
unstable angina
(62%)
Diabetes (47%),
Hypertension
(88%),
congestive heart
failure (23%)
Diabetes
(100%)
NR
Study drug
ACE/ARB
ACE/ARB
ACE/ARB
ACE/ARB
ACE/ARB
NSAIDs
Intervention:
timing of hold
24 hours prior to
procedure
Day of procedure
24 hours prior
to procedure
Morning of
surgery
24 hours
before
procedure
No details
Intervention:
timing of
restart
Up to 96 hours
postprocedure
24 hours
postprocedure
(1) Immediately
afterwards; (2)
24 hours after
No details
No details
No details
Control
Continued
throughout study
Continued
throughout study
Continued
throughout
study
Continued
throughout
study
Continued
throughout
study
Continued
throughout
study
Risk of bias
Low
Some: randomised
by coin toss, no
information on
allocation
concealment. Baseline
difference
compatible with
chance
Some; no
information on
treatment
allocation,
baseline
difference
compatible with
chance
Moderate;
controlled for
confounding but
possibility of
residual
confounding
Critical; no
control for
confounding
Not assessed
*Available only as conference abstract. ACE, angiotensin-converting enzyme inhibitors; AKI, acute kidney infection; ARB, angiotensin receptor blockers; CKD, chronic kidney Available only as conference abstract. Risk of bias ACE, angiotensin-converting enzyme inhibitors; AKI, acute kidney infection; ARB, angiotensin receptor blockers; CKD, chronic kidney
disease; NSAIDs, non-steroidal anti-inflammatory drugs; RCT, randomised controlled trial; SCr, serum creatinine. 4 Whiting P, et al. BMJ Open 2017;7:e012674. doi:10.1136/bmjopen-2016-012674 group.bmj.com
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Downloaded from Open Access Open Access did not provide any information on whether allocation
was concealed. Both studies provided a reasonable over-
view of baseline characteristics, including similarities in
timings of baseline kidney function, which suggested
that any differences between groups were compatible
with chance. The risk of bias assessment highlighted
that none of the studies provided information on blind-
ing of participants, study personnel or outcome asses-
sors. However, there do not appear to have been any
departures from the intended interventions, thus knowl-
edge of the assigned intervention appears unlikely to
have influenced the study result. The outcome measure
was considered relatively objective and therefore also
unlikely to have been influenced by knowledge of treat-
ment assignment. of NSAIDs, only found 3 patients out of 44 NSAID users
who were advised to discontinue their medication prior to
coronary angiography. It reported that discontinuation of
NSAID was not associated with a lower rate of AKI, but this
was limited by the small number of patients in whom
medication was discontinued. All other studies assessed the incidence of AKI (or
contrast-induced nephropathy) in those in whom medi-
cation was stopped prior to the procedure compared
with
those
in
whom
medication
was
continued
(figure 2). Three studies defined AKI as an increase in
creatinine of 25% or 0.5 mg/dL above baseline,17 18 21
one as an increase in creatinine of 25% above baseline16
and one used a slightly different definition of an
increase in creatinine of 50% or 0.3 mg/dL above base-
line.19 All but one suggested an increased risk of AKI in
those in whom medication was continued, but CIs were
generally wide. There was an increased risk of AKI of
around 15% in those in whom medication was contin-
ued compared with those in whom it was discontinued
(RR 1.17, 95% CI 0.99 to 1.38). Omitting the study
judged at critical risk of bias had very little effect on the
summary estimate (RR 1.16, 95% CI 0.98 to 1.37). Risk of bias When
only results from RCTs were pooled, the increase in risk
was almost 50% (RR 1.48, 95% CI 0.84 to 2.60; 3 RCTs),
but the CI was much wider. There was no evidence of
heterogeneity for any of these analyses (I2=0%). Based
on GRADE, the quality of the evidence was judged as
low for the analysis restricted to RCTs and very low when
non-randomised studies were included (table 2). The
evidence was downgraded due to imprecision and the
likelihood of publication bias for the analysis that
included RCTs and for study quality and publication bias
for the analysis that included non-randomised trials. It was not possible to conduct a risk of bias assessment
for one of the non-randomised studies20 as this study did
not provide any numerical data and the risk of bias
assessment is performed at the result level. One of the
non-randomised studies was judged at moderate risk of
bias,19 and the other at critical risk of bias.21 The study
judged at critical risk of bias only presented crude
outcome data with no adjustment for potential con-
founding factors. It was judged at low risk of bias for all
other domains with the exception of measurement of
interventions which was judged at moderate risk of bias
as it was not clear exactly how exposure to ACEI and
ARBs was measured. The study judged at moderate risk
of bias was judged to have appropriately controlled for
confounding factors, but the guidance for the ROBINS-I
tool states that this domain can only be rated as low risk
of bias if the study is considered comparable to a well-
performed randomised trial. DISCUSSION The results of our meta-analysis demonstrate a ∼15%
increased risk of AKI in those in whom medication was
continued compared with those in whom it was discon-
tinued (RR 1.17, 95% CI 0.99 to 1.38). When only
results from RCTs were pooled, the increase in risk was
almost 50% (RR 1.48, 95% CI 0.84 to 2.60), but the CI
was much wider. Based on the GRADE approach, the
quality of the evidence was low when restricted to RCTs
and
very
low
when
non-randomised
studies
were
included. There was no difference between groups in
which medication was stopped and groups in which it
was continued for any secondary outcomes, but these
were mainly assessed in single studies. The results of our meta-analysis demonstrate a ∼15%
increased risk of AKI in those in whom medication was
continued compared with those in whom it was discon-
tinued (RR 1.17, 95% CI 0.99 to 1.38). When only
results from RCTs were pooled, the increase in risk was
almost 50% (RR 1.48, 95% CI 0.84 to 2.60), but the CI
was much wider. Based on the GRADE approach, the
quality of the evidence was low when restricted to RCTs
and
very
low
when
non-randomised
studies
were
included. There was no difference between groups in
which medication was stopped and groups in which it
was continued for any secondary outcomes, but these
were mainly assessed in single studies. y
g
This is the first systematic review into a topic of major
importance, as interventions of this type are currently
being implemented throughout the UK and internation-
ally, with the aim of reducing the incidence and/or
severity of AKI. We have used broad inclusion criteria in
many
databases
to
capture
randomised
and
non-
randomised studies, in primary and secondary care, and
for a range of AKI precipitants including intercurrent
illness and planned or emergency radiological and
surgical procedure. However, we have found that the
published evidence was sparse and has important limita-
tions. It is focused in hospital settings, mainly in patients
undergoing coronary angiography, restricted to patients
who were considered high risk for AKI and predomin-
antly evaluates discontinuation of ACEI and ARBs. The
primary definition of AKI in all studies was based on
short-term changes in serum creatinine, although defini-
tions varied across studies. Incidence of AKI Secondary outcomes
Two studies16 17 assessed GFR and creatinine at 24 hours
postintervention (figures 3 and 4). Both suggested no One study did not provide any numerical data on the
effect of discontinuation of medication on patient out-
comes.20 This cohort study, which assessed discontinuation Figure 2
Forest plot showing the risk of acute kidney injury in those who stopped medication prior to procedure compared with
those who continued medication. Figure 2
Forest plot showing the risk of acute kidney injury in those who stopped medication prior to procedure compared with
those who continued medication. Figure 2
Forest plot showing the risk of acute kidney injury in those who stopped medication prior to procedure compared with
those who continued medication. Figure 2
Forest plot showing the risk of acute kidney injury in those who stopped medication prior to procedure compared with
those who continued medication. Whiting P, et al. BMJ Open 2017;7:e012674. doi:10.1136/bmjopen-2016-012674 5 group.bmj.com
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Downloaded from Open Access Table 2
GRADE evidence profile: risks and benefits of temporarily discontinuing medications to prevent acute kidney injury
Quality assessment
Number of patients
Effect
Studies
Risk of bias
Inconsistency Indirectness Imprecision Other considerations
Continuation
Discontinuation
Relative
(95% CI)
Absolute
(95% CI)
Quality
Incidence of acute kidney injury
3 RCTs
Not serious
Not serious
Not serious
Serious*
Publication bias strongly
suspected†
27/248
(10.9%)
21/274 (7.7%)
RR 1.48
(0.84 to 2.60)
52 more per 1000
(from 17 fewer to
174 more)
⊕⊕○○
Low
3 RCTs3
Cohorts
Very serious‡ Not serious
Not serious
Not serious
Publication bias strongly
suspected†
134/520
(25.8%)
323/1099
(29.4%)
RR 1.14
(0.96 to 1.36)
36 more per 1000
(from 10 fewer to
93 more)
⊕○○○
Very
low
*Wide CI and few events. †Non-randomised studies appear would have been unlikely to have been written up for publication if findings had been negative; therefore, similar studies with negative findings considered
likely. ‡RCTS, no serious concerns regarding risk of bias. Two cohort studies, one judged moderate risk of bias due to possibility of residual confound, one judged critical risk of bias as did not control difference
in
these
measures
between
intervention
groups,
although
CIs
were
wide. Other
outcomes
reported in single studies included urinary biomarkers
(structural AKI), clinical end points (mortality, myocar-
dial infarction, stroke, congestive heart failure, rehospita-
lisation, hypertensive treatment) and blood pressure. Incidence of AKI Generally, there was no difference between groups in
which medication was stopped and groups in which it
was continued for any of these outcomes. Table 3 pro-
vides an overview of key outcomes; other outcomes
reported in included studies were different ways of meas-
uring these outcomes (eg, continuous rather than
dichotomous data, or change from baseline rather than
absolute value). Table 2
GRADE evidence profile: risks and benefits of temporarily discontinuing medications to prevent acute kidney injury
Quality assessment
Number of patients
Effect
Studies
Risk of bias
Inconsistency Indirectness Imprecision Other considerations
Continuation
Discontinuation
Relative
(95% CI)
Absolute
(95% CI)
Quality
Incidence of acute kidney injury
3 RCTs
Not serious
Not serious
Not serious
Serious*
Publication bias strongly
suspected†
27/248
(10.9%)
21/274 (7.7%)
RR 1.48
(0.84 to 2.60)
52 more per 1000
(from 17 fewer to
174 more)
⊕⊕○○
Low
3 RCTs3
Cohorts
Very serious‡ Not serious
Not serious
Not serious
Publication bias strongly
suspected†
134/520
(25.8%)
323/1099
(29.4%)
RR 1.14
(0.96 to 1.36)
36 more per 1000
(from 10 fewer to
93 more)
⊕○○○
Very
low
*Wide CI and few events. †Non-randomised studies appear would have been unlikely to have been written up for publication if findings had been negative; therefore, similar studies with negative findings considered
likely. ‡RCTS, no serious concerns regarding risk of bias. Two cohort studies, one judged moderate risk of bias due to possibility of residual confound, one judged critical risk of bias as did not control DISCUSSION The definitions of AKI used
in four of the studies may have overestimated the in-
cidence of AKI compared with the currently accepted
definition of AKI, which was used in only one study.19 Since ACEIs/ARBs reduce glomerular filtration rate
but preserve tubular blood flow, a more marked short-
term reduction in eGFR may be associated with lower
rates of established AKI due to ongoing tubular injury.22
Indeed,
the
only
study19
that
examined
alternate
biomarker-based definitions of AKI found no effect
related to drug cessation. In addition, the longer term 6 Whiting P, et al. BMJ Open 2017;7:e012674. doi:10.1136/bmjopen-2016-012674 group.bmj.com
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Forest plot showing the mean difference in glomerular filtration rate at 24 hours in those who stopped medication prior
to procedure compared with those who continued medication. Open Access
group.bmj.com
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Forest plot showing the mean difference in glomerular filtration rate at 24 hours in those who stopped medication prior
to procedure compared with those who continued medication. Open Access
group.bmj.com
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Downloaded from Figure 3
Forest plot showing the mean difference in glomerular filtration rate at 24 hours in those who stopped medication prior
to procedure compared with those who continued medication. Figure 3
Forest plot showing the mean difference in glomerular filtration rate at 24 hours in those who stopped medication prior
to procedure compared with those who continued medication. Figure 4
Forest plot showing the mean difference in creatinine at 24 hours in those who stopped medication prior to procedure
compared with those who continued medication. Figure 4
Forest plot showing the mean difference in creatinine at 24 hours in those who stopped medication prior to procedure
compared with those who continued medication. impact of AKI in terms of the development of CKD or
reductions in baseline GFR was not reported. The reduc-
tion in glomerular filtration rate caused by ACEI and
ARB treatment is reversible on stopping the drug.23 This
temporary rise in GFR among patients who discontinued
the drugs might have masked AKI in the studies
included here, given that AKI was defined as a change
in serum creatinine from a baseline measurement that
was taken prior to drug withdrawal. DISCUSSION Recognising the
potential
for
physiological
rather
than
pathological
changes in kidney function,22 future studies will benefit
from examining later clinical outcomes including incom-
plete recovery from AKI (ie, failure of serum creatinine
concentration to return to baseline), chronic kidney
disease and all-cause mortality. have used the ROBINS-I tool14 and the new Cochrane
tool for randomised trials.13 The majority of studies were
small and there were some concerns regarding risk of
bias
in
some
studies,
especially
one
of
the
non-
randomised studies which was judged at critical risk of
bias. Publication bias was not formally assessed in this
review because the number of studies was too small for
such an assessment to be meaningful. However, our
search strategy included a variety of routes to identify
unpublished studies and resulted in the inclusion of one
conference abstract. Despite this, we consider the likeli-
hood of publication bias in this area to be high. Importantly, there are no studies which evaluate the
benefits of stopping medication in the community fol-
lowing acute infection, and no studies that assessed dis-
continuation of diuretics that could exacerbate AKI, or
metformin and/or sulfonylureas, which may accumulate
during an episode of AKI. Only one study assessed To further quantify the limitations of the studies, we
conducted a formal risk of bias assessment using the
most recently developed tools. DISCUSSION This is the first review to Table 3
Summary of outcomes evaluated in single studies
Outcome
Study
Effect size (95% CI)
Urea (24 hours)
Wolak et al16
MD=2.17 (−5.22 to 9.56)
Diastolic blood pressure (48 hours)
Wolak et al16
MD=0.30 (−5.01 to 5.61)
Systolic blood pressure (48 hours)
Wolak et al16
MD=−2.10 (−12.98 to 8.78)
Hypertensive treatment
Wolak et al16
RR=0.17 (0.01 to 3.69)
Death
Bainey et al18
RR=3.15 (0.13 to 78.17)
Myocardial infarction
Bainey et al18
No events
Stroke
Bainey et al18
RR=3.15 (0.13 to 78.17)
Congestive heart failure
Bainey et al18
No events
Rehospitalisation
Bainey et al18
RR=7.49 (0.38 to 146.89)
Interleukin 18 (IL 18) (≥120 ng/mL)
Coca et al19
0.89 (0.65 to 1.23)*
Kidney injury molecule 1 (KIM 1) (≥1.15 ng/mL)
Coca et al19
1.09 (0.82 to 1.44)*
Liver fatty acid binding protein (L-FABP) (≥170 ng/mL)
Coca et al19
0.97 (0.73 to 1.3)*
Neutrophilgelatinase-associated lipocalin (NGAL) (≥120 ng/mL)
Coca et al19
0.84 (0.60 to 1.16)*
*Adjusted for sex, age, white, CKD-EPI eGFR, diabetes, hypertension, congestive heart failure, myocardial infarction, cardiac cauterisation in
past 48 hours, electic surgery and type of surgery (CABG, valve, both). MD, mean difference; RR, relative risk. Table 3
Summary of outcomes evaluated in single studies
Outcome Table 3
Summary of outcomes evaluated in single studies
Outcome
Study
Effect size (95% CI)
Urea (24 hours)
Wolak et al16
MD=2.17 (−5.22 to 9.56)
Diastolic blood pressure (48 hours)
Wolak et al16
MD=0.30 (−5.01 to 5.61)
Systolic blood pressure (48 hours)
Wolak et al16
MD=−2.10 (−12.98 to 8.78)
Hypertensive treatment
Wolak et al16
RR=0.17 (0.01 to 3.69)
Death
Bainey et al18
RR=3.15 (0.13 to 78.17)
Myocardial infarction
Bainey et al18
No events
Stroke
Bainey et al18
RR=3.15 (0.13 to 78.17)
Congestive heart failure
Bainey et al18
No events
Rehospitalisation
Bainey et al18
RR=7.49 (0.38 to 146.89)
Interleukin 18 (IL 18) (≥120 ng/mL)
Coca et al19
0.89 (0.65 to 1.23)*
Kidney injury molecule 1 (KIM 1) (≥1.15 ng/mL)
Coca et al19
1.09 (0.82 to 1.44)*
Liver fatty acid binding protein (L-FABP) (≥170 ng/mL)
Coca et al19
0.97 (0.73 to 1.3)*
Neutrophilgelatinase-associated lipocalin (NGAL) (≥120 ng/mL)
Coca et al19
0.84 (0.60 to 1.16)*
*Adjusted for sex, age, white, CKD-EPI eGFR, diabetes, hypertension, congestive heart failure, myocardial infarction, cardiac cauterisation in
past 48 hours, electic surgery and type of surgery (CABG, valve, both). MD, mean difference; RR, relative risk. 7 Whiting P, et al. BMJ Open 2017;7:e012674. Open Access Subsequent evidence regarding the safety of community
medication cessation interventions has come from an
ongoing evaluation of hospital admissions following
introduction of the NHS Scotland scheme, which has
shown a stabilisation or fall in hospital admissions with
AKI.24 However, a concurrent fall in heart failure admis-
sions (which might have been expected to increase as a
consequence of discontinuation of ACEIs or ARBs
among patients previously stabilised on these drugs for
treatment of heart failure) suggest a secular trend in
hospital admissions unrelated to the introduction of the
intervention, and interpretation is also limited by the
absence of a control population. There remains ongoing
disagreement about how the general evidence base
should be interpreted to consider the balance of risks
and benefits of drug-cessation interventions, particularly
during acute illness.8 discontinuation
of
NSAIDs
and
only
a
very
small
number of patients discontinued these drugs in this
study and so it was not possible to draw conclusions
regarding the effects of discontinuing NSAIDs. At
present,
a
number
of
national
organisations
provide guidance about medication cessation, as well as
many regional schemes and guidelines. The UK NICE
guidance published in 2013 recommends consideration
of temporarily stopping ACEI and ARBs in adults having
iodinated contrast agents if they have chronic kidney
disease with an eGFR <40 mL/min/1.73 m2, and in
adults, children and young people with diarrhoea, vomit-
ing or sepsis.6 In 2015, NHS Scotland and the Scottish
Patient Safety Programme initiated a more wide ranging
medication cessation intervention. Predominantly via
community
pharmacists,
patients
are
issued
with
Sick-Day Rules cards, advising them to stop taking
ACEIs/ARBs, NSAIDS, diuretics and metformin when
they become unwell with vomiting or diarrhoea, and/or
fevers sweats and shaking.24 Under similar circum-
stances,
guidance
from
the
Canadian
Diabetes
Association Clinical Practice Guidelines for Chronic
Kidney Disease in Diabetes recommends physicians and
patients to withhold ACEIs, ARBs, NSAIDs, diuretics,
metformin, direct renin inhibitors and sulfonylureas.25
This guidance is based on the commonly held belief
that there is an association between the use of ACEI/
ARBs, diuretics and NSAIDs and the development of
AKI, particularly during illness or other physiological
insult. Open Access The potentially strongest source of evidence, the
incidence of AKI in RCTs of ACEIs and ARBs compared
with placebo is poorly described due to variable defini-
tions or absent reporting of kidney-related adverse
events.26 A number of observational studies have demon-
strated a higher risk of AKI among patients among
ACEI/ARB users also taking diuretics and/or NSAIDs
compared with those taking ACEIs/ARBs alone,27–29 or
with ACEI/ARB users compared with non-users during
acute illness or after surgery.30 31 As with all observa-
tional evidence, these studies carry an inherent risk of
associations being due to bias and confounding, particu-
larly confounding by indication, in which patients at
higher risk of AKI are more likely to be treated with the
drugs
of
interest,
making
a
direct
causal
effect
uncertain g
This systematic review includes five additional studies
published since the NICE guidance on AKI. Our results
show low-quality evidence that withdrawal of ACEI/ARBs
and NSAIDs prior to coronary angiography and cardiac
surgery may reduce the incidence of AKI. However, the
quality, power and limited scope of these studies reduce
the emphasis that can be placed on this finding and
have not substantially clarified the evidence base. There
is no published evidence of the impact of drug cessation
interventions on AKI incidence during intercurrent
illness in primary or secondary care, of other included
medications (NSAIDs, diuretics, sulfonylureas, metfor-
min) or of combinations of medications. We also found
no evidence of ongoing studies of interventions on any
of these topics. The current widespread promotion of ‘sick-day guid-
ance’ incurs financial and opportunity costs. While the
public health impact of sick-day guidance can be evalu-
ated through the novel data flows recently established by
NHS England and the UK Renal Registry,3more formal
controlled evaluation in the form of stepped wedge or
cluster randomised trials could be applied to ensure we
achieve maximal overall public health benefit. DISCUSSION doi:10.1136/bmjopen-2016-012674 Whiting P, et al. BMJ Open 2017;7:e012674. doi:10.1136/bmjopen-2016-012674 group.bmj.com
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Downloaded from Open Access Open Access 1The National Institute for Health Research Collaboration for Leadership in
Applied Health Research and Care West (NIHR CLAHRC West) at University
Hospitals Bristol NHS Foundation Trust, Bristol, UK
2School of Social and Community Medicine, University of Bristol, Bristol, UK
3UK Renal Registry, Bristol, UK
4Department of Non-communicable Disease Epidemiology, London School of
Hygiene and Tropical Medicine, London, UK
5Centre for Primary Care, Institute of Population Health, The University of
Manchester, Manchester, UK
6National Institute for Health Research Collaboration for Leadership in Applied
Health Research and Care (NIHR CLAHRC) Greater Manchester, Centre for
Primary Care, Institute of Population Health, University of Manchester,
Manchester, UK
7D
t
t f R
l M di i
F
H
it l N
tl U
T Author affiliations
1 All authors contributed to the
interpretation of results, commented on draft manuscripts and have given
their approval for publication. 11. Moher D, Liberati A, Tetzlaff J, et al. Preferred reporting items for
systematic reviews and meta-analyses: the PRISMA statement. Ann Intern Med 2009;151:264–9. w64. ;
12. Morden A, Horwood J, Whiting P, et al. The risks and benefits of
patients temporarily discontinuing medications in the event of an
intercurrent illness: a systematic review protocol. Syst Rev 2015;4:139. y
p
y
13. Savovic J, Higgins J, Sterne J, et al. Introducing a revised risk of
bias tool for randomized trials. Cochrane Colloquium, 2015. http://
www.cochranelibrary.com/dotAsset/5bc8d6fd-0604-4bed-beb2-
8bc7a74aa4b9.pdf p
14. Sterne Jonathan AC, Hernán Miguel A, Reeves Barnaby C, et al. ROBINS-I: a tool for assessing risk of bias in non-randomised
studies of interventions. BMJ 2016;355:4919. Funding This research is supported by the National Institute for Health
Research (NIHR) Collaboration for Leadership in Applied Health Research and
Care (CLAHRC) West at University Hospitals Bristol NHS Foundation Trust. TB was partly funded by the NIHR CLAHRC Greater Manchester. LAT is
funded by a Wellcome Trust intermediate clinical fellowship (101143/Z/13/Z). 15. Guyatt GH, Oxman AD, Vist GE, et al. GRADE: an emerging
consensus on rating quality of evidence and strength of
recommendations. BMJ 2008;336:924–6. 16. Wolak T, Aliev E, Rogachev B, et al. Renal safety and angiotensin II
blockade medications in patients undergoing non-emergent coronary
angiography: a randomized controlled study. Isr Med Assoc J
2013;15:682–7. Disclaimer The funders had no role in the design of the study, data
collection and analysis, decision to publish or preparation of the manuscript. However, the project outlined in this article may be considered to be affiliated
to the work of the NIHR CLAHRC Greater Manchester and NIHR CLAHR West. The views expressed in this article are those of the authors and not
necessarily those of the NHS, NIHR or the Department of Health. 17. Rosenstock JL, Bruno R, Kim JK, et al. The effect of withdrawal of
ACE inhibitors or angiotensin receptor blockers prior to coronary
angiography on the incidence of contrast-induced nephropathy. Int Urol Nephrol 2008;40:749–55. p
;
18. Bainey KR, Rahim S, Etherington K, et al. Effects of withdrawing vs
continuing renin-angiotensin blockers on incidence of acute kidney
injury in patients with renal insufficiency undergoing cardiac
catheterization: results from the Angiotensin Converting Enzyme
Inhibitor/Angiotensin Receptor Blocker and Contrast Induced
Nephropathy in Patients Receiving Cardiac Catheterization
(CAPTAIN) trial. Author affiliations
1 1The National Institute for Health Research Collaboration for Leadership in
Applied Health Research and Care West (NIHR CLAHRC West) at University
Hospitals Bristol NHS Foundation Trust, Bristol, UK
2School of Social and Community Medicine, University of Bristol, Bristol, UK
3UK Renal Registry, Bristol, UK
4Department of Non-communicable Disease Epidemiology, London School of
Hygiene and Tropical Medicine, London, UK
5Centre for Primary Care, Institute of Population Health, The University of
Manchester, Manchester, UK
6National Institute for Health Research Collaboration for Leadership in Applied
Health Research and Care (NIHR CLAHRC) Greater Manchester, Centre for
Primary Care, Institute of Population Health, University of Manchester,
Manchester, UK
7Department of Renal Medicine Freeman Hospital Newcastle Upon Tyne Only one of the studies17 considered in this review was
available at the time of development of the NICE guid-
ance
for
AKI.6
The
guideline
development
group
discuss
explicitly
the
difficulty
of
issuing
guidance
regarding medication cessation (for ACEIs/ARBs only),
despite limited evidence.6 They felt that the available
evidence for discontinuation was weak but that the ‘con-
tinuing use of ACEIs/ARBs [during acute illness or
exposure to iodinated contrast agents] is clearly asso-
ciated with AKI. In contrast, the temporary suspension
of ACEIs/ARBs for a short period seems unlikely to
greatly
increase
the
risk
of
cardiovascular
events’. 7Department of Renal Medicine, Freeman Hospital, Newcastle Upon Tyne
Hospitals Foundation Trust, Tyne and Wear, UK 7Department of Renal Medicine, Freeman Hospital, Newcastle Upon Tyne
Hospitals Foundation Trust, Tyne and Wear, UK Acknowledgements The authors would like to thank Dr Tim Jones, NIHR
CLAHRC West, for help with assessing the risk of bias in the included studies. Acknowledgements The authors would like to thank Dr Tim Jones, NIHR
CLAHRC West, for help with assessing the risk of bias in the included studies. 8 Whiting P, et al. BMJ Open 2017;7:e012674. doi:10.1136/bmjopen-2016-012674 group.bmj.com
on April 11, 2017 - Published by
http://bmjopen.bmj.com/
Downloaded from Open Access Open Access Contributors CT, TB and FC conceived the idea for the review. PW, AM, JH
and LAT drafted the article with the support of FC. AR developed the search
strategy. FC, LAT, TB and CT served as content experts in the field of AKI. JH
served as the overall supervisor and provided input on study methodology. JS
provided methodological support. AM, PW and TS undertook screening and
data extraction. PW and FC performed the risk of bias assessment. PW and
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2. National Confidential Enquiry into Patient Outcome and Death. Acute Kidney Injury: Adding Insult to Injury. 2009. http://www. ncepod.org.uk/2009aki.html 24. Morrison C, Wilson M. Medicine sick day rules cards: a safe and
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26. Palmer SC, Mavridis D, Navarese E, et al. Comparative efficacy and
safety of blood pressure-lowering agents in adults with diabetes and
kidney disease: a network meta-analysis. Lancet 2015;385:2047–56. 5. Feehally J, Gilmore I, Barasi S, et al. RCPE UK consensus
conference statement: management of acute kidney injury: the role
of fluids, e-alerts and biomarkers. J R Coll Physicians Edinb
2013;43:37–8. y
y
27. Dreischulte T, Morales DR, Bell S, et al. Combined use of
nonsteroidal anti-inflammatory drugs with diuretics and/or
renin-angiotensin system inhibitors in the community increases the
risk of acute kidney injury. Kidney Int 2015;88:396–403. 6. National Institute for Health and Clinical Excellence. Acute kidney
injury: prevention, detection and management. NICE guideline
(CG169), 2013. 6. National Institute for Health and Clinical Excellence. Acute kidney
injury: prevention, detection and management. NICE guideline
(CG169), 2013. y
j
y
y
28. Lapi F, Azoulay L, Yin H, et al. Concurrent use of diuretics,
angiotensin converting enzyme inhibitors, and angiotensin receptor
blockers with non-steroidal anti-inflammatory drugs and risk of acute
kidney injury: nested case-control study. BMJ 2013;346:e8525. 7. Scottish Patient Safety Programme. Medicine Sick Day Rules Card. 2015. http://www.scottishpatientsafetyprogramme.scot.nhs.uk/
programmes/primary-care/medicine-sick-day-rules-card 8. Griffith K Ashley C, Blakeman T, et al. Author affiliations
1 Am Heart J 2015;170:110–16. Competing interests None declared. Competing interests None declared. Provenance and peer review Not commissioned; externally peer reviewed. Provenance and peer review Not commissioned; externally peer reviewed. Data sharing statement No additional data are available. Data sharing statement No additional data are available. Open Access This is an Open Access article distributed in accordance with
the terms of the Creative Commons Attribution (CC BY 4.0) license, which
permits others to distribute, remix, adapt and build upon this work, for
commercial use, provided the original work is properly cited. See: http://
creativecommons.org/licenses/by/4.0/ (
)
19. Coca SG, Garg AX, Swaminathan M, et al. Preoperative
angiotensin-converting enzyme inhibitors and angiotensin receptor
blocker use and acute kidney injury in patients undergoing cardiac
surgery. Nephrol Dial Transplant 2013;28:2787–99. g
y
p
p
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20. Weisbord SD, Mor MK, Resnick AL, et al. Prevention, incidence, and
outcomes of contrast-induced acute kidney injury. Arch Intern Med
2008;168:1325–32. 21. Goksuluk H, Kerimli N, Atmaca Y, et al. Effects of renin-angiotensin-
aldosterone system blockers on contrast-induced nephropathy and
its association with NGAL levels in diabetic patients undergoing
coronary angiography. Eur Heart J 2015;36:642. REFERENCES ‘Sick day rules’ in patients at
risk of Acute Kidney Injury: an Interim Position Statement from the
Think Kidneys Board. 2015. http://www.thinkkidneys.nhs.uk/
wp-content/uploads/2015/07/Think-Kidneys-Sick-Day-Rules-
160715.pdf y
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y
29. Loboz KK, Shenfield GM. Drug combinations and impaired renal
function—the ‘triple whammy’. Br J Clin Pharmacol 2005;59:239–43. p
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30. Arora P, Rajagopalam S, Ranjan R, et al. Preoperative use of
angiotensin-converting enzyme inhibitors/angiotensin receptor
blockers is associated with increased risk for acute kidney injury after
cardiovascular surgery. Clin J Am Soc Nephrol 2008;3:1266–73. 9. Centre for Reviews and Dissemination. Systematic reviews: CRD’s
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31. Plataki M, Kashani K, Cabello-Garza J, et al. Predictors of acute
kidney injury in septic shock patients: an observational cohort study. Clin J Am Soc Nephrol 2011;6:1744–51. 10. Higgins JPT, Green S. Cochrane handbook for systematic reviews of
interventions [Internet]. 2011. http://www.cochrane-handbook.org/ Whiting P, et al. BMJ Open 2017;7:e012674. doi:10.1136/bmjopen-2016-012674 9 group.bmj.com
on April 11, 2017 - Published by
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Analisis Tingkat Berpikir Mahasiswa Terkait Literasi Komputer dalam Konteks Pendidikan
|
Journal of Vocational, Informatics and Computer Education
| 2,023
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cc-by-sa
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ABSTRACT Tujuan penelitian ini ialah pemanfaatan literasi yang dapat dijadikan menjadi
kurikulum sekolah,menganalisis tingkat berpikir siswa terkait literasi
komputer bagaimana dampak pada kemapuan berpikir siswa dan mengukur
dampak literasi komputer..Pada penelitian sebelumnya dengan pembagian
kuesioner,Didapati berbagai macam data tingkat kemampuan literasi
komputer, literasi digital dan literasi finansial. Hasil penelitian ini
menggunakan hasil pernyataan responden (kuesioner) yang dimasukkan
aplikasi microsoft Excel.Data ini diambil dari mahasiswa Universita Negeri
Makassar
dengan
72
responden
sebagai
sampel
dalam
observasi
menggunakan angket kuesioner. Hasil Data yang telah di hitung menyatakan
bahwa penggunaan media umum dapat menaikkan literasi digital siswa.Media
umum bisa sebagai asal belajar yang efektif.Peserta didik merasa mempunyai
pemahaman yang relatif perihal etika dan integrasi komputer dalam
pendidikan.Upaya pendidikan berhasil dalam memberikan pencerahan
perihal nilai etika.Internet sudah memudahkan peserta didik dalam
mengakses informasi.Literasi komputer memiliki dampak positif terhadap
pemahaman Mahasiswa terhadap materi pembelajaran.Literasi personal
komputer memainkan peran krusial dalam menaikkan kemampuan
Mahasiswa dalam memahami serta mengaplikasikan materi pembelajaran. This is an open access article under the CC BY-SA license Diterima 17 November 2023; Disetujui 28 Desember 2023
Tersedia secara daring 31 Desember 2023
Dipublikasikan oleh Lontara Digitech Indonesia Analisis
Tingkat
Berpikir
Mahasiswa
Terkait
Literasi
Komputer dalam Konteks Pendidikan 1IPOSS Jakarta, 2Universitas Binawan, 3,4,5Universitas Negeri Makassar 1IPOSS Jakarta, 2Universitas Binawan, 3,4,5Universitas Negeri Makassar ARTICLE INFO
Kata kunci:
Literasi Komputer,
Teknologi Pendidikan j
Tersedia secara daring 31 Desember 2023 Dipublikasikan oleh Lontara Digitech Indonesia Journal of Vocational, Informatics and Computer Education Vol.1 No. 2 December (2023) Journal of Vocational, Informatics and Computer Education Vol.1 No. 2 December (2023) Fundamental and Applied Management Journal
E-ISSN: XXXX-YYYY; P-ISSN: XXXX-YYYY
Journal Homepage: http://journal.lontaradigitech.com/FAMJ
Journal of Vocational, Informatics and Computer Education
E-ISSN: 2988-6325; P-ISSN: 2988-4918
DOI : https://doi.org/10.61220/voice
Journal Homepage: http://journal.lontaradigitech.com/VOICE 1. PENDAHULUAN Kemajuan pengetahuan dan teknologi digital sudah mempunyai akibat luas pada global
pendidikan. pada zaman teknologi saat ini, teknologi digital telah merubah cara kita menuntut
ilmu serta pengajaran [12].Pada satu studi yang dilakukan oleh Geertshuis serta Liu
menganalisis tantangan yang dihadapi sang staf akademik ketika mengadopsi sistem manajemen
pembelajaran (LMS).[17] Mereka menemukan bahwa tantangan-tantangan tersebut terkait
menggunakan identitas profesional, proses pengambilan keputusan, serta beragamnya ciri-ciri
profesional guru. Dukungan kelembagaan buat adopsi teknologi tidak sepenuhnya menjawab
tantangan-tantangan ini. 102 Journal of Vocational, Informatics and Computer Education
E-ISSN: 2988-6325
P-ISSN: 2988-4918 Banyak cara untuk mengatasi tantangan-tantangan yang dihadapi oleh propesional guru
.Membahas model konseptual buat integrasi teknologi pada Pendidikan merupakan salah satu
model solusi untuk mengatasi tantangan yang ada.Model-contoh ini dapat menjembatani teori
dan software mudah, memberikan panduan untuk menggunakan teknologi secara efektif pada
pendidikan[18].Dalam konteks pendidikan suku Indian Amerika, Adcock menyoroti upaya
waktu ini untuk memakai teknologi pendidikan dengan siswa K-12[7]. Studi ini berpendapat
bahwa literatur yang ada tentang kesetaraan digital memarjinalkan siswa Pribumi dan
menyerukan lebih poly penelitian perihal bagaimana teknologi bisa melayani serta mendukung
peserta didik Pribumi[7].Dalam beberapa dekade terakhir, ada sejumlah tren primer yang sudah
mensugesti pendidikan.keliru satu perkembangan terbesar adalah penggunaan internet. penting
bagi kita semua buat selalu mengikuti perkembangan teknologi. menggunakan adanya
perkembangan tadi akan sangat mensugesti dunia pendidikan yaitu, akan meningkatkan lulusan
berkualitas secara terus menerus. Selain itu, teknologi sudah mengganti cara pelajar dan
mengajar. Penggunaan software pembelajaran, visualisasi, serta alat-alat interaktif telah
membentuk pembelajaran lebih menarik dan efektif. Hal ini dapat memakai teknologi buat
mempersonalisasi pengalaman belajar bagi setiap peserta didik. Literasi digital diartikan sebagai usaha belajar dengan teknologi,bisa dikatakan dua hal ini di
gabungkan antara belajar dengan teknologi. Nyatanya dikatakan literasi digital sebelumnya
susah dilakukan sebab minesnya keinginan pendidik untuk menggunakan digital dijakur
mengajarnya dan kurangnya pemahaman dengan peenggunaan teknologi digital, literasi digital
zaman ini dipergunakan dengan syarat pengajaran pada tempat menuntut ilmu mulai
dipindahkan sebagai pembelajaran dengan tempat yang berbeda-beda [20]. Kemristekdikti
(2018)
mengatakan
zaman
4.0
akan
mendisrupsi
macam-macam
pekerjaan,begitu pula dengan bidang iptek (ilmu pengetahuan dan teknologi) dan pembelajaran
nanti[27]. Diera revolusi keempat atau 4.0 yang dikenal menggunakan revolusi digital, seluruh
informasi bisa diperoleh menggunakan real-time serta cepat dimana saja dan kapan saja.[23]
Berdasarkan [6] Pengembangan bidang teknologi juga akan membuat ancaman baru pada era
industry 4.0, keliru diantaranya merupakan pembelajaran. Berdasarkan[5]. 1. PENDAHULUAN Pada artikel ini, tersaji beberapa temuan utama terkait literasi digital yang memegang peranan
krusial pada pendidikan,khususnya dalam pemanfaatan teknologi pada pembelajaran. Penggunaan kecerdasan sintesis serta teknologi lainnya juga bisa menaikkan pengalaman
belajar[28].Guru bisa mengoptimalkan potensi literasi digital siswa dengan menggunakan
software atau media yg dapat mengotomatisasi tugas-tugas seperti memberikan feedback,
menentukan materi pembelajaran yang sinkron, dan menyelaraskan kurikulum menggunakan
kebutuhan peserta didik.Selain itu, peserta didik perlu mempunyai keterampilan literasi digital
yang krusial seperti memahami konteks dunia digital, mengevaluasi konten, bertanggung jawab,
kreatif, kritis, dan bertanggung jawab secara sosial. Pada artikel ini, tersaji beberapa temuan utama terkait literasi digital yang memegang peranan
krusial pada pendidikan,khususnya dalam pemanfaatan teknologi pada pembelajaran. Penggunaan kecerdasan sintesis serta teknologi lainnya juga bisa menaikkan pengalaman
belajar[28].Guru bisa mengoptimalkan potensi literasi digital siswa dengan menggunakan
software atau media yg dapat mengotomatisasi tugas-tugas seperti memberikan feedback,
menentukan materi pembelajaran yang sinkron, dan menyelaraskan kurikulum menggunakan
kebutuhan peserta didik.Selain itu, peserta didik perlu mempunyai keterampilan literasi digital
yang krusial seperti memahami konteks dunia digital, mengevaluasi konten, bertanggung jawab,
kreatif, kritis, dan bertanggung jawab secara sosial. Meskipun penelitian sebelumnya sudah memberikan pemahaman yg baik perihal literasi digital,
masih terdapat beberapa pertanyaan yang belum terjawab. misalnya, apa hubungan literasi
komputer dengan berpikir siswa pada konteks pendidikan? Apa praktik terbaik buat
mengintegrasikan literasi personal komputer ke dalam kurikulum buat menaikkan keterampilan
berpikir peserta didik? Pertanyaan pertanyaan ini akan fokus penelitian ini serta bisa
memberikan wawasan baru dalam pengembangan literasi digital. Tujuan penelitian ini ialah
pemanfaatan literasi yang dapat dijadikan menjadi kurikulum sekolah,menganalisis tingkat
berpikir siswa terkait literasi komputer bagaimana dampak pada kemapuan berpikir siswa dan
mengukur dampak literasi komputer. 1. PENDAHULUAN Kesimpulan
penelitian
menyatakan
terampil
berpikir
keras
dan
daya
literasi
sains
siswa masih rendah.[24].Keterampilan tersebut adalah keliru satu hal yang berujuk pada
berkembangnya teknologi komunikasi. di era 4.0 pula era yang saat ini kita rasakan.Dalam
kehidupan insan akan selalu berkaitan dengan dunia teknologi serta berita.[28] Semua
pendidikan wajib manfaatkan rintangan dan kesempatan yang terdapat dizaman 4.0,
menggunakan memulai dari adaptasi asal segala perubahan yang ada serta bersiap buat
menghadapi murid zaman sekarang pada dasarnya pengajaran, terampilan teknologi, literasi
awal, literasi perasaan, pendidikann menjadi lebih bagus serta hayati. Selama nyayris 20 tahun sebelumnya semenjak diterbitkan dari PISA, literasi sains Indonesia
tidak ada kelebihan yang tinggi. Nilai literasi sains siswa berada rata-rata 393 tahun 2000
hingga 396 tahun 2018. Nilai tersebut sangat jauh pada bawah nilai rata-rata Negara anggota
OECD yakni 489. Terdapat banyak faktor sebab rendahnya kemampuan literasi sains siswa
Indonesia yang dijelaskan sang peneliti terkait pada hasil PISA Indonesia.antara lain a). Memilih
buku pengajaran, b). Miskonsepsi, c). Pengajaran tidak tertata, d). Banyak yang tidak mampu
membaca, serta e). Wilayah yang tidak mememungkinkan.[18] Penelitian [2] sebelumnya menunjukkan bahwa telah terlaksana namun belum sepenuhnya. Hal
ini
didebabkan
hambatan
yang
dihadapi
yaitu
kompetensi
digital
pengajar
yang 103 Journal of Vocational, Informatics and Computer Education
E-ISSN: 2988-6325
P-ISSN: 2988-4918 terbatas,pasilitas yang kurang, dan peserta didik yang belum paham betul tentang literasi digital. Perkembangan literasi akan sebagai krusial karena literasi artinya kemampuan awal yang harus
dimiliki bagi setiap individu buat menjalankan kehidupan dimasa depan. Pembelajaran literasi
jua akan menerima akibat yg optimal Bila diberikan sejak usia dini sebagai akibatnya dianggap
literasi awal. Di usia tersebut akan terjadi masa golden age, dimana masa tadi artinya masa
keemasan seorang anak yang akan mengalami suatu perkembangan yg sangat pesat. waktu ini,
kemampuan masyarakat dalam tahu isu di ranah digital yg berkembang dalam jaringan internet
sudah semakin maju. Mereka telah mulai bisa menyaring mana saja yang layak buat dikonsumsi
serta apa saja yang kemudian dikategorikan menjadi informasi negatif. Memikirkan hal serius
dimulai ketika orang mengeluarkan keputusan ilmu yang lebih bisa digunakan,banyak sekali
pengetahuan yang terdapat pada kepala buat memfiniskan persoalan [11]. Pada keadaan
ini,pasti setiap orang mampu menyelesaikan dengan jalan yang berbeda. Ada perbedaan
kekuatan di pemaparan konsep setiap orang akan terpengaruh pada menuntaskan dilema [13]. Pada artikel ini, tersaji beberapa temuan utama terkait literasi digital yang memegang peranan
krusial pada pendidikan,khususnya dalam pemanfaatan teknologi pada pembelajaran. 1. PENDAHULUAN Penggunaan kecerdasan sintesis serta teknologi lainnya juga bisa menaikkan pengalaman
belajar[28].Guru bisa mengoptimalkan potensi literasi digital siswa dengan menggunakan
software atau media yg dapat mengotomatisasi tugas-tugas seperti memberikan feedback,
menentukan materi pembelajaran yang sinkron, dan menyelaraskan kurikulum menggunakan
kebutuhan peserta didik.Selain itu, peserta didik perlu mempunyai keterampilan literasi digital
yang krusial seperti memahami konteks dunia digital, mengevaluasi konten, bertanggung jawab,
kreatif, kritis, dan bertanggung jawab secara sosial. terbatas,pasilitas yang kurang, dan peserta didik yang belum paham betul tentang literasi digital. Perkembangan literasi akan sebagai krusial karena literasi artinya kemampuan awal yang harus
dimiliki bagi setiap individu buat menjalankan kehidupan dimasa depan. Pembelajaran literasi
jua akan menerima akibat yg optimal Bila diberikan sejak usia dini sebagai akibatnya dianggap
literasi awal. Di usia tersebut akan terjadi masa golden age, dimana masa tadi artinya masa
keemasan seorang anak yang akan mengalami suatu perkembangan yg sangat pesat. waktu ini,
kemampuan masyarakat dalam tahu isu di ranah digital yg berkembang dalam jaringan internet
sudah semakin maju. Mereka telah mulai bisa menyaring mana saja yang layak buat dikonsumsi
serta apa saja yang kemudian dikategorikan menjadi informasi negatif. Memikirkan hal serius
dimulai ketika orang mengeluarkan keputusan ilmu yang lebih bisa digunakan,banyak sekali
pengetahuan yang terdapat pada kepala buat memfiniskan persoalan [11]. Pada keadaan
ini,pasti setiap orang mampu menyelesaikan dengan jalan yang berbeda. Ada perbedaan
kekuatan di pemaparan konsep setiap orang akan terpengaruh pada menuntaskan dilema [13]. terbatas,pasilitas yang kurang, dan peserta didik yang belum paham betul tentang literasi digital. Perkembangan literasi akan sebagai krusial karena literasi artinya kemampuan awal yang harus
dimiliki bagi setiap individu buat menjalankan kehidupan dimasa depan. Pembelajaran literasi
jua akan menerima akibat yg optimal Bila diberikan sejak usia dini sebagai akibatnya dianggap
literasi awal. Di usia tersebut akan terjadi masa golden age, dimana masa tadi artinya masa
keemasan seorang anak yang akan mengalami suatu perkembangan yg sangat pesat. waktu ini,
kemampuan masyarakat dalam tahu isu di ranah digital yg berkembang dalam jaringan internet
sudah semakin maju. Mereka telah mulai bisa menyaring mana saja yang layak buat dikonsumsi
serta apa saja yang kemudian dikategorikan menjadi informasi negatif. Memikirkan hal serius
dimulai ketika orang mengeluarkan keputusan ilmu yang lebih bisa digunakan,banyak sekali
pengetahuan yang terdapat pada kepala buat memfiniskan persoalan [11]. Pada keadaan
ini,pasti setiap orang mampu menyelesaikan dengan jalan yang berbeda. Ada perbedaan
kekuatan di pemaparan konsep setiap orang akan terpengaruh pada menuntaskan dilema [13]. METODE PENELITIAN Penemuan ini memakai observasi dengan deskriptif kuantitatif yang dijalankan pada Universitas
Negeri Makassar[12]. Saat mengumpulkan data dengan memakai teknik mengumpulkan data
kuesioner. kuesioner ialah cara mengumpulkan data yang menggabungkan pengajuan berbagai
macam pertanyaan atau pernyataan yang ditulisa pada responden. Teknik ini memungkinkan
peneliti buat menerima pemahaman mendalam perihal pandangan, pengalaman, serta persepsi
responden sedangkan Penelitian kuantitatif menggunakan teknik pengumpulan data mirip
angket atau kuesioner,observasi terstruktur, eksperimen, dan studi survei. Teknik ini
memungkinkan peneliti buat mengumpulkan data dalam bentuk angka atau statistik yang dapat
dianalisis secara kuantitatif[19].Observasi ini memakai skala likert pada proses mengumpulkan
datanya. Skala Likert ialah skala yang bisa dipergunakan buat mendeteksi sikap, pendapat, serta
dugaan seorang atau banyak orang terhadap suatu kejadian atau fenomena,terkhusus pada
bidang peguruan.Bagi[4]skala yang dipakai buat menghitung persepsi,perilaku atau saran 104 Journal of Vocational, Informatics and Computer Education
E-ISSN: 2988-6325
P-ISSN: 2988-4918 Journal of Vocational, Informatics and Computer Education
E-ISSN: 2988-6325
P-ISSN: 2988-4918 seorang atau orang-orang mengenai sebuah insiden dan kenyataan social[22].Skala Likert dalam
temuan ini mencakup 5 alternatif pilihan respon yang wajib dipilih oleh siswa dengan pilihan
jawaban Sangat tidak setuju (1), tidak setuju (2), Netral (3), setuju (4), Sangat Setuju (5).[21]
Observasi kualitatif bertujuan buat tahu fenomena secara mendalam melalui interpretasi serta
analisis deskriptif, sedangkan penelitian kuantitatif bertujuan buat mengukur serta menganalisis
data secara statistik[11]. Cara Observasi dari Sugiyono[25] “Cara penelitian adalah penggunaan
ilmiah demi dapat data yang di inginkan dan untuk hal yang khusus” ada juga cara penelitian
yang dipergunakan di observasi ini dengan cara survei, menurut [26].“Observasi survei adalah
peraturan di observasi dimana peneliti mengadministrasikan survei di suatu hal atau semua
orang buat menggambarkan sikap,saran, prilaku atau karakteristik khusus populasi” Observasi
dengan survey ini memakai cara mengumpulkan data dengan memakai kuesioner serta untuk
menganalisis data secara stastistik buat menguji pertanyaan atau hipotesis yang diajukan pada
satu observasi. METODE PENELITIAN seorang atau orang-orang mengenai sebuah insiden dan kenyataan social[22].Skala Likert dalam
temuan ini mencakup 5 alternatif pilihan respon yang wajib dipilih oleh siswa dengan pilihan
jawaban Sangat tidak setuju (1), tidak setuju (2), Netral (3), setuju (4), Sangat Setuju (5).[21] seorang atau orang-orang mengenai sebuah insiden dan kenyataan social[22].Skala Likert dalam
temuan ini mencakup 5 alternatif pilihan respon yang wajib dipilih oleh siswa dengan pilihan
jawaban Sangat tidak setuju (1), tidak setuju (2), Netral (3), setuju (4), Sangat Setuju (5).[21]
Observasi kualitatif bertujuan buat tahu fenomena secara mendalam melalui interpretasi serta
analisis deskriptif, sedangkan penelitian kuantitatif bertujuan buat mengukur serta menganalisis
data secara statistik[11]. Cara Observasi dari Sugiyono[25] “Cara penelitian adalah penggunaan
ilmiah demi dapat data yang di inginkan dan untuk hal yang khusus” ada juga cara penelitian
yang dipergunakan di observasi ini dengan cara survei, menurut [26].“Observasi survei adalah
peraturan di observasi dimana peneliti mengadministrasikan survei di suatu hal atau semua
orang buat menggambarkan sikap,saran, prilaku atau karakteristik khusus populasi” Observasi
dengan survey ini memakai cara mengumpulkan data dengan memakai kuesioner serta untuk
menganalisis data secara stastistik buat menguji pertanyaan atau hipotesis yang diajukan pada
satu observasi. Tabel.1 Rincian spesifik dari kuesioner dan strukturnya Tabel.1 Rincian spesifik dari kuesioner dan strukturnya
No
Pernyataan
Nomor
Pernyataan
Referensi
1. Saya meresa media sosial membantu saya dalam
dalam meningkatkan kemampuan literasi digital saya. 1. [3]
saya merasa lebih mudah mendapat informasi setelah
menggunakan internet. 2. saya merasa mudah menggunakan program dalam
mengelola kat
3. Saya
merasa
mudah
menggunakan
program
pengelolaan presentasi. 4. Saya Tahu cara mengelola dan menyimpan file di
komputer dengan baik. 5. Saya dapat mengidentifikasi dan mengatasi masalah
umum yang terjadi pada komputer saya. 6. Saya sangat paham mengenai konsep jaringan
komputer,Saya sangat sering menggunakan internet
untuk mencari informasi. 7. Saya sangat memiliki kemampuan literasi digital yang
cukup. 8. Saya sangat merasa nyaman menggunakan teknologi
9. Saya merasa mudah menemukan informasi yang saya
butuhkan di internet
10. saya sangat paham mengenai pengetahuan dasar
sistem operasi komputer
11. 2. Saya merasa aplikasi pembelajaran membantu dalam
meningkatkan kemampuan literasi digital Saya. 12. Saya sangat sering menggunakan perangkat mobile
13. Saya
sering
menggunakan
program
pengolah
presentasi. 14. 105 P-ISSN: 2988-4918
Sejauh
ini
saya
merasa
literasi
komputer
mempengaruhi kemampuan saya dalam memahami
materi pelajaran. 15. Saya merasa literasi komputer bermanfaat dalam
menyelesaikan tugastugas pendidikan Saya. 16. saya merasa literasi komputer memberi keunggulan
dalam mencari pekerjaan atau karier saya di masa
depan
17. Metode pengumpulan data yang digunakan yaitu metode angket dan metode tes. kuesioner
dipergunakan buat mengukur kemampuan literasi sains. kuesioner pengetahuan ilmiah disusun METODE PENELITIAN merasa media sosial membantu dalam meningkatkan
kemampuan literasi digital saya. 18. saya sering menggunakan komputer atau perangkat
lainnya untuk kuliah, tugas dan keperluan pribadi
19. saya merasa percaya diri dalam menggunakan
perangkat lunak komputer
20. [1]
3. Saya merasa literasi komputer saya telah membantu
saya dalam menyelesaikan tugas akademik dengan
lebih efisien. 21. Saya menggunakan perangkat komputer dalam
proyek-proyek kelompok atau kolaboratif dengan
teman-teman saya. 22. Saya
menggunakan
perangkat
komputer
untuk
mengikuti kuliah online atau program e-learning. 23. Saya merasa nyaman dalam menggunakan aplikasi
dan perangkat lunak pendidikan seperti Microsoft
Word, Excel, atau Google Drive. 24. Saya
merasa
penggunan
perangkat
komputer
memudah
untuk
mengakses
sumber-sumber
pembelajaran terbuka. 25. Saya merasa literasi komputer membantu saya dalam
menghadapi perubahan cepat dalam dunia teknologi. 26. Saya sering menggunakan perangkat komputer untuk
mengakses kursus atau pelatihan online tambahan. 27. Saya merasa memiliki pemahaman yang cukup
tentang nilai etika dan integritas dalam konteks
pendidikan. 28. saya merasa memiliki kemampuan berpikir kritis
dalam memecahkan masalah yang dihadapi dalam
Pendidikan
29. Saya memiliki akses ke perangkat komputer di luar
jam sekolah atau kampus untuk keperluan Pendidikan
30. M t d
l
d t
di
k
it
t d
k t d
t d
t
k
i Metode pengumpulan data yang digunakan yaitu metode angket dan metode tes. kuesioner
dipergunakan buat mengukur kemampuan literasi sains. kuesioner pengetahuan ilmiah disusun 106 Journal of Vocational, Informatics and Computer Education
E-ISSN: 2988-6325
P-ISSN: 2988-4918 dari indikator-indikator yang kemudian dikembangkan dengan 30 pertanyaan yang meliputi
aspek harapan, aspek pengaruh sosial, serta aspek sikap pengguna perangkat lunak disajikan di
Tabel 1.[2] dari indikator-indikator yang kemudian dikembangkan dengan 30 pertanyaan yang meliputi
aspek harapan, aspek pengaruh sosial, serta aspek sikap pengguna perangkat lunak disajikan di
Tabel 1.[2] Pengukuran ini menyampaikan informasi tentang nilai tengah serta variasi data. dalam artikel
"Analisis tingkat Berpikir siswa Terkait Literasi komputer dalam Konteks Pendidikan,"
pendekatan penelitian yang dipakai adalah kuantitatif dengan desain cross-sectional. Responden
atau sampel penelitian dipilih melalui penggunaan kuesioner menjadi metode pengumpulan
data. Meskipun referensi tidak memberikan detail lengkap tentang isi serta struktur berita
umum yang dipakai. Teknik analisis pada penelitian ini ialah analisis deskriptif, yang mencakup penyajian ukuran-
berukuran seperti mean (rata-homogen), median (nilai tengah), modus (nilai yang paling
seringkali muncul), jumlah total, nilai maksimum, dan nilai minimum pada data
yang dikumpulkan. HASIL DAN DISKUSI Observasi dilakukan di bulan oktober – november 2023.Latar belakang dalam penelitian ini
ialah tingkat literasi mahasiswa Universitas Negeri Makassar dikota Makassar.Subjek penelitian
adalah mahasiswa Universitas Negeri Makassar di kota Makassaer. Dengan tujuan untuk
mengetahui tingkat kemampuan literasi komputer dalam konteks pendidikan pada mahasiswa
universitas negeri makassar. Dari Observasi yang sudah dibuat dengan cara penyebaran kuesioner, didapat macam-macam
data tentang tingkat kemampuan literasi komputer, literasi digital, dan literasi finansial. Hasil
penelitian ini menggunakan hasil pernyataan responden (kuesioner) yang dimasukkan aplikasi
microsoft Excel. diambil dari mahasiswa Universita Negeri Makassar dengan 72 responden sebagai sampel
bservasi menggunakan angket kuesioner. Data ini diambil dari mahasiswa Universita Negeri Makassar dengan 72 responden sebagai sampel
dalam observasi menggunakan angket kuesioner. Data ini diambil dari mahasiswa Universita Negeri Makassar dengan 72 responden sebagai sampel
dalam observasi menggunakan angket kuesioner. Tabel.Demografi Responden
Gender
N
Percentage (%)
Mean age (years)
Male
37
51,4%
20
Female
35
48,6%
19.17143
Total
72 Data dibawah merupakan hasil dari observasi dengan mengunakan kuesioner, nilai
Mean,Median,Modus,Minimum,Maksimum,Sum didapatkan dengan Skala Likert menggunakan
xl. Tabel.Data Deskriptif Aspek/Faktor
No
Item/Pernyataan/
Pertanyaan
Mean
Median
Modus
Minimum
Maksimum
Sum
1. Saya meresa media sosial
membantu saya dalam
dalam meningkatkan
kemampuan literasi
3.9722
22222
4
4
1
5
286 107 E-ISSN: 2988-6325
P-ISSN: 2988-4918
digital saya. 2. saya merasa lebih mudah
mendapat informasi
setelah menggunakan
internet. 4.1944
44444
4
4
1
5
302
3. saya merasa mudah
menggunakan program
dalam mengelola kat
3.625
4
4
1
5
261
4. Saya merasa mudah
menggunakan program
pengelolaan presentasi. 3.7361
11111
11111
4
4
1
5
269
5. Saya Tahu cara mengelola
dan menyimpan file di
komputer dengan baik. 3.8055
55556
4
4
1
5
274
6. Saya dapat
mengidentifikasi dan
mengatasi masalah umum
yang terjadi pada
komputer saya. 3.5694
44444
3
3
2
5
257
7. Saya sangat paham
mengenai konsep jaringan
komputer,Saya sangat
sering menggunakan
internet untuk mencari
informasi. 3.7222
22222
4
3
1
5
268
8. Saya sangat memiliki
kemampuan literasi
digital yang cukup. 3.5972
22222
4
3
2
5
259
9. Saya sangat merasa
nyaman menggunakan
teknologi
3.9027
77778
4
4
1
5
281
10. Saya merasa mudah
menemukan informasi
yang saya butuhkan di
internet
3.9444
44444
4
4
1
5
284
11. saya sangat paham
mengenai pengetahuan
dasar sistem operasi
komputer
3.8472
22222
4
3
2
5
277
12. Saya merasa aplikasi
pembelajaran membantu
dalam meningkatkan
kemampuan literasi
digital Saya. HASIL DAN DISKUSI 3.7222
22222
4
4
2
5
268 108 E ISSN: 2988 6325
P-ISSN: 2988-4918
13. Saya sangat sering
menggunakan perangkat
mobile
3.9305
55556
4
4
1
5
283
14. Saya sering menggunakan
program pengolah
presentasi. 3.7361
11111
4
4
2
5
269
15. Sejauh ini saya merasa
literasi komputer
mempengaruhi
kemampuan saya dalam
memahami materi
pelajaran. 3.7361
11111
4
4
2
5
269
16. Saya merasa literasi
komputer bermanfaat
dalam menyelesaikan
tugastugas pendidikan
Saya. 3.9027
77778
4
4
2
5
281
17. saya merasa literasi
komputer memberi
keunggulan dalam
mencari pekerjaan atau
karier saya di masa depan
3.8888
88889
4
4
2
5
280
18. merasa media sosial
membantu dalam
meningkatkan
kemampuan literasi
digital saya. 3.9444
44444
4
4
2
5
184
19. saya sering menggunakan
komputer atau perangkat
lainnya untuk kuliah,
tugas dan keperluan
pribadi
4
4
4
1
5
288
20. saya merasa percaya diri
dalam menggunakan
perangkat lunak
komputer
3.875
4
4
1
6
279
21. Saya merasa literasi
komputer saya telah
membantu saya dalam
menyelesaikan tugas
akademik dengan lebih
efisien. 3.8611
11111
4
4
2
5
278
22. Saya menggunakan
perangkat komputer
3.8611
11111
4
4
2
5
278 109 E-ISSN: 2988-6325
P-ISSN: 2988-4918
dalam proyek-proyek
kelompok atau kolaboratif
dengan teman-teman
saya. 23. Saya menggunakan
perangkat komputer
untuk mengikuti kuliah
online atau program e-
learning. 3.8472
22222
4
4
2
5
277
24. Saya merasa nyaman
dalam menggunakan
aplikasi dan perangkat
lunak pendidikan seperti
Microsoft Word, Excel,
atau Google Drive. 3.8472
22222
4
4
1
5
277
25. Saya merasa penggunan
perangkat komputer
memudah untuk
mengakses sumber-
sumber pembelajaran
terbuka. 3.9722
22222
4
4
1
5
286
26. Saya merasa literasi
komputer membantu saya
dalam menghadapi
perubahan cepat dalam
dunia teknologi. 3.9722
22222
4
4
2
5
286
27. Saya sering menggunakan
perangkat komputer
untuk mengakses kursus
atau pelatihan online
tambahan. 4
4
4
2
5
288
28. Saya merasa memiliki
pemahaman yang cukup
tentang nilai etika dan
integritas dalam konteks
pendidikan. 3.75
4
4
1
5
270
29. saya merasa memiliki
kemampuan berpikir
kritis dalam memecahkan
masalah yang dihadapi
dalam Pendidikan
3.8611
11111
4
4
2
5
278
30. Saya memiliki akses ke
perangkat komputer di
luar jam sekolah atau
3.8333
33333
4
4
1
5
276 110 Journal of Vocational, Informatics and Computer Education
E-ISSN: 2988-6325
P-ISSN: 2988-4918
kampus untuk keperluan
Pendidikan
Gambar 1. HASIL DAN DISKUSI Diagram Analisis yang menunjukkan bahwa literasi berpengaruh terhadap cara menyelesaikan tugas akademik kampus untuk keperluan
Pendidikan kampus untuk keperluan
Pendidikan Gambar 1. Diagram Analisis yang menunjukkan bahwa literasi berpengaruh terhadap cara menyelesaikan tugas akademik Gambar 1. Diagram Analisis yang menunjukkan bahwa literasi berpengaruh terhadap cara menyelesaikan tugas akademik Analisis data memberikan bahwa literasi komputer berkontribusi positif terhadap efisiensi
dalam menuntaskan tugas akademik. Hal ini menandakan bahwa pemahaman serta
keterampilan literasi komputer memainkan peran penting dalam pembelajaran serta
penyelesaian tugas-tugas akademik. Gambar 2. Diagram Analisis yang menyatakan bahwa banyak siswa sudah terbantu oleh media social Gambar 2. Diagram Analisis yang menyatakan bahwa banyak siswa sudah terbantu oleh media social Data membagikan bahwa penggunaan media umum dapat menaikkan literasi digital siswa. Hal
ini memberikan bahwa media umum bisa sebagai asal belajar yang efektif dalam
mengembangkan keterampilan literasi digital. Data membagikan bahwa penggunaan media umum dapat menaikkan literasi digital siswa. Hal
ini memberikan bahwa media umum bisa sebagai asal belajar yang efektif dalam
mengembangkan keterampilan literasi digital. 111 Journal of Vocational, Informatics and Computer Education
E-ISSN: 2988-6325
P-ISSN: 2988-4918 Journal of Vocational, Informatics and Computer Education
E-ISSN: 2988-6325
P-ISSN: 2988-4918 Journal of Vocational, Informatics and Computer Education
E-ISSN: 2988-6325
P-ISSN: 2988-4918 Gambar 3. Diagram Analisis menyatakan bahwa banyak siswa yang memiliki pemahaman etika dalam integritasi pendidikan Gambar 3. Diagram Analisis menyatakan bahwa banyak siswa yang memiliki pemahaman etika dalam integritasi pendidikan Temuan ini menunjukkan bahwa peserta didik merasa mempunyai pemahaman yang relatif
perihal etika dan integrasi komputer dalam pendidikan. Ini dapat diartikan bahwa upaya
pendidikan pada hal ini telah berhasil dalam memberikan pencerahan perihal nilai etika serta
pentingnya integrasi teknologi pada pembelajaran. Gambar 4. Diagram Analisis yang menyatakan bahwa internet membantu mendapatkan informasi dengan mudah Gambar 4. Diagram Analisis yang menyatakan bahwa internet membantu mendapatkan informasi dengan mudah Data menunjukkan bahwa internet sudah memudahkan peserta didik dalam mengakses
informasi. Ini artinya yang akan terjadi yang diperlukan asal literasi personal komputer , yang
memungkinkan akses lebih cepat serta luas ke sumber informasi. Data menunjukkan bahwa internet sudah memudahkan peserta didik dalam mengakses
informasi. Ini artinya yang akan terjadi yang diperlukan asal literasi personal komputer , yang
memungkinkan akses lebih cepat serta luas ke sumber informasi. 112 Journal of Vocational, Informatics and Computer Education
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P-ISSN: 2988-4918
Gambar 5. Diagram Analisis yang menyatakan bahwa literasi berpengaruh terhadap memahami suatu materi Journal of Vocational, Informatics and Computer Education
E-ISSN: 2988-6325
P-ISSN: 2988-4918 Gambar 5. HASIL DAN DISKUSI Diagram Analisis yang menyatakan bahwa literasi berpengaruh terhadap memahami suatu materi Temuan ini membagikan bahwa literasi personal komputer memiliki dampak positif terhadap
pemahaman Mahasiswa terhadap materi pembelajaran. Ini menggambarkan bahwa literasi
personal komputer memainkan peran krusial dalam menaikkan kemampuan Mahasiswa dalam
memahami serta mengaplikasikan materi pembelajaran. Temuan ini membagikan bahwa literasi personal komputer memiliki dampak positif terhadap
pemahaman Mahasiswa terhadap materi pembelajaran. Ini menggambarkan bahwa literasi
personal komputer memainkan peran krusial dalam menaikkan kemampuan Mahasiswa dalam
memahami serta mengaplikasikan materi pembelajaran. Literasi digital merupakan kekuatan atau kebijaksanaan pada memakai media digital contohnya
alat percakapan atau jaringan dalam mendapat, memilah, memakai, mencetak info, serta
pemanfaatan media digital dengan pertanggung jawaban[9].Menurut Ferguson literasi teknologi
adalah kemampuan tahu kelengkapan yang mengikuti teknologi mirip peranti keras hardware
dan aplikasi, serta etika dan etiket dalam memanfaatkan teknologi[16].Menurut Maryland
Technology Education State Curriculum literasi teknologi artinya kemampuan buat
menggunakan, memahami, mengatur, serta menilai suatu inovasi yang melibatkan proses serta
ilmu pengetahuan buat memecahkan duduk perkara serta memperluas kemampuan seseorang. National Academy of Engineering and National Research Council of The National Academies
mendefisinikan literasi teknologi sebagai sebuah pemahaman ihwal teknologi di sebuah strata
yang memungkinkan pemanfaatan secara efektif dalam warga teknologi[16].Penelitian yang
dilakukan oleh Wandani tentang penggunaan multimedia interaktif pada pembelajaran di materi
kedudukan bundar membagikan bahwa penggunaan multimedia interaktif efektif serta efisien
pada memahamkan peserta didik di materi kedudukan lingkaran[8]. Mengenai hasil diskusi berdasarkan Data kuesioner diatas menunjukkan bahwa literasi
komputer berpengaruh terhadap cara berpikir siswa, tak hanya itu ada beberapa hal yang sangat
mempengaruhi tentang literasi komputer cara berpikir siswa, berpengaruh terhadap keektifian
mengembangkan keterampilan,menaikkan kemampuan Mahasiswa dalam memahami serta
mengaplikasikan materi pembelajaran. Pertama, Observasi ini menunjukkan tentang literasi
komputer dapat dampak yang berpengaruh bagi pola berpikir siswa yang menyiratkan
pemecahan masalah dan konsep pemahaman konsep yang mendasar dalam dunia teknologi. Terkadang siswa yang betul betul paham dengan literasi komputer akan cenderung lebih mampu
untuk mengatasi masalahnya dengan teknis dan berpikir kreatif dalam menemukan solusi. 113 Journal of Vocational, Informatics and Computer Education
E-ISSN: 2988-6325
P-ISSN: 2988-4918 Teknologi info serta Kocakapan sudah membangun kesempatan lain demi pembaca dan penulis
pada tempat kebanyakan orang yang sudah membarui teknik anak menimba ilmu.Keberhasilan
yang didapatkan diObservasi ini ialah dua ruang tempat untuk literasi: satu diumumkan
ditempat sekolah yang dipakai pada teks cetak; yang lain berkembang di luar sekolah dan
menyukai literasi digital menjadi isu. KESIMPULAN DAN SARAN literasi komputer memiliki dampak positif terhadap tingkat berpikir siswa dalam konteks
pendidikan. Penggunaan teknologi dalam pembelajaran, seperti aplikasi pembelajaran dan
program pengolah presentasi, dapat membantu meningkatkan kemampuan literasi digital siswa. Selain itu, akses yang mudah terhadap perangkat komputer dan internet juga mempengaruhi
kemampuan siswa dalam memahami materi pelajaran dan menyelesaikan tugas-tugas
pendidikan. Pemahaman dan keterampilan literasi komputer juga berperan penting dalam
efisiensi dalam menuntaskan tugas akademik. Untuk meningkatkan literasi komputer siswa melalui integrasi teknologi dalam pembelajaran. Sekolah dapat menyediakan akses yang memadai terhadap perangkat komputer dan internet di
luar jam sekolah atau kampus untuk keperluan pendidikan. Selain itu, penggunaan aplikasi
pembelajaran dan program pengolah presentasi dapat ditingkatkan untuk membantu siswa
meningkatkan kemampuan literasi digital mereka. Pendidikan tentang etika dan nilai-nilai
penting dalam penggunaan teknologi juga perlu diberikan kepada siswa. HASIL DAN DISKUSI Karya ini diakhiri menggunakan kebutuhan buat
membentuk jembatan yang menghubungkan kompetensi digital di dalam dan pada luar sekolah
melalui penciptaan ruang literasi ketiga[14]. REFERENSI [1]
S. Hafsah, “Pengaruh Media Sosial Terhadap Motivasi Belajar Siswa Muhammadiyah
Jakarta,” Univ. Muhammadiyah Jakarta, p. 140, 2018. [2]
L. G. N. Erayani and I Nyoman Jampel, “Meningkatkan Kemampuan Literasi Sains
dan Kemampuan Metakognitif Siswa melalui Model Problem Based Learning
Berbantuan Media Interaktif,” J. Penelit. dan Pengemb. Pendidik., vol. 6, no. 2, pp. 248–258, 2022, doi: 10.23887/jppp.v6i2.48525. [3]
M. J. Tsai, J. C. Liang, and C. Y. Hsu, “The Computational Thinking Scale for
Computer Literacy Education,” J. Educ. Comput. Res., vol. 59, no. 4, pp. 579–602,
2021, doi: 10.1177/0735633120972356. [4]
S. Bahrun, S. Alifah, and S. Mulyono, “Rancang Bangun Sistem Informasi Survey
Pemasaran dan Penjualan Berbasis Web,” J. Transistor Elektro dan Inform., vol. 2, no. 2, pp. 81–88, 2017. [5]
D. Afrilia Putri and A. Nanggala, “Analisis Penerapan Literasi Digital Dalam
Pembelajaran Di SDN 258 Sukarela,” Agil Nanggala Innov. J. Soc. Sci. Res., vol. 3, pp. 3836–3848, 2023. 114 Journal of Vocational, Informatics and Computer Education
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P-ISSN: 2988-4918 [6]
R. Nuraeni, P. J. Pattiasina, and A. Ulfah, “Peran Literasi Teknologi Dalam Dunia
Pendidikan,” Al-Madrasah J. Pendidik. Madrasah Ibtidaiyah, vol. 6, no. 3, p. 659,
2022, doi: 10.35931/am.v6i3.1045. [7]
T. Adcock, “Technology Integration in American Indian Education: An Overview,” J. Am. Indian Educ., vol. 53, no. 2, pp. 104–121, 2014, doi: 10.1353/jaie.2014.a798536. [8]
S. I. Serli Evidiasari, Subanji, “Jurnal Kajian Pembelajaran Matematika,” J. Kaji. Pembelajaran
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http://journal2.um.ac.id/index.php/jkpm [9]
T. Aalberg, Z. Strabac, and T. Brekken, “Research Design,” How Media Inf. Democr. A Comp. Approach, pp. 15–30, 2012, doi: 10.4324/9780203803448-9. [10] H. Mubarok, “Family Digital Literacy for Character Building in Primary Education,”
… Challenges Technol. Lit. …, pp. 419–425, 2019, [Online]. Available:
http://conferences.uin-malang.ac.id/index.php/icied/article/view/1142 [11] L. Saudi, M. Sudia, and M. Anggo, “Profil Berpikir Krtitis Siswa SMP Dalam
Memecahkan Masalah Matematika Berdasarkan Gaya Kognitif.,” J. Pendidik. Mat.,
vol. 9, no. 1, p. 92, 2019, doi: 10.36709/jpm.v9i1.5764. [12] E. S. Lamada, Mustari. Rahman, “Herawati: Analisis Kemampuan Literasi Siswa SMK
Negeri di Kota Makassar [1],” J. MEKOM (Media …, pp. 1–6, 2015, [Online]. Available: https://ojs.unm.ac.id/mkpk/article/view/12000 [13] A. Isroil, I. K. Budayasa, and M. Masriyah, “Profil Berpikir Siswa SMP dalam
Menyelesaikan Masalah Matematika Ditinjau dari Kemampuan Matematika,” J. Rev. Pembelajaran Mat., vol. 2, no. 2, pp. 93–105, 2017, doi: 10.15642/jrpm.2017.2.2.93-
105. [14] C. Moreno-Morilla, F. Guzmán-Simón, and E. García-Jiménez, “Digital and
information literacy inside and outside Spanish primary education schools,” Learn. Cult. Soc. Interact.,
vol. REFERENSI 28,
no. September
2020,
2021,
doi:
10.1016/j.lcsi.2020.100455. [15] Danuri and S. Maisaroh, Metodologi penelitian. 2019. [15] Danuri and S. Maisaroh, Metodologi penelitian. 2019. [16] M. A. Rose, “Perceptions of Technological Literacy among Science Technology,
Engineering_Scopus,” J. Technol. Educ., vol. 19, no. 1, pp. 35–52, 2007. [17] S. Geertshuis and Q. Liu, “The challenges we face: A professional identity analysis of
learning technology implementation,” Innov. Educ. Teach. Int., vol. 59, no. 2, pp. 205–
215, 2022, doi: 10.1080/14703297.2020.1832904. [18] J. Tondeur et al., “Quality criteria for conceptual technology integration models in
education: bridging research and practice,” Educ. Technol. Res. Dev., vol. 69, no. 4, pp. 2187–2208, 2021, doi: 10.1007/s11423-020-09911-0. 115 Journal of Vocational, Informatics and Computer Education
E-ISSN: 2988-6325
P-ISSN: 2988-4918 [19] Ardiansyah, Risnita, and M. S. Jailani, “Teknik Pengumpulan Data Dan Instrumen
Penelitian Ilmiah Pendidikan Pada Pendekatan Kualitatif dan Kuantitatif,” J. IHSAN J. Pendidik. Islam, vol. 1, no. 2, pp. 1–9, 2023, doi: 10.61104/ihsan.v1i2.57. [20] M. & N. Simbolon, “Pengaruh Literasi Digital Terhadap Minat Baca Siswa,” J. Cakrawala Pendas, vol. 8, no. 2, pp. 532–542, 2022, [Online]. Available:
http://dx.doi.org/10.31949/jcp.v8i2.2449 [21] R. Yusuf, Sanusi, Maimun, E. Hayati, and I. Fajri, “Meningkatkan Literasi Digital
Siswa Sekolah Menengah Atas Melalui Model Project Citizen,” Pros. Semin. Nas. Reaktualisasi Konsep Kewarganegaraan Indones., pp. 185–200, 2019. [22] P. A. Saputra and A. Nugroho, “Perancangan Dan Implementasi Survei Kepuasan
Pengunjung Berbasis Web Di Perpustakaan Daerah Kota Salatiga,” JUTI J. Ilm. Teknol. Inf., vol. 15, no. 1, p. 63, 2017, doi: 10.12962/j24068535.v15i1.a636. [23] H. A. Naufal, “Literasi Digital,” Perspektif, vol. 1, no. 2, pp. 195–202, 2021, doi:
10.53947/perspekt.v1i2.32. [24]
P. Keterampilan et al., “35624-Article Text-85358-1-10-20191121,” UPEJ Unnes
Phys. Educ. J., vol. 8, no. 3, 2019. [25] Sugiyono. (2017). Metode Penelitian Kualitatif, Kuantitatif dan R&D (Alfabeta (ed.)). [26] Creswell, J. (2015). Riset Pendidikan (Perencanaan, Pelaksanaan dan Evaluasi Riset
Kualitatif & Kuantitatif) (P. Pelajar (ed.)). [27] Kemristekdikti. 2018a. Pengembangan Iptek dan Pendidikan Tinggi di Era Revolusi
Industri 4.0. Retrieved from https://www.ristekdikti. go.id/pengembangan-iptek-
danpendidikan- tinggi-di-era-revolusiindustri-4-0/ [28] Rossa Aswitasari, Hayyi’lana Minamrina Rosyada, Muhammad Galih, Wonoseto, n.d. ANALISIS STATUS TINGKAT LITERASI DIGITAL SISWA KELAS XI SMA N 1
KARANGANOM. JURNAL PENELITIAN ILMU PENDIDIKAN 6. 116
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The Horrors of Colonialism: A Special Reference to Amitav Ghosh’s The Hungry Tide
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The Horrors of Colonialism: A Special Reference to Amitav
Ghosh’s The Hungry Tide The delineation of this identity constituent element in their character and collective psyche is not easily susceptible to succinct
expression, but the attempt is as fascinating as it is untiring.”
1 Many Indians overseas have revisited and researched the history and culture of their ancient land and produced works of great
historical as well as literary merit that help us understand India with its baffling contradictions; its discords and divisions; its
tolerance of religious diversity side by side with the painful apparition of bigotry and intolerance even evinced in barbarous violence;
its message of one reality and no other, as well as its distinctions of caste and class despite their categorical repudiation in the
scriptures and by the saints and sages of so many reform movements. “When the people of a country living under an autocratic ore oppressive rule want to throw off that rule and establish a new political
set up of their own choice, the people of that country are said to have been imbued with the spirit of nationalism”
2 “When the people of a country living under an autocratic ore oppressive rule want to throw off that rule and establish a new political
set up of their own choice, the people of that country are said to have been imbued with the spirit of nationalism”
2 In their zeal to show that they are by no means inferior to their rulers, they make a search for their own identity and try to affirm it. It is thus that the people of a country are roused by nationalism; make their efforts to distinguish their manners and customs, religious
and social institutions and culture and civilization. Identity remains one of the most urgent as well as the hotly disputed topics in
literary and cultural studies. Amitav Ghosh, a world renowned novelist, was born in Kolkata (then Calcutta) in 1956. His father was an army officer that is why
he got many chances to visit a number of countries including Sri Lanka, Bangladesh, Iran, Egypt and the United States. As an Indian
and anthropologist Ghosh has been immensely influenced by the political and social milieu of the country. As an active
anthropologist he never gives rest to his mind and thought. His long and deep contemplation about India, its people and its culture
is widely reflected in his works. The Horrors of Colonialism: A Special Reference to Amitav
Ghosh’s The Hungry Tide Dr. Ritu Sharma
Dyal Singh College, Karnal Indian abroad are not just people abroad. They are bundles of attitudes, convictions, anxieties, shared notions, fears and anticipations,
all of which are Indians in their very texture. The links of Indian with India when in abroad is many times stronger than that of many
other nationalities in similar situations. “Members of the family” for the Indians abroad includes different kinds of relatives with
considerable and pronounced detachment in attitude and affection generally maintains a strong sense of belonging to India. Two aspects about Indian Diaspora need to be emphasized: first, though abroad, Indian Diaspora is the product of Indian socio-
political-cultural complex; second, it is not insulated against what goes on taking place in the mother country. Indian Diaspora
continued and still goes on unabated, including skilled workers, businessmen, professionals, scientists and men and women of
different cultures. The first generation of Diaspora has made their mark in many fields of activities in so many countries of the
world. “The story of Indian diaspora is one of the sweat and toil often washed with tears, of achievements despite impediments, of
educational advancements and economic progress, of political success at times crushed by cruel coups. The descendants of this
diaspora have also inevitably produced work of literature illustrative of their history and heritage, of their own awareness of their
society and its problems, its achievements, its limitations and frustrations. Some of them have turned their attention to India to assess
and understand the nature of their relationship with the land of their ancestors. They have explored their own Indianness in its
uniqueness, its new geo-political and social context; its separation from the forces and factors that changed the face of India in the
years following the emigration of their ancestors. The search for this identity goes on and finds their expression in their writings. International Journal of Social Science And Human Research
ISSN(print): 2644-0679, ISSN(online): 2644-0695
Volume 05 Issue 07 July 2022
DOI: 10.47191/ijsshr/v5-i7-50, Impact factor- 5.871
Page No: 3127-3130 International Journal of Social Science A
ISSN(print): 2644-0679, ISSN(online): 2644-0695
Volume 05 Issue 07 July 2022
DOI: 10.47191/ijsshr/v5-i7-50, Impact factor- 5.871
Page No: 3127-3130 and even between faiths.” The Hungry Tide reveals the characters’ quest to know the history about Lusibari, Hamilton House and Sir Daniel Hamilton using
story telling method and flashback techniques. The Hungry Tide elaborates the conditions of resettlement which is harsh and alien. In 1978, a group of refugees fled from the Drandakarnya camp in Madhya Pradesh and came to the island of Morichjhapi in the
Sundarbans with the intention of settling here. They cleared the land for agriculture and began to fish and farm. But their presence
there alarmed the left front ministry and settlers were evicted in a brutal display of state power in May 1979. Many, like the girl
Kusum, were killed in this massacre. Nirmal’s idealist hopes had been killed and he himself is shattered by the events and never
recovers. After Morichjhapi massacre, the victory of Bengali refugees, when Nirmal, Horen and Rajon went to the house to see
Kusum. They wanted to know about Kusum and her struggle. When the question is asked about her conditions, she again asked
question and made everyone to think about this massacre: “It was terrible to see Kusum; her bones protruded from her skin, like the ribs of drum and she was too weak to rise from her mat. Fokir, young as he was, appeared to have weathered the siege in better health and it was he who was looking after his mother.”4
Nirmal and Neelima came to Sundarbans after their marriage when Nirmal’s revolutionary ideas became too dangerous in Calcutta. In starting, their settlement in Lusibari was very difficult. Working as headmaster when he approaches near retirement, he feels that
his wife was poorly spent because he never lived up to his revolutionary ideas. He secretly envies his wife for achieving what she
did and he is overwhelmed with a sense of uselessness for having achieved practically nothing for all his bluster about revolution. The conflict of Nirmal Bose has been given as “Life as he approaches retirement the true tragedy of a routinely spent life is that its
wastefulness doesn't become apparent till it’s too late.” The feeling of alienation was in the behaviour of Nirmal felt by Nilima, his
wife. He became changed after his visit to Morichjhapi. After 30 years of the death of Nirmal Bose, when Piyali and Kanai reached Lusibari, Neelima got herself involved in Piyali. The Horrors of Colonialism: A Special Reference to Amitav
Ghosh’s The Hungry Tide Amitav Ghosh’s famous novel The Hungry Tide was published in 2004 and was awarded one of the Best Works in English Fiction
in Hutch Cross Book Award. The Hungry Tide has been divided into two parts: Part I - The Ebba: Bhata, Part II: The Flood: Jowar. The Hungry Tide is about migration, cultural dispersion and assimilation, globalisation and its circuits of movement and exchange. It transports the reader into a place and time about which people know very little. IJSSHR, Volume 05 Issue 07 July 2022 Page 3127 www.ijsshr.in and even between faiths.” While
discussing with Piyali, Neelima feels alienation of her own life. The Hungry Tide explores the quest of Nilima Bose after marriage. In Lusibari, Nilima made a women union and everyone calls her Mashima. At the age of seventy, she called up Kanai to show the
packet left by her husband for him. She was closely linked with Kusum as well as Kanai. She achieved success and respect in
Lusibari but always felt uneasiness in her husband's presence. The Hungry Tide also touches upon the quest of Kusum who had to depend on women union after her father's death. But her
aspirations make her strong. She wants to be educated herself and to be a nurse for Lusibari's hospital. The Hungry Tide also touches upon the quest of Kusum who had to depend on women union after her father's death. But her
aspirations make her strong. She wants to be educated herself and to be a nurse for Lusibari's hospital. At the age of forty, when Kanai returned to Lusibari, to meet Nilima, he was surprised to see Moyna, Kusum's daughter-in-law’s
quest to win life Even Kanai feels concerned about the struggle Moyna has undergone in her life: The Hungry Tide also touches upon the quest of Kusum who had to depend on women union after her father's death. But her
aspirations make her strong. She wants to be educated herself and to be a nurse for Lusibari's hospital. At the age of forty, when Kanai returned to Lusibari, to meet Nilima, he was surprised to see Moyna, Kusum's daughter-in-law’s
quest to win life. Even Kanai feels concerned about the struggle, Moyna has undergone in her life:
“Just think of life she’s led, said Kanai. She’s struggled to educate herself against heavy odds. Now she is well on her way to become
a nurse. She knows what she wants - for herself and her family - nothing is going to keep her from pursuing it. She is ambitious,
she’s tough and she's going to go a long way.”(146) At the age of forty, when Kanai returned to Lusibari, to meet Nilima, he was surprised to see Moyna, Kusum's daughter-in-law’s
quest to win life. Even Kanai feels concerned about the struggle, Moyna has undergone in her life: quest to win life. The Horrors of Colonialism: A Special Reference to Amitav Ghosh’s The Hungry Tide The Hungry Tide tells a very contemporary story of adventure, love, identity and history; set in one of the most fascination regions
on the earth. Off the easternmost coast of India, in the Bay of Bengal lies the immense labyrinth of tiny islands known as the
Sundarbans. For settlers, life is extremely precarious. Without warning, tidal floods rise and surge over the land, leaving devastation
in their wake. In this place, the lives of three people from different worlds collide. Piyali Roy is a young marine biologist of Indian descent but stubbornly American. Her Journey begins with a disaster when she is
thrown from a boat into crocodile - infested waters. Rescue comes in the form of a young fisherman Fokir. Piyali engages Fokir to
help with her research and finds a translator in Kanai Dutt, a businessman from Delhi whose idealistic aunt and uncle are long time
settlers in the Sundarbans; Kanai comes to visit his widowed aunt and to review some writings left behind by his uncle. Both Piyali
and Kanai disturb the delicate balance of settlement life and set in motion a fateful cataclysm. From this moment, the tide begins to
turn. The Hungry Tide is a prophetic novel of remarkable insight, beauty and humanity. Marshal Zeringue explores that The
Hungry Tide is a story about the 1979 massacre of refugees by government forces who had settled the village of Morichjhapi. Through Nirmal’s journal, Amitav Ghosh tells us about this historical event as well as the search of identity of the refugee settlers
from the island of Morichjhapi in the Sundarbans and the massacre done by left front government of West Bengal in 1979. The
story of Morichjhapi occupies a central place in The Hungry Tide by which Amitabh Ghosh wants to explore human struggle,
conflict and desire to re-settlement. To each, the Sundarbans represents something different but for all they become, “a proliferation
of small worlds........a meeting not just of many rivers, but a roundabout people can use to pass in many .... from country to country
and even between faiths.”
3 and even between faiths.”
3 he Horrors of Colonialism: A Special Reference to Amitav Ghosh’s The Hungry Tide The Hungry Tide explores the character of Kanai Dutt, an interpreter, who runs a successful translation business in Delhi. In his
childhood, he had been in Lusibari as a teenager. After rustication from school for his pride and arrogance, he had been sent by his
parents. He is now been summoned by Nilima because of a packet left for Kanai by her late husband, Nirmal which has just been
found some twenty years after his death. The packet now left for Kanai contains important information. As Kanai read the pages,
its narrative of past events at the end of Nirmal’s life revolves around Kusum, her son Fokir and the catastrophic struggle of the
dispossessed to form a new society on the island of Morichjhapi. This is a life which Kanai fails to understand. His wealth, servants
and pride have no values here, while he himself feels superior to Fokir. He tries to seduce Piyali but begins to realise something
extraordinary about that diasporic Indian Marine Biologist. Fokir’s eye always shows his quest for life for, his livelihood, for his parents. He has not seen ever his mother. While his journey to
Nirmal, Nirmal acquainted his quest and explained it. Fokir’s quest can be felt in his conversation, his notes, his music and his lifestyle. Piya feels herself secure with Fokir. She imagines
about Fokir’s life. But she feels sympathy for Fokir when she comes to know about his life. Both had similar childhood. Both had
grown up without mother even Fokir’s conditions were much poor. She doesn’t understand his language, but feels grief and isolation
in his music. At the end of the novel, both Kanai and Piyali return to Lusibari to live with Kanai’s aunt Nilima. They both returned due to their
personal and professional quest. Kanai wants to rewrite from memory, his uncle’s journal which was lost during a storm and which
contains records of local culture and Morichjhapi Massacre; Piyali wants to continue her research on dolphins by partnering with
Nilima’s NGO so that international organisations can contribute funds to help them both. The Hungry Tide, thus, relates local, national and global levels of consciousness with each other. Piyali’s research is situated
between the local and the global,while Kanai’s re-writing mediates between the local and the nation. he Horrors of Colonialism: A Special Reference to Amitav Ghosh’s The Hungry Tide The Hungry Tide emphasizes
the positive contributions of professional dedication in contrast to Nirmal’s revolutionary romanticism and his alienation felt in the
tide cou The Hungry Tide is about migration, cultural dispersion and assimilation, globalisation and its circuits of movement and exchange. The Hungry Tide transports the reader to a remote time and place and gives people information and feeling about something they
knew very little about. One remark holds views about it as an “armchair safari” in the Sundarbans, the tidal country between India
and Bangladesh. These terms “tourism” and “safari” suggest an anachronism and irreducible difference in which the people and the
places are depicted. There is some sort of pre-modern wilderness and they appear to be remote and cut off from “our” modernity
“over here”. The issues of social class barriers appear in The Hungry Tide twice over across two generations - in the refugees’
revolt of which Kusum is a part and in the friendship that develops across the cross lines between Fokir, her illiterate son and the
cosmopolitan outsider Piya. The Hungry Tide is the work produced by Amitav Ghosh at the peak of his power. It is geographically quite narrow. It is limited
to the Sundarban islands in the Bay of Bengal and perhaps by extension Bengal. It is conceptually limited - basically to conceptual
plots. First it explores the plight of displaced people especially group of refugees from Bangladesh who found themselves in a
confrontation with the Indian state in 1979. The other conceptual question is how humans share a complex and dangerous system
with animals. Amitav Ghosh has discovered yet another new territory, summoning a singular place from its history, language and
myth and bringing it to life. Yet the achievement of The Hungry Tide is in its acceleration of a particle and more unknowable
Jungle the human heart. Amitav Ghosh presents a ruthless appraisal of the horrors of colonialism. and even between faiths.” Even Kanai feels concerned about the struggle, Moyna has undergone in her life: “Just think of life she’s led, said Kanai. She’s struggled to educate herself against heavy odds. Now she is well on her way to become
a nurse. She knows what she wants - for herself and her family - nothing is going to keep her from pursuing it. She is ambitious,
she’s tough and she's going to go a long way.”(146) The Hungry Tide also expresses Piyali’s alienation in India during her visit. She is a cytologist who is of Indian parents but remains
stubbornly American in orientation and temperament. She is the daughter of Bangla parents who had immigrated to Seattle. She is
a woman used to solitude and rigors of the life of a scientist working in a field. She decides to work in an area where she knows
neither of customs not the language. She can survive for some days on just energy bars and ovation. Her life quest is to create a
body of knowledge on the river dolphin which is on the verge of extinction. She perceives herself to have been overlooked by life
and loneliness is slowly closeting her gradually. She creates an aura of self - sufficiency around her to keep away from unwanted IJSSHR, Volume 05 Issue 07 July 2022 Page 3128 www.ijsshr.in 1) Sarva Daman Singh, “Diaspora: Essays on Culture and Identity,” The Indian Diaspora, 96.
2) K.A.Mingoue, Nationalism, (London: 1) Sarva Daman Singh, “Diaspora: Essays on Culture and Identity,” The Indian Diaspora, 96.
2)
K A Mi
N ti
li
(L
d he Horrors of Colonialism: A Special Reference to Amitav Ghosh’s The Hungry Tide intrusion in her life. The Hungry Tide reveals Piyali’s search for marine life. She is not able to understand language of that region
but she decides to come here with some cards. With her cards, she starts her search. Ghosh touches upon the quest of Piyali:
“When communication was possible, she would show them to fishermen andboatmen and ask questions about sightings, abundance,
behaviour, seasonal distribution and so on. When there was no one to translate she would hold up the cards and wait for a response. This often worked; they would recognise the animal and point her to places where they were commonly seen” (32)
The Hungry Tide explorers Piyali’s quest to know about her identity. In her life with her parents, she hadn't listen a single word
about Indian Heritage. Her quest for love brings her to Fokir when she feels jealous of his wife .She feels herself alienated but for
safety Fokir sacrificed his life The Hungry Tide explorers Piyali’s quest to know about her identity. In her life with her parents, she hadn't listen a single word
about Indian Heritage. Her quest for love brings her to Fokir when she feels jealous of his wife .She feels herself alienated but for
safety, Fokir sacrificed his life. Ghosh adds that according to Piyali, her life had been complicated. She explained her life to Nilima which underlines her feeling of
alienation and rootlessness in her life: “You see, my father's parents were Bengalis who’d settled in Burma- they came to India as
R f
d
i
th
S
d W
ld W
H
i
d
d
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f th
h
ll th
th
i
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i
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d Ghosh adds that according to Piyali, her life had been complicated. She explained her life to Nilima which underlines her feeling of
alienation and rootlessness in her life: “You see, my father's parents were Bengalis who’d settled in Burma- they came to India as
Refugees, during the Second World War.Having moved around a lot, my father has all these theories about immigrants and
refugees.He believes that Indian- Bengalis in particular don't travel well, because their eyes are always turned backwards, towards n we move to America, he decided he was not going to make that mistake, he was going to try to fit in it. 2) K.A.Mingoue, Nationalism, (London: 1) Sarva Daman Singh, “Diaspora: Essays on Culture and Identity,” The Indian Diaspora, 96. REFERENCES IJSSHR, Volume 05 Issue 07 July 2022 IJSSHR, Volume 05 Issue 07 July 2022 www.ijsshr.in www.ijsshr.in Page 3129 Page 3129 The Horrors of Colonialism: A Special Reference to Amitav Ghosh’s The Hungry Tide
3) Marshal Zerinuge, Review: “Campaign For The American Reader: The Hungry Tide (27August 2006). 4) Methuen,1969) 25. Amitav Ghosh, The Hungry Tide (UK: Harper Collins Publishers, 2004),260. (All the subsequent
citations from the text are from this edition only and the page nos. have been given in parentheses after the quotations.) There is an Open Access article, distributed under the term of the Creative Commons
Attribution – Non Commercial 4.0 International (CC BY-NC 4.0)
(https://creativecommons.org/licenses/by-nc/4.0/), which permits remixing, adapting and
building upon the work for non-commercial use, provided the original work is properly cited. The Horrors of Colonialism: A Special Reference to Amitav Ghosh’s The Hungry Tide
3) Marshal Zerinuge, Review: “Campaign For The American Reader: The Hungry Tide (27August 2006).
4) Methuen,1969) 25. Amitav Ghosh, The Hungry Tide (UK: Harper Collins Publishers, 2004),260. (All the subsequent
citations from the text are from this edition only and the page nos. have been given in parentheses after the quotations.) he Horrors of Colonialism: A Special Reference to Amitav Ghosh’s The Hungry Tide The Horrors of Colonialism: A Special Reference to Amitav Ghosh’s The Hungry Tide 3) Marshal Zerinuge, Review: “Campaign For The American Reader: The Hungry Tide (27August 2006). 4) Methuen,1969) 25. Amitav Ghosh, The Hungry Tide (UK: Harper Collins Publishers, 2004),260. (All the subsequent
citations from the text are from this edition only and the page nos. have been given in parentheses after the quotations.) IJSSHR, Volume 05 Issue 07 July 2022 www.ijsshr.in Page 3130
There is an Open Access article, distributed under the term of the Creative Commons
Attribution – Non Commercial 4.0 International (CC BY-NC 4.0)
(https://creativecommons.org/licenses/by-nc/4.0/), which permits remixing, adapting and
building upon the work for non-commercial use, provided the original work is properly cited. There is an Open Access article, distributed under the term of the Creative Commons
Attribution – Non Commercial 4.0 International (CC BY-NC 4.0) IJSSHR, Volume 05 Issue 07 July 2022 Page 3130 Page 3130 www.ijsshr.in
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Hot Vents Beneath an Icy Ocean: The Aurora Vent Field, Gakkel Ridge, Revealed
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Oceanography
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A SHORT HISTORY OF GAKKEL
RIDGE EXPLORATIONit Forty-five years after the discovery
of hydrothermal vents (Corliss et al.,
1979), research into these unique hab-
itats and their rich submarine ecosys-
tems has brought about revolutionary
findings in biology, chemistry, and geo-
physics. Understanding how these dis-
tinctive ecosystems are supported by
sunlight-independent microbial primary
productivity based on chemosynthesis
changed the way we understand life on
Earth (Van Dover et al., 2018). They have
inspired our understanding of the ori-
gin of life on Earth (Martin et al., 2008)
and are now influencing the choice of
exploration targets aimed at the discov-
ery of extraterrestrial life in our solar
system (Hand and German, 2018; Hand
et al., 2020). The exotic faunal commu-
nities at active hydrothermal vents are
also of high interest given their physio-
logical adaptations and the high degree
of endemicity, and for their potential in
providing marine genetic resources of
use in biomedicine, cosmetics, and bio-
fuels, among others (Van Dover et al.,
2018). In addition, interest in the poten-
tial for mineral resources in hydrother-
mal vent deposits has greatly increased
in the last two decades, and exploration
licenses for such resources have been
granted for national and international
waters (Jones et al., 2020). Si
th di
f d
h d Current data on vent communities
globally has identified 11 biogeographic
provinces, but their delineation is still
being debated (Rogers et al., 2012). Until
now, the vent faunal communities of the
ice-covered Gakkel Ridge in the Central
Arctic Ocean remained unexplored
because of their remote and climatologi-
cally challenging location. This study puts
the Aurora Vent Field of the Gakkel Ridge
on the global map of chemosynthetic-
based ecosystems, providing an initial
overview of the vent field and the eco-
system it supports.h Building on the results of the AMORE
2001 expedition (Edmonds et al., 2003),
in 2014, R/V Polarstern expedition PS86
AURORA aimed to study geophysical,
geological, geochemical, and biological
processes at hydrothermal vents on the
Gakkel Ridge, with a focus on the southern
segment (Boetius, 2015). In this region,
the spreading rate is 14.5–13.5 mm yr–1,
(slightly faster than the average rate for
the overall ridge), and the ridge axis floor The Gakkel Ridge (Figure 1a) extends
1,800 km from the northern end of the
Lena Trough off Northeast Greenland
(81°N) to near the Siberian shelf at
87°N. REGULAR ISSUE FEATURE
HOT VENTS BENEATH
AN ICY OCEAN
THE AURORA VENT FIELD, GAKKEL RIDGE, REVEALED
By Eva Ramirez-Llodra, Claudio Argentino, Maria Baker, Antje Boetius, Carolina Costa, Håkon Dahle, Emily M. Denny,
Pierre-Antoine Dessandier, Mari H. Eilertsen, Benedicte Ferre, Christopher R. German, Kevin Hand, Ana Hilário,
Lawrence Hislop, John W. Jamieson, Dimitri Kalnitchenko, Achim Mall, Giuliana Panieri, Autun Purser, Sofia P. Ramalho,
Eoghan P. Reeves, Leighton Rolley, Samuel I. Pereira, Pedro A. Ribeiro, Muhammed Fatih Sert, Ida H. Steen, Marie Stetzler,
Runar Stokke, Lissette Victorero, Francesca Vulcano, Stig Vågenes, Kate Alyse Waghorn, and Stefan Buenz Oceanography | Vol. 36, No. 1
6
HOT VENTS BENEATH
AN ICY OCEAN
THE AURORA VENT FIELD, GAKKEL RIDGE, REVEALED
By Eva Ramirez-Llodra, Claudio Argentino, Maria Baker, Antje Boetius, Carolina Costa, Håkon Dahle, Emily M. Denny,
Pierre-Antoine Dessandier, Mari H. Eilertsen, Benedicte Ferre, Christopher R. German, Kevin Hand, Ana Hilário,
Lawrence Hislop, John W. Jamieson, Dimitri Kalnitchenko, Achim Mall, Giuliana Panieri, Autun Purser, Sofia P. Ramalho,
Eoghan P. Reeves, Leighton Rolley, Samuel I. Pereira, Pedro A. Ribeiro, Muhammed Fatih Sert, Ida H. Steen, Marie Stetzler,
Runar Stokke, Lissette Victorero, Francesca Vulcano, Stig Vågenes, Kate Alyse Waghorn, and Stefan Buenz
R/V Kronprins Haakon is being positioned here on
an ice floe to drift toward the Aurora Vent Field on
Gakkel Ridge, Arctic Ocean. © REV Ocean
Oceanography | Vol. 36, No. 1
6 ABSTRACT. Evidence of hydrothermal venting on the ultra-slow spreading Gakkel
Ridge in the Central Arctic Ocean has been available since 2001, with first visual evi-
dence of black smokers on the Aurora Vent Field obtained in 2014. But it was not until
2021 that the first ever remotely operated vehicle (ROV) dives to hydrothermal vents
under permanent ice cover in the Arctic were conducted, enabling the collection of
vent fluids, rocks, microbes, and fauna. In this paper, we present the methods employed
for deep-sea ROV operations under drifting ice. We also provide the first description
of the Aurora Vent Field, which includes three actively venting black smokers and dif-
fuse flow on the Aurora mound at ~3,888 m depth on the southern part of the Gakkel
Ridge (82.5°N). The biological communities are dominated by a new species of coccu-
linid limpet, two small gastropods, and a melitid amphipod. The ongoing analyses of
Aurora Vent Field samples will contribute to positioning the Gakkel Ridge hydrother-
mal vents in the global biogeographic puzzle of hydrothermal vents. rate (E.T. Baker et al., 1996). This hypoth-
esis was revisited after exploration of the
Southwest Indian Ridge showed that even
ultra-slow spreading ridges could host
abundant submarine venting (German
et al., 1998). Technological and method-
ological challenges of working at great
depth in regions of permanent sea ice
cover have constrained the exploration
of the Gakkel Ridge. In 2001, Edmonds
et al. REGULAR ISSUE FEATURE
HOT VENTS BENEATH
AN ICY OCEAN
THE AURORA VENT FIELD, GAKKEL RIDGE, REVEALED
By Eva Ramirez-Llodra, Claudio Argentino, Maria Baker, Antje Boetius, Carolina Costa, Håkon Dahle, Emily M. Denny,
Pierre-Antoine Dessandier, Mari H. Eilertsen, Benedicte Ferre, Christopher R. German, Kevin Hand, Ana Hilário,
Lawrence Hislop, John W. Jamieson, Dimitri Kalnitchenko, Achim Mall, Giuliana Panieri, Autun Purser, Sofia P. Ramalho,
Eoghan P. Reeves, Leighton Rolley, Samuel I. Pereira, Pedro A. Ribeiro, Muhammed Fatih Sert, Ida H. Steen, Marie Stetzler,
Runar Stokke, Lissette Victorero, Francesca Vulcano, Stig Vågenes, Kate Alyse Waghorn, and Stefan Buenz (2003) obtained first evidence of
hydrothermal venting on nine to twelve
discrete locations along the Gakkel Ridge
during the InterRidge two-icebreaker
(R/V Polarstern and USCGC Healy)
Arctic Mid-Ocean Ridge Expedition
(AMORE; Figure 1a). Continued explo-
ration during the Arctic Gakkel Vents
(AGAVE) expedition in 2007 provided
evidence of explosive volcanism at 85°N
and demonstrated that large-scale pyro-
clastic activity is possible along even the
deepest portions of the global mid-ocean
ridge volcanic system (Sohn et al., 2008). Seismic studies suggest substantial mag-
matic activity, serpentinization, and fluid
flow at this slowest of all Earth’s ridge sys-
tems (Michael et al., 2003; Schlindwein
and Schmid, 2016). Between 2002 and
2010, the ChEss program aimed to
improve understanding of the global bio-
geography of chemosynthetic-based eco-
systems (M.C. Baker et al., 2010). Based
on the increasing evidence of hydro-
thermal venting along the Gakkel Ridge,
the ChEss program identified a num-
ber of poorly investigated regions where
research efforts should focus. The Gakkel
Ridge was recognized as one of the miss-
ing pieces of the global biogeographic
puzzle (Ramirez-Llodra et al., 2007). Building on the results of the AMORE
2001 expedition (Edmonds et al., 2003),
i
2014 R/V P l
t
diti
PS86 investigated (Beaulieu et al., 2015). To
date, exploration has yielded an inventory
of 722 confirmed high-temperature vent
sites, with a further 720 high-temperature
vents inferred from water column data,
as reported in the InterRidge Vents
Database in September 2022 (Beaulieu
and Szafranski, 2020). There may be hun-
dreds of additional active hydrothermal
systems and their associated faunal com-
munities yet to be discovered worldwide
along the unexplored branches and sec-
tions of the global mid-ocean ridge sys-
tem, particularly along the least explored
slow and ultra-slow spreading ridges
(Beaulieu et al., 2015). March 2023 | Oceanography
7 A SHORT HISTORY OF GAKKEL
RIDGE EXPLORATIONit It was initially predicted to host
an extremely low number of active sites
based on the assumption that hydrother-
mal flux scaled directly with spreading Since the discovery of deep-sea hydro-
thermal vents in 1977, just over 30% of the
global mid-ocean ridge system has been March 2023 | Oceanography
7 March 2023 | Oceanography
7 7 Recorder) instrument attached to the
dredge revealed evidence for a turbid-
ity anomaly consistent with a nearby
source of active black smoker venting at a
depth of 2,800–3,400 m (Edmonds et al.,
2003; Michael et al., 2003). During the
PS86 AURORA expedition, CTD profil-
ing, coupled with water column chemis-
try, revealed further evidence for ongoing
hydrothermal activity on the Aurora
mound (Boetius, 2015; German et al.,
2022a). Seabed surveys with the Ocean
Floor Observation System (OFOS) deep-
tow camera across the summit from
north to south revealed deep rifts through
the thick sedimented seafloor across the base of the volcanic mound. This imag-
ing, paired with CTD data, led to the first
imaging of an active black smoker on
Gakkel Ridge at 82°53.83'N, 6°15.32'W,
at ~3,900 m depth, on what was named
the Aurora Vent Field (AVF; Boetius,
2015; German et al., 2022a). The OFOS
surveys showed that the Aurora mound
has steep vertical basalt walls intermixed
with lower angle, sediment-draped steps. The top of the mound is flat and sediment
covered, and the observed fauna con-
sisted of high abundances of filter feeders,
mostly glass sponges and anemones, and
at least two species of shrimp. Ophiuroids,
swimming polychaetes, and crustaceans
(potentially isopods) were also observed. At the active vent site, bacterial mats and
small gastropods and amphipods were
observed (Boetius, 2015). The physico-
chemical and microbiological character-
ization of the huge buoyant vent plume
hovering above the AVF showed evidence
for venting fluids enriched in meth-
ane, and possibly hydrogen, fueling high
microbial activity in the plume (German
et al., 2022a; Massimiliano Molari, Max
Planck Institute for Marine Microbiology,
pers. comm., 2022). Due to the lack of a
deep-diving remotely operated vehicle
(ROV), however, no physical samples of
fluids, rocks, microbes, or animals could
be collected from the vent field. at 4,200 m depth is bounded by steep rift
valley walls and punctuated by a series
of axial volcanic ridges and smaller vol-
canic mounds (Michael et al., 2003). Edmonds et al. A SHORT HISTORY OF GAKKEL
RIDGE EXPLORATIONit (2003) inferred the pres-
ence of an active hydrothermal vent site
from chemical data and assigned to a
small (1.5–2 km in diameter) volcanic
mound rising approximately 400 m from
the seafloor, at depths between 4,300 m
and 3,850 m (Figure 1b,c). A dredge from
south to north across this mound recov-
ered components of a sulfide chimney
in addition to abundant pillow basalts. In parallel, in situ sensor data from a
MAPR (Miniature Autonomous Plume a
c
b
Gakkel Ridge
Greenland
Svalbard
FIGURE 1. (a) Map of the Gakkel Ridge in the Central Arctic Ocean with known hydrothermal plume
signals indicated by yellow stars (from Edmond et al., 2003) and the Aurora Vent Field marked with
a red star. (b) A red triangle locates the Aurora Vent Field within the Aurora mound based on pre-
vious bathymetry from the AMORE and AURORA/AWI expeditions. (c) The Aurora Vent Field (red
triangle) is shown against multibeam bathymetry of the Aurora mound based on bathymetry from
the HACON19 and HACON21 expeditions. a
b
Gakkel Ridge
Greenland
Svalbard a
b
Gakkel Ridge
Greenland
Svalbard c
FIGURE 1. (a) Map of the Gakkel Ridge in the Central Arctic Ocean with known hydrothermal plume
signals indicated by yellow stars (from Edmond et al., 2003) and the Aurora Vent Field marked with
a red star. (b) A red triangle locates the Aurora Vent Field within the Aurora mound based on pre-
vious bathymetry from the AMORE and AURORA/AWI expeditions. (c) The Aurora Vent Field (red
triangle) is shown against multibeam bathymetry of the Aurora mound based on bathymetry from
the HACON19 and HACON21 expeditions. c c In 2019, the Hot Vents in an Ice-
Covered Ocean (HACON19) cruise on
R/V Kronprins Haakon returned to the
Aurora mound, with the aim of conduct-
ing a multidisciplinary survey of the sea-
floor ecosystems centered around the
coordinates of the black smoker iden-
tified in 2014 by the PS86 Aurora team
(Boetius, 2015). This cruise obtained
new visual data of the AVF with the
towed Ocean Floor Observation and
Bathymetry System (OFOBS; Purser
et al., 2019; German et al., 2022a), con-
firming the presence of at least three black
smokers colonized by sparse fauna com-
posed of mostly gastropods and amphi-
pods (Bünz et al., 2019). In addition, a
wealth of samples on the sedimented sur-
face of the Aurora mound were collected, FIGURE 1. Oceanography | Vol. 36, No. 1
8 A SHORT HISTORY OF GAKKEL
RIDGE EXPLORATIONit (a) Map of the Gakkel Ridge in the Central Arctic Ocean with known hydrothermal plume
signals indicated by yellow stars (from Edmond et al., 2003) and the Aurora Vent Field marked with
a red star. (b) A red triangle locates the Aurora Vent Field within the Aurora mound based on pre-
vious bathymetry from the AMORE and AURORA/AWI expeditions. (c) The Aurora Vent Field (red
triangle) is shown against multibeam bathymetry of the Aurora mound based on bathymetry from
the HACON19 and HACON21 expeditions. Oceanography | Vol. 36, No. 1
8 Oceanography | Vol. 36, No. 1
8 8 using coring equipment as well as the
Woods Hole Oceanographic Institution
hybrid ROV/AUV Nereus Under Ice
(NUI), which collected sponges for tax-
onomic analyses. However, technological
challenges and ice conditions prevented
NUI from reaching the vent field and col-
lecting samples (Bünz et al., 2019). used to successfully dive on and sample
deep hydrothermal vents under drifting
ice with an ROV, providing an operational
baseline for future robotic explorations of
the deep Arctic. The second part of the
paper provides a preliminary description
of the Aurora Vent Field and its biologi-
cal communities. open-water leads and pressure ridges
between ice floes greatly influences the
ability, time, and effort needed to reach
the study area. When the vessel has reached the study
area, the first step in planning ROV or
OFOBS dives is to determine and pre-
dict ice-drift velocity and direction in
order to position the vessel within the
context of current and developing ice
conditions. Once the ROV is launched,
the ship will no longer be able to reposi-
tion, so it must be located “upstream” of
the dive target. The aim is for the ROV to
reach the seafloor ahead of the vent field/
study site, while the vessel drifts with the
ice floe toward the study site. To deter-
mine vessel positioning, we used satel-
lite images that provided a regional over-
view of sea ice conditions (i.e., ice floe
sizes, their distribution, and the presence
of open water or thin ice leads). In addi-
tion, 24 hr predictions of regional ice drift
velocity and direction provided daily by
Drift+Noise Polar Services GmbH/AWI
aided in positioning the vessel (SIDFEx,
2022). ROV DEEP-SEA EXPLORATION
UNDER ICE The ocean surface above the Aurora
mound is permanently covered by sea
ice (Figure 2a). The maximum sea ice
extent in the Arctic occurs at the end of
winter, generally in March, and the min-
imum extent is normally observed in
September, at the end of the summer
season, so mid-August to mid-October
is the most suitable time window for
oceanographic operations on the Gakkel
Ridge. Reaching a specific study site in an
ice-covered ocean is the first challenge to
overcome. Ice floe size, coupled with the
speed and direction of ice drift, will deter-
mine the time it takes for a specific subsea
location to be accessible. The speed and
direction of ice drift varies within and
between days, driven by tidal forces and
wind conditions, creating an ever-chang-
ing icescape for which we have limited
predictability on the order of 6–12 hours
(Boetius, 2015). The presence of thin-ice/ Later in 2021, the HACON21 cruise
wrote the latest chapter in the explora-
tion of Gakkel Ridge, contributing to
the UN Decade of Ocean Science for
Sustainable Development through the
Challenger 150 programme (Howell
et al., 2020). A multidisciplinary team
sailed aboard R/V Kronprins Haakon
from
Longyearbyen
(Svalbard)
on
September 29 to complete the first ROV
survey and sampling of hydrother-
mal vents under permanent ice cover in
the Arctic (Bünz et al., 2021). Below, we
describe the methodological approach b b
FIGURE 2. (a) R/V Kronprins Haakon navigates a thin-ice lead between ice floes above the Aurora Vent Filed. © REV Ocean/L. Hislop (b) This satel-
lite image shows the regional ice situation and the ice drift predictions (red dots) modeled by Drift+Noise Polar Services GmbH/AWI. The darker areas
are open water or thin ice. The gray/white coloring indicates thicker ice. The yellow star indicates the position of the Aurora Vent Field. (c) ROV Aurora
Borealis is recovered through the moonpool of R/V Kronprins Haakon along with its 1,000 m tether management system (TMS). a
c a FIGURE 2. (a) R/V Kronprins Haakon navigates a thin-ice lead between ice floes above the Aurora Vent Filed. © REV Ocean/L. Hislop (b) This satel-
lite image shows the regional ice situation and the ice drift predictions (red dots) modeled by Drift+Noise Polar Services GmbH/AWI. The darker areas
are open water or thin ice. The gray/white coloring indicates thicker ice. The yellow star indicates the position of the Aurora Vent Field. A SHORT HISTORY OF GAKKEL
RIDGE EXPLORATIONit These ice maps and ice-drift mod-
els covered an area of 360 km2 around
the Aurora mound and were useful
for predicting when open-water leads
would be positioned above the vent field
(Figure 2b). With a range of six nautical
miles, the vessel’s ice radar aided naviga-
tion among ice floes. Between June and September 2021,
the Joint Arctic Scientific Mid-Ocean
Ridge Insight Expedition (JASMInE) car-
ried out the first wide-angle reflection/
refraction seismic experiment along the
Gakkel Ridge, from 75° to 102°, to map
lithospheric structure (Ding et al., 2022). Preliminary results contribute to the
understanding of oceanic crustal forma-
tion and episodic magmatism in this end-
member of global oceanic crustal accre-
tion (Ding et al., 2022). ROV DEEP-SEA EXPLORATION
UNDER ICE (c) ROV Aurora
Borealis is recovered through the moonpool of R/V Kronprins Haakon along with its 1,000 m tether management system (TMS). FIGURE 2. (a) R/V Kronprins Haakon navigates a thin-ice lead between ice floes above the Aurora Vent Filed. © REV Ocean/L. Hislop (b) This satel-
lite image shows the regional ice situation and the ice drift predictions (red dots) modeled by Drift+Noise Polar Services GmbH/AWI. The darker areas
are open water or thin ice. The gray/white coloring indicates thicker ice. The yellow star indicates the position of the Aurora Vent Field. (c) ROV Aurora
Borealis is recovered through the moonpool of R/V Kronprins Haakon along with its 1,000 m tether management system (TMS). March 2023 | Oceanography
9 March 2023 | Oceanography
9 fly faster than the boat drifts with the ice. This allows the ROV to reach the target
before the vessel drifts over it, providing
additional time for the ROV to work on
the seafloor on a small target such as a
vent field (Figure 3). Operations through
the moonpool protected the ROV and
its TMS from ice contact and ensured
that an open area was always available
for the recovery of the ROV. The oper-
ational methodology described below
aims at maximizing seafloor time on a
small target (in this case, the active area
of the Aurora Vent Field, only about
75 m2) at great depth (4,000 m) under
drifting ice. If the goal was to conduct a
survey in a region without a precise geo-
graphic target (e.g., a biological or sedi-
mentological transect in a region, to sam-
ple opportunistically), vessel positioning
and ice drift velocity and direction would
be less critical. ahead of the vessel toward the vent field. Drift speeds up to 0.3 knots provided suf-
ficient bottom time (1–2.5 hr) for the
ROV to work on the seafloor while sta-
tionary at a target location. Operations
between 0.3 knots and 0.6 knots were
feasible but challenging, and seafloor
time at the study area was very lim-
ited (20–40 min). Above 0.6 knots, the
risk of operations was considered too
high and the ROV was not launched. If
the distance between launch and study
area was too large, the probability of the
ice drift changing direction during the
ROV’s descent, taking the vessel away
from the target area, was higher, particu-
larly with slower ice drift <0.1 knot. ROV DEEP-SEA EXPLORATION
UNDER ICE If the
launch position was too close to the vent
field, there was not sufficient time for the
ROV to reach the seafloor before the ves-
sel drifted beyond the study site and the
ROV had to be recovered. Of the 14 times
ROV Aurora was launched over the AVF,
the dives had to be aborted on six occa-
sions due to a change in ice drift direction
and/or speed that took the vessel off-track
from the vent field. On one occasion, the
drift direction changed from south to
southeast, and then east-northeast within
hours, which resulted in the ROV being
launched and recovered four times before
we were able to complete a successful dive. ROV Operations
ROV Aurora is a Kystdesign SUPPORTER
32-type ROV (Figure 2c) owned and
operated by REV Ocean. It has a 6,000 m
depth range and is fully equipped with a
state-of-the-art science skid. Importantly
for under ice operations, Aurora is con-
figured to operate as part of a two-
bodied system that comprises a separate
tether management system (TMS) called
Borealis, with an additional 1,000 m of
neutrally buoyant tether. For protec-
tion against adverse interactions with
sea ice, the ROV was deployed through
the moonpool of the Norwegian ice-
breaker R/V Kronprins Haakon. The
Aurora Borealis system descended as
a unit toward the seafloor, which per-
mitted a rapid descent (0.8–1 m s–1) of
the vehicle while the vessel was drift-
ing with the ice, avoiding tension on the
ROV’s neutrally buoyant optical tether
(Figure 3). When the vehicle was at
50–100 m above seafloor, depending on
topography, the winch was stopped and
the ROV deployed from its TMS. Safe
ROV operations to the Arctic deep sea-
floor were only possible during this expe-
dition because of the two-bodied config-
uration of the ROV and the availability of
a moonpool for deployment and recovery
operations. The soft umbilical of the TMS
enables the ROV, once out of its TMS, to For the purpose of studying the AVF,
once a suitable position for the vessel was
determined, the speed and accurate direc-
tion of the ice floe were assessed by posi-
tioning the vessel against the ice floe and
drifting with it for 15 minutes. Timing for
ROV deployment could then be based
on the drift speed. ROV DEEP-SEA EXPLORATION
UNDER ICE ROV Aurora was
launched at a distance from the vent field
that allowed the vehicle to reach the sea-
floor upstream from the study area and fly Geological and Geochemical
Settingsh FIGURE 3. Operational sequence for ROV dives on small deep seafloor targets under drifting ice. The Aurora Vent Field is located on the
southwest part of the Aurora mound
(Figure 1b,c). It consists of pillow basalts
and active and inactive vents, and encom-
passes an area of ~140 m × 100 m. There
are steep-sided inactive hydrothermal
edifices up to several meters high, indi-
vidual actively venting chimneys, and
abundant hydrothermal crust and chim-
ney debris that, along with the pillows,
are variably covered by as much as ~3 m
of sediment. Current
hydrothermal
activity
is
restricted to near the center of the AVF
(82°53'49''N, 6°15'21''W) and consists
primarily of three isolated, vigorously FIGURE 3. Operational sequence for ROV dives on small deep seafloor targets under drifting ice. Oceanography | Vol. 36, No. 1
10 Oceanography | Vol. 36, No. 1
10 10 of Enceladus, slightly south of a line
between Enceladus and Hans Tore vents. This black smoker rises on a relatively
flat seafloor and consists of black smoker
fluid venting from five individual exit ori-
fices at the base or sides of a partially col-
lapsed chimney structure. Both Enceladus
and Ganymede are characterized by thin
walls, resulting in frequent collapse and
regrowth, as evidenced by their relatively
short heights and ramparts of abundant
collapsed chimney debris. venting black smoker chimneys that
occur in a ~10 m diameter cluster. These three active black smokers have
been named Hans Tore, Enceladus, and
Ganymede (Figure 4a,c,e). The Hans
Tore vent was observed with OFOBS
during HACON19 (Bünz et al., 2019). It was named in memory of Professor
Hans Tore Rapp (Figure 4b), colleague
and friend from the University of Bergen,
who passed away in 2020. Prof. Rapp had
been involved in the 2014 AURORA PS86
and HACON19 missions as fauna expert
and was a key figure in the development
of the HACON project. The two other
smokers are named after “ocean world”
moons in the solar system, some of which
may host hydrothermal activity with the
potential to harbor associated chemo-
synthetic-based life. Saturn’s ice-covered
moon Enceladus (Figure 4d) was chosen
because its ocean is suspected to be many
tens of kilometers deep and predicted to
host hydrothermal activity (Cable et al.,
2021). Geological and Geochemical
Settingsh Ganymede, an ice-covered satellite
of Jupiter (Figure 4f), is the largest moon
in the solar system and may have the
largest saline ocean—an ocean that may
be implicated in altering its polar aurora
(Saur et al., 2015), providing a fitting con-
nection to this locale. The rocks collected are generally dark
greenish-gray and composed primarily of
chalcopyrite, pyrite, sphalerite, and barite. The sulfide minerals exhibit varying
degrees of oxidation associated with pro-
longed exposure to seawater (Figure 6a). Samples were also collected from several
low-lying orange-brown oxidized iron-
rich chimneys associated with lower-
temperature diffuse flow, especially those
surrounding the rim of the Hans Tore vent
crater. The formation of these extremely
friable iron-rich deposits has been associ-
ated with microbial activity (Johannessen
et al., 2020). Post-cruise analyses of the The chimneys and larger hydrothermal
accumulations at the AVF were sampled
with the ROV manipulator (Figure 5a). FIGURE 4. Aurora Vent Field black smokers and their names: (a) Hans Tore vent. (b) Professor Hans
Tore Rapp during the HACON cruise in 2019. (c) Enceladus black smoker. (d) Enceladus moon. Credit: NASA, Cassini Mission (e) Ganymede black smoker. (f) Ganymede moon. Credit: NASA,
Juno Mission
a
c
e
b
d
f b a a c d c d The Hans Tore vent (Figure 4a), found
at 3,883 m depth, features a tall (at least
2 m), narrow chimney vigorously emit-
ting black smoke fluid from its summit
and a second, 1 m tall active chimney
next to it. They sit in the middle of a 2 m
diameter, 1 m deep circular crater, and
black smoker fluid issues from the bot-
tom of the crater through two small chim-
neys. Diffuse, lower-temperature vent-
ing occurs around the rim of the crater,
and small oxidized iron-rich chimneys
are evident at the rim. At the Enceladus
vent (Figure 4c), ~10 m southwest of
Hans Tore, a single 1.5 m tall chimney
structure emits black vent fluid along its
entire length and from its top. It is sur-
rounded by a forest of inactive chimneys
at 3,887 m depth.h e f f e FIGURE 4. Aurora Vent Field black smokers and their names: (a) Hans Tore vent. (b) Professor Hans
Tore Rapp during the HACON cruise in 2019. (c) Enceladus black smoker. (d) Enceladus moon. Credit: NASA, Cassini Mission (e) Ganymede black smoker. (f) Ganymede moon. March 2023 | Oceanography
11 Geological and Geochemical
Settingsh Credit: NASA,
Juno Mission The Ganymede vent (Figure 4e) is
located at 3,884 m depth, ~5 m northeast March 2023 | Oceanography
11 11 2012) that will enable first estimates of
fluid mass, chemical, and heat fluxes from
the vents. The ongoing work will be criti-
cal for deciphering the types of chemical
compositions venting at Aurora and how
they support the ecosystem. The data will
also provide information on the water-
rock interactions between hydrothermal
fluids and the underlying crustal substrate
(e.g., Reeves et al., 2011, 2014), allowing
direct comparison of the chemical energy
“landscape” of AVF fluids (e.g., Dahle
et al., 2015) with other vent sites along the
global mid-ocean ridge system. paleo-plume events recorded in the sed-
imentary record therefore enables us
to provide spatial and temporal con-
straints on vent activity and the contri-
bution of seafloor vent metal exports
to deep ocean budgets (Antonelli et al.,
2017). Hydrothermal plumes also trans-
port trace elements, nutrients, dissolved
gases, and vent-derived biomass that can
support heterotrophic deep-sea commu-
nities (Cathalot et al., 2021; Levin et al.,
2016). At the AVF, the dispersing plume
was identified from water-mass turbid-
ity measured during CTD casts. The
buoyant plume was located in the bot-
tom layer between 3,000 m and 4,000 m
depth during the AURORA (Boetius,
2015; German et al., 2022), HACON19,
and HACON21 cruises. Dissolved meth-
ane concentrations in water samples col-
lected from ROV-mounted Niskin bottles
during HACON21 (Figure 5c) at ~10 m
directly above one of the vents were
measured using headspace gas chro-
matography (e.g., Sert et al., 2020). In
these samples, elevated dissolved meth-
ane in the near vent buoyant plume
(~102–103 nM) decreases dramatically
to 30 nmol/L in the immediately over-
lying non-buoyant plume (German et al.,
2022a), 1–10 nmol/L in the more distal
plume (Sert et al., 2022), and eventually to
background concentrations (~<0.5 nM). This shows that strong methane gradi-
ents that prevail in the vicinity of the ris-
ing buoyant plume could support chemo-
synthetic microbial activity in the water
column (Anantharaman et al., 2013). In
buoyant and non-buoyant plumes, meth-
ane dilution, oxidation, and methanogen-
esis may occur simultaneously (Ver Eecke
et al., 2012), contributing to deep-sea bio-
geochemical cycling. Geological and Geochemical
Settingsh rock samples will be integrated with sed-
iment geochemistry data sets and used
to characterize the composition, age, and
evolution of the vent field and to assess the
relationship between the composition and
age of the deposits and the animals and
microbes that colonize them. paleo-plume events recorded in the sed-
imentary record therefore enables us
to provide spatial and temporal con-
straints on vent activity and the contri-
bution of seafloor vent metal exports
to deep ocean budgets (Antonelli et al.,
2017). Hydrothermal plumes also trans-
port trace elements, nutrients, dissolved
gases, and vent-derived biomass that can
support heterotrophic deep-sea commu-
nities (Cathalot et al., 2021; Levin et al.,
2016). At the AVF, the dispersing plume
was identified from water-mass turbid-
ity measured during CTD casts. The
buoyant plume was located in the bot-
tom layer between 3,000 m and 4,000 m
depth during the AURORA (Boetius,
2015; German et al., 2022), HACON19,
and HACON21 cruises. Dissolved meth-
ane concentrations in water samples col-
lected from ROV-mounted Niskin bottles
during HACON21 (Figure 5c) at ~10 m
directly above one of the vents were
measured using headspace gas chro-
matography (e.g., Sert et al., 2020). In
these samples, elevated dissolved meth-
ane in the near vent buoyant plume
(~102–103 nM) decreases dramatically
to 30 nmol/L in the immediately over-
lying non-buoyant plume (German et al.,
2022a), 1–10 nmol/L in the more distal
plume (Sert et al., 2022), and eventually to
background concentrations (~<0.5 nM). This shows that strong methane gradi-
ents that prevail in the vicinity of the ris-
ing buoyant plume could support chemo-
synthetic microbial activity in the water
column (Anantharaman et al., 2013). In
buoyant and non-buoyant plumes, meth-
ane dilution, oxidation, and methanogen-
esis may occur simultaneously (Ver Eecke
et al., 2012), contributing to deep-sea bio-
geochemical cycling. The Enceladus and Ganymede black
smoker “end member” fluids and their
stable maximum temperatures were each
successfully sampled with duplicate iso-
baric gas-tight (IGT) samplers (Seewald
et al., 2002; Figure 5b) for comprehensive
inorganic-organic geochemical and stable
isotope characterization (Reeves et al.,
2011, 2014); “paired” chimney material
was also examined. Geological and Geochemical
Settingsh Sufficient static video
footage (several minutes) of at least one of
the vents was also taken to allow for parti-
cle image velocimetry (Mittelstaedt et al., Hydrothermal fluids discharged at
the seafloor form neutrally buoyant
mid-water plumes that disperse hori-
zontally along isopycnals, transporting
and redistributing metals across entire
basins (Resing et al., 2015). Correlating FIGURE 5. Sampling on the Aurora Vent Field. (a) Rock collection with the manipulator on the flanks
of the Hans Tore vent. (b) Isobaric gas-tight (IGT) sampling at Ganymede. (c) Plume sampling with
Niskin bottles on the Hans Tore vent. (d) Blade core sampling on the side of the Enceladus black
smoker. (e) Sampling bacterial mats with the biosyringe on the rim of the Hans Tore vent. (f) Suction
sampling for amphipods on the flanks of the Hans Tore vent. a
c
e
b
d
f a b b a d c c d c e f Oceanography | Vol. 36, No. 1
12 Biological Communities of
the Aurora Vent Field Deciphering
geo-biological
connec-
tions in hydrothermal systems requires
detailed analyses of the composition
of fluids along with analyses of micro-
bial community structure and function-
ing. Samples for microbiological analyses
were obtained from active and inactive
chimneys, low-temperature diffuse flow
sites, and background sediments. The
rocks collected for geological studies
(Figure 5a) were firstly sub-sampled on
board for their microbiota. The blade
core was used to sample undisturbed
sediment samples (Figure 5d), and bio-
syringes were used to sample microbial
mats (Figure 5e). Ongoing geochem-
ical and metagenomic-based commu-
nity analyses will shed further light on
the AVF microbial community structure
and functioning and the biogeochemical
relationships between sediment substrate
(grain size, mineralogy, and geochemical
composition) and microbial and faunal
communities. The results will reveal to
what extent the unique setting of the AVF
stimulates development of unique micro-
bial assemblages and ecosystems. and oxidized compounds in seawater
(e.g., sulfate, nitrate, oxygen) (Van Dover,
2000). The availability of different chem-
ical energy sources between and within
vent systems form chemical energy land-
scapes that shape microbial communities
and possibly those of microbial primary
production grazers (Dahle et al, 2015). Deciphering
geo-biological
connec-
tions in hydrothermal systems requires
detailed analyses of the composition
of fluids along with analyses of micro-
bial community structure and function-
ing. Samples for microbiological analyses
were obtained from active and inactive
chimneys, low-temperature diffuse flow
sites, and background sediments. The
rocks collected for geological studies
(Figure 5a) were firstly sub-sampled on
board for their microbiota. The blade
core was used to sample undisturbed
sediment samples (Figure 5d), and bio-
syringes were used to sample microbial
mats (Figure 5e). Ongoing geochem-
ical and metagenomic-based commu-
nity analyses will shed further light on
the AVF microbial community structure
and functioning and the biogeochemical
relationships between sediment substrate
(grain size, mineralogy, and geochemical
composition) and microbial and faunal
communities. The results will reveal to
what extent the unique setting of the AVF
stimulates development of unique micro-
bial assemblages and ecosystems. Samples of macro- and megafauna were
obtained from chimney debris collected FIGURE 6. Samples from the Aurora Vent Field. (a) Representative chimney sample collected
from the Enceladus black smoker, composed primarily of a mixture of sulfide minerals (chalcopy-
rite, pyrite, sphalerite) and barite. (b) Rock hosting Cocculinid limpets and gastropods (scale bar =
5 mm). Biological Communities of
the Aurora Vent Field Biological communities in hydrother-
mal systems are typically driven by che-
mosynthetic
microorganisms
acquir-
ing energy from the oxidation of
reduced compounds in hydrothermal
fluids (e.g., sulfide, methane, hydrogen) FIGURE 5. Sampling on the Aurora Vent Field. (a) Rock collection with the manipulator on the flanks
of the Hans Tore vent. (b) Isobaric gas-tight (IGT) sampling at Ganymede. (c) Plume sampling with
Niskin bottles on the Hans Tore vent. (d) Blade core sampling on the side of the Enceladus black
smoker. (e) Sampling bacterial mats with the biosyringe on the rim of the Hans Tore vent. (f) Suction
sampling for amphipods on the flanks of the Hans Tore vent. Oceanography | Vol. 36, No. 1
12 Oceanography | Vol. 36, No. 1
12 12 kilometers away from the AVF are rep-
resented by opportunistic species depen-
dent on bacterial and phytodetrital matter,
including low-energy species (Vanreusel
et al., 2000). Meiofaunal community
densities and diversity in hydrothermal-
derived sediments were depleted when
compared to communities within refer-
ence sediments off vent. Benthic fora-
minifera in these hydrothermal-derived
sediments, however, include organic-
walled allogromids that seem to tolerate
reduced and low amounts of organic car-
bon microhabitats. These initial results
suggest a critical role of the meiofauna in
the vicinity of vents for biodiversity and
potential bio-indicators for ecosystem
health in vent fields. with the ROV manipulators (Figure 5a),
from the sediment surface collected with
the suction sampler (Figure 5f), and from
sponge aggregations at the vent periph-
ery (Figure 6f). Preliminary analyses
show an increased presence of molluscs,
crustaceans, and polychaetes in the AVF
compared to the surrounding rock fields. Within the molluscs, a new species of
cocculinid limpet, Cocculina aurora sp. nov. (Chen et al., 2022; Figure 6b) and
two species of gastropods of the fami-
lies Rissoidae and Skeneidae (Figure 6c)
were the most abundant taxa found on
the rocks. Samples collected with the suc-
tion sampler targeted amphipods, tenta-
tively identified as belonging to the family
Melitidae (Figure 6d,e), the second most
dominant group at the active vent field
after the molluscs. and oxidized compounds in seawater
(e.g., sulfate, nitrate, oxygen) (Van Dover,
2000). The availability of different chem-
ical energy sources between and within
vent systems form chemical energy land-
scapes that shape microbial communities
and possibly those of microbial primary
production grazers (Dahle et al, 2015). Biological Communities of
the Aurora Vent Field (c) Detail of the rock in B showing the high abundance of gastropods (scale bar = 5 mm). (d) Amphipods on the rim of the Hans Tore vent. (e) Close-up of an amphipod in the lab (scale bar =
5 mm). (f) Cladorhizid carnivorous sponges on the periphery of the Aurora Vent Field. a
c
e
b
d
f b b a d
f d Infauna from sediments recovered
from the vent field with the blade core
(Figure 5d) and from a reference site a few
kilometers off vent with a ship-operated
multicorer were sectioned at different
intervals, sieved with 1,000-, 500-, 250-,
150-, and 32-micron mesh sieves and
identified under a microscope in the lab-
oratory. The infauna was composed, pre-
dominantly, of meiofaunal taxa (32 µm to
1,000 µm), specifically free-living nema-
todes and foraminifera. These groups are
known to be a key link in the deep-sea
food web, including in hydrothermal vent
and cold seep environments (Zeppilli
et al., 2018). Classical abyssal polar meio-
fauna communities in sediments a few e FIGURE 6. Samples from the Aurora Vent Field. (a) Representative chimney sample collected
from the Enceladus black smoker, composed primarily of a mixture of sulfide minerals (chalcopy-
rite, pyrite, sphalerite) and barite. (b) Rock hosting Cocculinid limpets and gastropods (scale bar =
5 mm). (c) Detail of the rock in B showing the high abundance of gastropods (scale bar = 5 mm). (d) Amphipods on the rim of the Hans Tore vent. (e) Close-up of an amphipod in the lab (scale bar =
5 mm). (f) Cladorhizid carnivorous sponges on the periphery of the Aurora Vent Field. FIGURE 6. Samples from the Aurora Vent Field. (a) Representative chimney sample collected
from the Enceladus black smoker, composed primarily of a mixture of sulfide minerals (chalcopy-
rite, pyrite, sphalerite) and barite. (b) Rock hosting Cocculinid limpets and gastropods (scale bar =
5 mm). (c) Detail of the rock in B showing the high abundance of gastropods (scale bar = 5 mm). (d) Amphipods on the rim of the Hans Tore vent. (e) Close-up of an amphipod in the lab (scale bar =
5 mm). (f) Cladorhizid carnivorous sponges on the periphery of the Aurora Vent Field. The Ice-Covered Arctic as a Bridge
to the Search for Life in Space? g
to the Search for Life in Space? A particularly exciting aspect of the dis-
covery of hydrothermal vents beneath
an ice-covered ocean is its impact on
humanity’s search for life beyond Earth. The collection and analysis of 18 full sea-
ice cores ranging from 98 cm to 181 cm in
length, as well as three gray ice cores rang-
ing from 8 cm to 15 cm, served the dual
purpose of advancing our understanding
of sea-ice processes on Earth and provid-
ing a useful analog for investigating the
surface chemistry of distant ice-covered
ocean worlds elsewhere in our solar sys-
tem. On Earth, the seasonally variable
sea-ice cover modulates the exchange of
gases between the ocean and the atmo-
sphere. During the winter period of max-
imum coverage, and of sea-ice growth,
gases such as carbon dioxide and meth-
ane cannot escape directly to the atmo-
sphere, but rather are captured in the ice
matrix. Similarly, gases from the atmo-
sphere cannot reach the ocean, as mixing
is inhibited by the ice layer. In addition,
some buoyant materials, such as organic
lipids and other biological materials, can
become entrained in the ice matrix. The
seasonal exchange efficiency of gases in
the Arctic, especially carbon dioxide, is a
poorly constrained variable in our efforts
to model and understand climate change. We conducted analyses of trapped car-
bon dioxide and methane in many of
the cores while onboard R/V Kronprins
Haakon and have generated depth pro-
files of gas concentration that show the
detailed transition from atmospheric to
oceanic concentrations of carbon dioxide
and methane. In addition, we measured
the 13C concentration in methane, which
we can use to differentiate between bio-
genic and abiogenic contributions to the A particularly exciting aspect of the dis-
covery of hydrothermal vents beneath
an ice-covered ocean is its impact on
humanity’s search for life beyond Earth. h Although a detailed biogeographic
analysis that includes the fauna from the
Aurora Vent Field is underway, the cur-
rently available observations provide
insights into the position of the Gakkel
Ridge vent communities in global vent
biogeography. Six biogeographic regions
of vent fauna defined by Bachraty et al. (2009) were increased to 11 regions of
biogeography when the data were reana-
lyzed, incorporating the vent fields of the
Southern Ocean (Rogers et al., 2012). However, none of these studies included
data from Arctic latitudes. Biological Communities of
the Aurora Vent Field March 2023 | Oceanography
13 March 2023 | Oceanography
13 13 pillow lavas, and basaltic ridges and out-
crops in the proximity of the vent field
were covered by dense aggregations of
the hexactinellid sponges Caulophacus
arcticus and Asconema megaatrialia. These species are common inhabitants of
deeper areas in the Nordic Seas (Roberts
et al., 2018), and the unusually high den-
sities found at the Aurora mound com-
pared to non-venting mounds on the
Gakkel Ridge (Boetius, 2015) suggest that
the higher productivity around the active
vent field provides increased food supply
that can support higher sponge density. Aggregations of sponges and dead stalks
of C. arcticus may have a crucial facilitat-
ing role for other fauna, since bythocarid
shrimps, anemones, crinoids, and several
species of isopods and amphipods seem
to be more abundant in areas covered by
hexactinellid sponge habitats. depths under drifting ice, which heavily
constrains our capacity to develop robust
management measures and monitoring
procedures for a pristine region prior to
the expected increase in industrial activ-
ity as the Central Arctic Ocean opens to
human activities. At the Hans Tore vent, amphipods
and small gastropods can be seen on
the rim and outer slopes of the crater. At Enceladus and Ganymede, amphi-
pods are evident on the chimney walls,
whereas gastropods are mostly pres-
ent on chimney debris at the base of the
black smokers. Suction sampling at the
Hans Tore and Ganymede vents also
retrieved a few specimens of polychaetes
and some empty polychaete tubes. The
AVF vent fauna, dominated by small gas-
tropods and amphipods, is similar, on a
higher taxonomic level, to the faunal com-
munities of the Loki’s Castle Vent Field at
73.5°N on the Mohns Ridge (Pedersen
et al., 2010). Further work on the taxon-
omy, connectivity, and biogeography of
the fauna of the AVF is ongoing in order
to clarify the links between the AVF fauna
and that of other vent fields. In contrast to
the Mohns Ridge vents, sedimented areas
with diffuse venting were not observed,
which explains the restricted spatial dis-
tribution of vent-adapted fauna close to
the black smokers. Basalt outcrops within
the vent field host dense aggregations of
carnivorous sponges belonging to the
family Cladorhizidae (Figure 6f). Oceanography | Vol. 36, No. 1
14 Biological Communities of
the Aurora Vent Field Even
though these organisms are typical rep-
resentatives of the background fauna,
they can thrive at higher densities in the
vicinity of active vents by possibly taking
advantage of the food-enriched environ-
ment driven by the hydrothermal activity,
while tolerating increased abiotic stress
(Levin et al., 2016; Georgieva et al., 2020). The Ice-Covered Arctic as a Bridge
to the Search for Life in Space? Connection of this work to distant
ice-covered moons, such as Jupiter’s
Europa, is based on the knowledge that
Europa’s ice shell is essentially ~10 km
of sea ice (Figure 7). Ocean salts, carbon
dioxide, and other materials have been
observed spectroscopically on the sur-
face of Europa (Hand et al., 2007; Hand
and Carlson, 2015; Trumbo et al., 2019). The best analogous systems on Earth to
Europa’s ice are the sea ice of the Arctic
and the Antarctic. While the scale of
ice thickness is much different, the pro-
cesses by which gases and organic mate-
rials, including microbes, are incorpo-
rated into sea ice on Earth can inform
the development of missions and instru-
ments designed to search for such mate-
rials either remotely or with a landed
spacecraft on Europa. To this end, our
team processed seven ice cores for micro-
biology primarily to determine whether
any thermophiles that may have been
transported via hydrothermal plumes
are captured in the ice cores. This is an
interesting microbial ecology question in
its own right, but it also carries interest-
ing implications for the search for bio-
signatures on Europa, as the seafloor
there could be hydrothermally active,
and plumes could deliver material to the
ice-water interface. FIGURE 7. While the physical scale and thickness of the ice differs greatly between Earth’s sea ice
and that of Europa’s ice shell, both icy environments serve as a window into the oceans hidden
below. On Earth, we can study the ice, ocean, and seafloor to reveal any processes that provide
connections across these interfaces. On Europa, we are, at least for the near future, limited to using
the surface chemistry of the ice as our primary means for understanding the ocean and seafloor
chemistry and geology. Image courtesy NASA/JPL and the 2017 Europa Lander Science Definition
Team Report (Hand et al., 2017) of photosynthesis on Earth, but some
of the microbes detected in the Aurora
vent plume relate to microaerophilic
or even anaerobic types (Massimiliano
Molari, Max Planck Institute for Marine
Microbiology, pers. comm., 2022). The
intellectual challenge in pursuing this
line of research becomes more compel-
ling when considering that a significant
proportion of the exoplanets that have
now been discovered orbiting other stars
may also be ocean worlds (Quick et al.,
2020). A next critical step in that explora-
tion will begin soon, with the 2023 launch
of the European Space Agency’s JUpiter
ICy moons Explorer (JUICE) expedi-
tion to investigate Europa and Ganymede
and the 2024 launch of NASA’s Europa
Clipper mission to study that body’s hab-
itability. In the longer term, planning has
already begun for future landed missions
to search for evidence of life on both
Europa (Hand et al., 2022) and Enceladus
(MacKenzie et al., 2021). of photosynthesis on Earth, but some
of the microbes detected in the Aurora
vent plume relate to microaerophilic
or even anaerobic types (Massimiliano
Molari, Max Planck Institute for Marine
Microbiology, pers. comm., 2022). The
intellectual challenge in pursuing this
line of research becomes more compel-
ling when considering that a significant
proportion of the exoplanets that have
now been discovered orbiting other stars
may also be ocean worlds (Quick et al.,
2020). A next critical step in that explora-
tion will begin soon, with the 2023 launch
of the European Space Agency’s JUpiter
ICy moons Explorer (JUICE) expedi-
tion to investigate Europa and Ganymede
and the 2024 launch of NASA’s Europa
Clipper mission to study that body’s hab-
itability. In the longer term, planning has
already begun for future landed missions
to search for evidence of life on both
Europa (Hand et al., 2022) and Enceladus
(MacKenzie et al., 2021). The Ice-Covered Arctic as a Bridge
to the Search for Life in Space? Our obser-
vations of the Aurora Vent Field sug-
gest faunal similarities with the Loki’s
Castle Vent Field at 73°N (Pedersen et al.,
2010) in terms of the presence of amphi-
pods and gastropods as main groups, but
also show differences such as the lack of
siboglinid tubeworms and the presence
of the new species of limpet Cocculina
aurora sp. nov. (Chen et al., 2022). The
evolution and genetic connectivity of
fauna from the deep Central Arctic
Ocean is a major unknown, and the data
from the HACON project will contrib-
ute to addressing it. The limited knowl-
edge of Central Arctic Ocean deep-sea
ecosystems is a direct consequence of the
operational challenges of working at great A comprehensive ROV video survey
was also conducted to provide visual data
for mapping the different habitats across
the AVF and to help decipher differences
in communities detected by the OFOS
and OFOBS photo transects across the
Aurora mound and further sites along the
Gakkel Ridge (Boetius, 2015; Bünz et al.,
2019). The video analyses will provide
information on the distribution, abun-
dance, and density of the different species
across the three AVF black smokers and
their geochemical gradients (Schoening
et al., 2012). As previously reported
(Boetius, 2015; Bünz et al., 2019), rocks, Oceanography | Vol. 36, No. 1
14 14 FIGURE 7. While the physical scale and thickness of the ice differs greatly between Earth’s sea ice
and that of Europa’s ice shell, both icy environments serve as a window into the oceans hidden
below. On Earth, we can study the ice, ocean, and seafloor to reveal any processes that provide
connections across these interfaces. On Europa, we are, at least for the near future, limited to using
the surface chemistry of the ice as our primary means for understanding the ocean and seafloor
chemistry and geology. Image courtesy NASA/JPL and the 2017 Europa Lander Science Definition
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the teams of ROV Aurora, ROV/AUV NUI, and
OFOBS, as well as all participants in the cruises
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HACON project was funded by the Norwegian
Research Council (grant # 274330). The AURORA
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Association, the MARUM DFG Cluster of Excellence
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ERC Advanced Investigator Grant ABYSS (294757)
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(RCN) through its Centres of Excellence fund-
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Eva Ramirez-Llodra (eva.ramirez@niva.no) is
Science Coordinator, REV Ocean, Lysaker, and
Senior Scientist, Norwegian Institute for Water
Research, Oslo, Norway. Claudio Argentino is
Postdoctoral Fellow, Centre for Arctic Gas Hydrate,
Environment and Climate (CAGE), Department of
Geoscience, UiT - The Arctic University of Norway,
Tromsø, Norway. Maria Baker is Executive Director
at Deep-Ocean Stewardship Initiative, University
of Southampton, Southampton, UK. Antje Boetius
is Professor, Alfred Wegener Institute, Helmholtz
Centre for Polar & Marine Research, Bremerhaven,
Germany; Max Planck Institute for Marine
Microbiology, Bremen, Germany; and Center for
Marine Environmental Sciences (MARUM), University
of Bremen, Germany. Carolina Costa is a gradu-
ate student in the Centre for Environmental and
Marine Studies & Biology Department, University
of Aveiro, Campus Universitário de Santiago,
Aveiro, Portugal. Håkon Dahle is Professor, and
Emily M. Denny is PhD Candidate, both in the
Department of Biological Sciences & Centre for
Deep Sea Research, University of Bergen, Bergen,
Norway. Pierre-Antoine Dessandier is Postdoctoral
Fellow, CAGE, Department of Geoscience, UiT -
The Arctic University of Norway, Tromsø, Norway,
and Researcher, University of Brest, CNRS, Ifremer,
Plouzané, France. Mari H. Eilertsen is Postdoctoral
Fellow, Department of Biological Sciences &
Centre for Deep Sea Research, University of
Bergen, Bergen, Norway. Benedicte Ferre is Team
Leader, CAGE, Department of Geoscience, UiT -
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the terms of the Creative Commons Attribution 4.0
International License (https://creativecommons.org/
licenses/by/4.0/), which permits use, sharing, adapta-
tion, distribution, and reproduction in any medium or
format as long as users cite the materials appropri-
ately, provide a link to the Creative Commons license,
and indicate the changes that were made to the
original content. Zeppilli, D., D. Leduc, C. Fontanier, D. Fontaneto,
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https://openalex.org/W4393866879
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https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2024.1359771/pdf
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English
| null |
Accuracy, concurrent validity, and test–retest reliability of pressure-based insoles for gait measurement in chronic stroke patients
|
Frontiers in digital health
| 2,024
|
cc-by
| 7,132
|
Accuracy, concurrent validity,
and test–retest reliability of
pressure-based insoles for gait
measurement in chronic stroke
patients EDITED BY
Paola Saccomandi,
Polytechnic University of Milan, Italy
REVIEWED BY
Yumeng Yao,
University of Shanghai for Science and
Technology, China
Alessandra Angelucci,
Polytechnic University of Milan, Italy
*CORRESPONDENCE
Chris A. Easthope
chris.awai@llui.org
†These authors have contributed equally to
this work and share first authorship
RECEIVED 21 December 2023
ACCEPTED 11 March 2024
PUBLISHED 03 April 2024
CITATION
Neumann S, Bauer CM, Nastasi L, Läderach J,
Thürlimann E, Schwarz A, Held JPO and
Easthope CA (2024) Accuracy, concurrent
validity, and test–retest reliability of pressure-
based insoles for gait measurement in chronic
stroke patients. Front. Digit. Health 6:1359771. Saskia Neumann
1,2†, Christoph M. Bauer
3†
, Luca Nastasi
1,2,
Julia Läderach
2, Eva Thürlimann
4, Anne Schwarz
4,
Jeremia P. O. Held
4 and Chris A. Easthope
1,2* Saskia Neumann
1,2†, Christoph M. Bauer
3†
, Luca Nastasi
1,2,
Julia Läderach
2, Eva Thürlimann
4, Anne Schwarz
4,
Jeremia P. O. Held
4 and Chris A. Easthope
1,2* 1DART, Lake Lucerne Institute, Vitznau, Switzerland, 2Cereneo Foundation, Vitznau, Switzerland,
3Therapy Science Group, Lake Lucerne Institute, Vitznau, Switzerland, 4Vascular Neurology and
Neurorehabilitation, University of Zurich, Zurich, Switzerland Introduction: Wearables are potentially valuable tools for understanding
mobility behavior in individuals with neurological disorders and how it
changes depending on health status, such as after rehabilitation. However, the
accurate detection of gait events, which are crucial for the evaluation of gait
performance and quality, is challenging due to highly individual-specific
patterns that also vary greatly in movement and speed, especially after stroke. Therefore, the purpose of this study was to assess the accuracy, concurrent
validity, and test–retest reliability of a commercially available insole system in
the detection of gait events and the calculation of stance duration in
individuals with chronic stroke. Neumann S, Bauer CM, Nastasi L, Läderach J,
Thürlimann E, Schwarz A, Held JPO and
Easthope CA (2024) Accuracy, concurrent
validity, and test–retest reliability of pressure-
based insoles for gait measurement in chronic
stroke patients. Front. Digit. Health 6:1359771. d i 10 3389/fd th 2024 1359771 COPYRIGHT
© 2024 Neumann, Bauer, Nastasi, Läderach,
Thürlimann, Schwarz, Held and Easthope. 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. TYPE Original Research
PUBLISHED 03 April 2024
DOI 10.3389/fdgth.2024.1359771 stroke, reliability and validity, gait disorders, spatiotemporal gait parameters, wearables,
rehabilitation, gait, pressure insoles Frontiers in Digital Health 1 Introduction (29), various walking patterns, including gait
asymmetry, heel walking, and a low heel pressure strategy, were
assessed in individuals in different rehabilitation stages after
stroke during a 10-min walking trial. The insole system consists
of eight force-sensitive resistors per insole, which collects data at
a frequency of 100 Hz that were further integrated into a
personalized
self-management
rehabilitation
system
designed
for
gait
relearning. Similarly,
a
shoe-based
sensor
system
(SmartShoe), which includes five force-sensitive resistors in each
flexible insole, has demonstrated acceptable validity for the
monitoring of physical activity and common activities of daily
life in individuals who are at least three months post-stroke (22). Wearables have the potential to serve as valuable tools across
the entire patient pathway, by providing assessments of gait and
mobility of individuals with stroke both in clinical and home
settings. While
standardized
clinical
assessments
capture
a
snapshot of a patient’s capacity within a controlled clinical
setting, wearables present the opportunity to collect additional
information about the quality and quantity of movement, as well
as a patient’s performance in day-to-day activities (10, 11). This approach provides patients, clinicians, and researchers with
the
ability
to
continuously
monitor
the
patient
pathway,
document
progress,
and
gain
insights
into
the
capacity–
performance relationship (12). It also assesses whether progress
made in rehabilitation can be successfully transferred to daily
life (13). A systematic review of the application of wearables in
gait
rehabilitation
of
individuals
with
stroke
revealed
that
accelerometers,
activity
monitors,
and
pressure
sensors
are
frequently employed, particularly in hospital-based and inpatient
settings. Commonly evaluated gait parameters include gait speed,
cadence, step count, and duration of activity (14). Most metrics for the evaluation of gait performance and quality
center around the accurate detection of two main gait events: the
foot strike (FS; when the foot first touches the ground), and the
foot off (FO; when the foot first leaves the ground) (15). These
events, which are well-established and well-described anchors for
the calculation of gait quality features, are also relevant for
measures of gait quantity, such as the number of steps (16). Therefore, as a first principle, a robust, reliable, and accurate
detection of gait events is paramount in a gait measuring system
to make it fit for purpose. 1 Introduction With over 12.2 million new cases worldwide, stroke is a
significant global health concern and one of the leading causes of
disability in the western world (1, 2). Individuals with stroke
suffer from motor impairments that substantially affect their gait
function (3). In comparison to their healthy counterparts,
individuals with stroke frequently display reduced mobility,
which
negatively
influences
their
participation
in
everyday
activities (4, 5). Therefore, rehabilitation goals commonly focus
on enhancing activities such as mobility and participation in
daily life (6). One of the main aims of stroke rehabilitation is to
achieve each patient’s potential for recovery. This includes
patient-tailored counseling to maintain and increase physical
activity and self-training outside the therapeutic setting (7). This
patient-tailored
counseling
involves
a
continuous
cycle
of
identification of a patient’s trajectory, personalized and precise
therapy, and continuous monitoring of progress during the entire
patient pathway (8, 9). Piezoresistive insoles have been validated in a population with
neurological conditions aside from stroke, demonstrating their
capability to accurately identify 94.5% of all steps, with recall and
precision exceeding 0.98 when compared to a Vicon motion
capture
system
(23). In
healthy
populations,
piezoresistive
pressure
sensors
exhibit
accuracy
levels
ranging
from
an
Intraclass correlation coefficient (ICC) of 0.86–0.97, depending
on walking speed (24). The FeetMe® Monitor system, validated
in individuals with chronic stroke, exhibits an ICC > 0.77 and
test–retest reliability of ICC > 0.9 (18). In gait rehabilitation,
pressure-based insoles have already been used at different stages
of the patient pathway, for example, as a supplementary tool for
automatically assessing gait or for identifying activity levels and
gait
patterns
(25–27). David
et
al. (28)
evaluated
the
rehabilitation progress of 35 individuals in the acute and chronic
phase of stroke using 90 s of level walking and the Timed Up
and Go Test. Gait parameters, including spatiotemporal (e.g.,
stride time, step time), kinematic (e.g., angle at FS/FO), and gait
cycle events, were assessed using the insole system eSHOE. Before and after four weeks of inpatient rehabilitation, the
insoles, which are equipped with a triaxial accelerometer; a
triaxial gyroscope; a triaxial magnetometer; and pressure sensors
under the big toe, metatarsal heads Ⅰand Ⅴ, and heel, were
used to monitor rehabilitation progress. In a study by Munoz-
Organero et al. Accuracy, concurrent validity,
and test–retest reliability of
pressure-based insoles for gait
measurement in chronic stroke
patients No use, distribution or reproduction is
permitted which does not comply with these
terms. Methods: Pressure insole data were collected from 17 individuals with chronic
stroke during
two
measurement blocks,
each comprising three 10-min
walking tests conducted in a clinical setting. The gait assessments were
recorded with a video camera that served as a ground truth, and pressure
insoles as an experimental system. We compared the number of gait events
and stance durations between systems. Results and discussion: Over all 3,820 gait events, 90.86% were correctly
identified by the insole system. Recall values ranged from 0.994 to 1, with a
precision of 1 for all measurements. The F1 score ranged from 0.997 to
1. Excellent absolute agreement (Intraclass correlation coefficient, ICC = 0.874)
was observed for the calculation of the stance duration, with a slightly longer
stance duration recorded by the insole system (difference of −0.01 s). Bland–
Altmann analysis indicated limits of agreement of 0.33 s that were robust to
changes in walking speed. This consistency makes the system well-suited for
individuals
post-stroke. The
test–retest
reliability
between
measurement
timepoints T1 and T2 was excellent (ICC = 0.928). The mean difference in
stance duration between T1 and T2 was 0.03 s. We conclude that the insole
system is valid for use in a clinical setting to quantitatively assess continuous
walking in individuals with stroke. Frontiers in Digital Health 01 frontiersin.org Neumann et al. 10.3389/fdgth.2024.1359771 capture the force interactions between the foot surface area and
the ground, presenting an intuitive, straightforward, and reliable
method
for
gait
event
detection
(19). Pressure-based
measurement systems such as pressure mats and foot switches
have been used as a silver standard for validation and algorithm
development studies (20, 21). Various techniques, including
piezoresistive, resistive, capacitive, and piezoelectric methods, can
be used as mechanisms for sensing plantar force. Different
sensor technologies come with distinct sets of advantages and
disadvantages. Piezoresistive and resistive methods have a broad
force measurement range at a budget-friendly cost but involve
the
challenges
of
low
repeatability
and
susceptibility
to
temperature
and
humidity. Conversely,
capacitive
and
piezoelectric methods offer increased force sensitivity, but they
are susceptible to changes in temperature and interference from
electromagnetic sources (22). Frontiers in Digital Health 2.3 Measurement system A Stappone insole system (version 1.0, stapp one, Vienna,
Austria) collected plantar pressure with 12 resistive textile
pressure sensors in specific zones under the foot. Additionally, it
comprised a triaxial accelerometer, a battery, onboard buffer
storage, and a Bluetooth Low Energy 4.2 emitter for each insole. Once the data was collected, parameters were processed onboard
the system using a proprietary adaptive thresholding algorithm. The sampling frequency was set to 100 Hz. Raw data for
acceleration, plantar pressure, and gait event timings (FS and
FO) were recorded and transferred via Bluetooth to the Stappone
software (version 0.9.5.6, stapp one, Vienna, Austria) after each
trial. The pressure calibration of the insoles was automatically
adjusted
by
the
software
during
postprocessing
after
each
measurement was taken. The insole data were analyzed using an
internal threshold-based algorithm for gait event detection. The
sensor system was lightweight and could be worn for 36 h before
needing a recharge. To address these limitations in validity and reliability of
spatiotemporal parameters in individuals with stroke, the purpose
of this study was to assess the accuracy, concurrent validity, and
test–retest reliability of a commercially available insole system in
the detection of gait events and the calculation of stance duration
in individuals with chronic stroke. This was accomplished by
comparing the data collected from the insoles with a camera-
based reference system during continuous walking in a 10-min
walking test (10mWT). 2.1 Participants Individuals with stroke were recruited from the University
Hospital Zurich research database. Inclusion criteria were age ≥
18 years, chronic stage of stroke (≥six months since the
incident), and ability to walk without assistance on a level
surface for at least six minutes (Functional Ambulation Category,
FAC ≥3). The use of assistive devices was allowed. Potential
participants were excluded if they had gait deficits unrelated to
stroke
or
were
unable
to
understand
verbal
instructions. Seventeen individuals with chronic stroke were recruited for this
project. The
study
was
approved
by
the
cantonal
ethics
committee
(BASEC-Nr. Req-2019-00565,
Ethics
Committee
Zurich, Zurich, Switzerland). All participants provided written
informed consent after being informed about the study procedure. Measurement signals were synchronized for each trial using an
audio output that was generated by the insoles when the
measurement was started. The GoPro was connected to the audio
output using a microphone adapter, which recorded the start
signal as a sound burst. During postprocessing, this burst was
identified with a threshold algorithm and verified manually. 2.2 Experimental protocol The participants were invited to attend a single measurement
event consisting of two sessions of approximately one hour each. After obtaining informed consent, demographic information and
outcome measures were collected to characterize the sample. This
included age, gender, time since stroke, type of stroke, use of
walking aids, 10mWT, gait speed, six-minute walk test, and
Motricity Index. All participants were equipped with insoles
placed within their personal footwear while performing two
measurement blocks (timepoints T1 and T2), each with three
repetitions of the 10mWT. A break of at least 30 min separated
the two measurement blocks; during this break, the measurement
system was removed from the shoe and charged. Post-break,
system mounting was performed from scratch, facilitating the
evaluation of test–retest reliability while minimizing the impact
of day-to-day variation. All gait tests were recorded with both
measurement systems, which were started and synchronized
before each test. 2 Materials and methods A GoPro Hero 8 camera (GoPro, Inc., San Mateo CA, USA)
served as the reference system because, unlike optoelectronic
systems, it does not suffer from the uncertainty associated with
human gait labeling (15). The use of manual labeling can lead to
inaccuracies due to human error. To minimize these errors, the
four-eyes principle was introduced. The camera was securely
mounted on a rolling trolley at the height of the feet to capture
all trials from a low vantage point with minimal occlusions
(Figure 1). The sampling frequency was set to 120 Hz with a
resolution of 1,080 pixels and no lens correction. During
postprocessing, the gait events (FS and FO) were manually
labeled frame by frame by one rater, and the timing was
calculated as the time elapsed since the start signal. 1 Introduction This has proven challenging over past
decades of research, especially in populations with neurological
conditions, in which gait patterns are extremely individual-
specific and both gait patterns and movement speed are highly
variable (17). Compounding this, movement patterns and speeds
both change over the course of rehabilitation. The major challenge of using wearables for gait measurement
in individuals with stroke lies in the precise and consistent
measurement of the gait patterns typically associated with
hemiparesis. These patterns include decreased stance time on the Pressure sensors integrated into insoles are adaptable to various
shoe types and contain a standardized arrangement of pressure
sensors to ensure both validity and comfort (18). Pressure insoles Frontiers in Digital Health 02 frontiersin.org Neumann et al. Neumann et al. 10.3389/fdgth.2024.1359771 affected side of the body, longer stance time on the unaffected side,
and reduced stride frequency and step length, and all contribute to
an
asymmetrical
walking
pattern
with
fluctuating
walking
accelerations (30, 31). Despite the widespread use of wearables in
research, their application for gait analysis involves limitations in
the validity and reliability of spatiotemporal parameters and gait
events in individuals with stroke (14). 2.5 Statistical analysis two-sided t-test (α < 0.05) was employed to detect statistically
significant differences between the systems. Furthermore, the agreement of the stance durations between
the two measurement systems was characterized using Bland–
Altman plots. Such plots have a strong history in the comparison
of reference systems to experimental systems in the medical field
(32, 33). Their utility lies in the fact that they not only compare
means over the given range of the test population but also enable
the identification of fixed and variable bias individually. Both
features are important in judging whether a system is sufficiently
precise for a given application and population. The accuracy of the event detection was assessed with the F1
score to balance precision and recall. Precision was defined as
the total number of true positive (TP) identifications by the
insole system and the reference system divided by the sum of the
TPs and the false positives (FPs; events detected by the insole
system but not by the reference system). Precision ¼
TP
(TP þ FP) Finally, the ICC2,1 was used to examine the agreement between
the two measurement systems. The ICC2,1 was calculated using the
following equation: Recall was defined as the number of TPs divided by the sum of the
TPs and the false negatives (FNs; events identified by the reference
system but not by the insole system). ICC (2, 1) ¼
MSR MSE
MSR þ (k 1)MSE ICC (2, 1) ¼
MSR MSE
MSR þ (k 1)MSE Recall ¼
TP
(TP þ FN) Recall ¼
TP
(TP þ FN) where MSR = mean square for rows, MSE = mean square for error,
and k = number of raters/measurements (34). According to Fleiss,
an ICC ≥0.75 is considered “excellent,” 0.40 ≤ICC < 0.75 is
considered “moderate to good,” and ICC < 0.40 is considered
“poor” (35). The ICC was applied, as it provides a measure-
independent metric of agreement that allows for comparison
between different metrics and measurement systems. The F1 score was used to balance precision and recall and was
defined as: F1 score ¼ 2 Precision Recall
Precison þ Recall To evaluate the concurrent validity of the insoles, the differences
between the stance durations measured by the insole system and
by
the
reference
system
were
analyzed. Normality
of
the
distributions of stance duration was checked by visual inspection
of QQ-plots by two investigators. 2.4 Data preprocessing The insole system and the reference system were used to
assess the stance duration for both the affected and the
unaffected side. The accuracy, concurrent validity, and test–
retest reliability of stance duration were analyzed from the
steps
taken
in
the
six
10mWTs
per
participant. Stance
duration, defined as the time between FS and the subsequent
FO of the same foot, was calculated for every step. The
stance duration was calculated once based
on the insole
timings and once based on the video reference timings. The
timings of FS and FO were calculated as the time elapsed
since
the
starting
signal
of
the
video. To
ensure
correspondence between FS and FO, e.g., that both belonged
to the same step on the same side, a plausibility check was
performed to remove all out-of-distribution values. Frontiers in Digital Health 03 frontiersin.org Neumann et al. 10.3389/fdgth.2024.1359771 FIGURE 1
Experimental setup for the 10mWT. Participants completed three repetitions of the 10mWT while wearing the insole system within their personal
footwear. As the participants walked, the GoPro camera mounted on the rolling trolley was guided by an assistant walking alongside to capture
the gait events during the 10mWT`s. FIGURE 1
Experimental setup for the 10mWT. Participants completed three repetitions of the 10mWT while wearing the insole system within their personal
footwear. As the participants walked, the GoPro camera mounted on the rolling trolley was guided by an assistant walking alongside to capture
the gait events during the 10mWT`s. 3.1 Gait event detection accuracy Of all 3,820 gait events, 90.86% were correctly identified by the
insole system. A cumulative confusion matrix illustrates gait event
detection for continuous walking in all participants by summation
(Figure 2). The data analysis showed that 91 right FSs, 86 right FOs,
87 left FSs, and 85 left FOs were not identified as gait events by the
insole system. Further investigation showed that all missing events
corresponded to either the first FO or the last FS of the trial. To 2.5 Statistical analysis For conflicting ratings, a
consensus was reached through discourse. Subsequently, a paired In a last comparison, we evaluated test–retest reliability
for each system by comparing stance duration data from T1 with
data obtained at T2. Differences were identified using a paired
two-sided t-test after a visual check for normality of the
distributions using QQ-plots. The ICC2,1 (34) was again applied to
permit comparability of reliability to other systems and measures. Frontiers in Digital Health Frontiers in Digital Health 04 frontiersin.org 10.3389/fdgth.2024.1359771 Neumann et al. TABLE 1 Characteristics of the study participants (n = 17). seven participants were using walking aids outdoors, only five
used walking aids during the trials. Descriptive information on
the participants’ characteristics is provided in Table 1. TABLE 1 Characteristics of the study participants (n = 17). Characteristic
Value
Age [years ± SD]
65.5 ± 11.2
Female
7
Time since stroke [months ± SD]
54.7 ± 40.4
Hemiparetic side
Right
Left
6
11
Occasional use of walking aids [%]
41.2
Functional ambulation categories
4 (independently on even ground)
5 (independently anywhere)
8
9
Gait velocity during 10MWT [m/s ± SD]
Test
Re-test
0.90 ± 0.37
0.90 ± 0.37
0.92 ± 0.38
Community ambulators (gait speed > 0.8 m/s [%]
58.8
Distance in 6-min walking test [m]
370.4 ± 164.5
Motoricity index (max 100 pts)
Ankle dorsal flexion [pts ± SD]
Knee extension [pts ± SD]
Hip flexion [pts ± SD]
40.3 ± 20.0
24.1 ± 6.6
26.5 ± 3.9
24.6 ± 4.0 Of the 17 participants, one participant was excluded from the
analysis due to a measurement system failure. The data from six
additional 10mWT trials were not usable due to failure of either
synchronization or recording initiation. Additionally, two trials
were excluded due to a scrambled gait event sequence proposed
by the internal algorithm of the insole system (e.g., multiple
consecutive FOs from the same side). Consequently, a total of 88
10mWT trials from 16 participants were included in this
analysis. The dataset comprised 3,820 gait events, encompassing
1910 FSs and FOs, covering 995 steps on the right side and 915
steps on the left side. 3 Results Seventeen individuals with chronic stroke, seven women and
ten men, were recruited for the study. The average age was 65.5
years, and the mean time since stroke was 54.7 months. While FIGURE 2
Cumulative confusion matrix for continuous walking. The rows of the table correspond to the total number of gait events detected by the reference
system. The columns correspond to the total number of gait events detected during continuous walking by the insole system. FIGURE 2
Cumulative confusion matrix for continuous walking. The rows of the table correspond to the total number of gait events detected by the reference
system. The columns correspond to the total number of gait events detected during continuous walking by the insole system. Frontiers in Digital Health Frontiers in Digital Health 05 frontiersin.org Neumann et al. 10.3389/fdgth.2024.1359771 FIGURE 3
Bland-Altman plot for the comparison of the insole system with the reference system. The mean of the differences is indicated by the solid black line,
and 95% limits of agreement are indicated by the dashed lines. FIGURE 3
Bland-Altman plot for the comparison of the insole system with the reference system. The mean of the differences is indicated by the solid black line,
and 95% limits of agreement are indicated by the dashed lines. FIGURE 3
Bland-Altman plot for the comparison of the insole system with the reference system. The mean of the differences is indicated by the solid black line,
and 95% limits of agreement are indicated by the dashed lines. simulate continuous walking, these gait events were excluded from
further analysis. Recall values ranged from 0.994 to 1, with a
precision of 1 for all measurements. The F1 score ranged from
0.997 to 1, as shown in Figure 2. 0.33 s (Figure 3). The correlation analysis between the insole
and the video reference system was robust, with an excellent
ICC2,1 value of 0.874. To enhance the visual clarity of our analysis, we have provided
two alternative visualizations of the data reported by the Bland–
Altman plot. Specifically, we show the difference in stance
duration
between
both
systems categorized
by affected
vs. unaffected side (Figure 4). Furthermore, we depict differences in
stance duration of three categories of ambulators (Figure 5):
limited
community
ambulators
(<0.8 m/s),
community
ambulators (0.8–1.4 m/s), and those able to cross the street safely
(>1.4 m/s) (36). 3.2 Stance duration concurrent validity Concurrent validity of stance duration was determined
through comparison of the insole-derived timings and the video
reference measurements. FP events were excluded from the
analysis. Sixteen left (1.96% of a total of 815) and 17 right
(1.94% of a total of 878) stance durations were excluded as
outliers. No systematic reason was identified for the causation
of these outliers. 4.1 Gait event detection accuracy The insole system correctly identified 90.86% of the 3,820
recorded gait events. This result aligns with a study that correctly
identified 94.5% of all steps in a population with neurological
conditions by employing insoles equipped with a piezoresistive
device (23). Both recall and precision were >0.98. These rates are
comparable
to
or
exceed
those
reported
in
studies
using
accelerometers in individuals with stroke (37, 38). The insole
system failed to detect 9.14% of the gait events. Analysis revealed
that the initial FOs at the start of the trial and the final FSs at
the end of the trial were consistently missed because participants
initiated and concluded trials in a standing position. Simulating
continuous walking by removing the first FOs and the last FSs
from the analysis resulted in a detection error rate of only 0.2%. Among these erroneously detected gait events, eight were FSs
detected
before
the
participant
started
walking,
suggesting
potential algorithm sensitivity to weight shifts without actual foot
movement (39). 3.3 Stance duration test–retest reliability The normality of the distributions of stance duration data was
confirmed by both raters using the QQ-plots. The t-test
performed on the stance durations calculated by the insoles and
the reference system revealed no significant difference (p =
0.06). The stance durations recorded by the insole system
tended to be slightly longer than those recorded by the
reference
system
(difference
of
−0.01 s). The
limits
of
agreement showed a deviation of insole measurements of up to The normality of the distributions of stance duration data
between T1 and T2 was confirmed by both raters using the QQ-
plots. The paired, two-sided t-test
indicated no significant
difference (p = 0.44) between the two measurement blocks, T1
and
T2. The
test–retest
reliability
between
measurement
timepoints T1 and T2 was excellent, with an ICC2,1 of 0.928. The
mean difference in stance duration between T1 and T2 was 0.03 s. Frontiers in Digital Health 06 frontiersin.org Neumann et al. 10.3389/fdgth.2024.1359771 FIGURE 4
Boxplot representation of the difference in stance duration [ms]
between the video system and the insole system for the affected
and unaffected side. FIGURE 5
Boxplot representation of the difference in stance duration [ms]
between the video system and the insole system for both sides
together. We show how the stance duration difference compares
between different levels of walking ability. FIGURE 5
Boxplot representation of the difference in stance duration [ms]
between the video system and the insole system for both sides
together. We show how the stance duration difference compares
between different levels of walking ability. FIGURE 4
Boxplot representation of the difference in stance duration [ms]
between the video system and the insole system for the affected
and unaffected side. FIGURE 4
Boxplot representation of the difference in stance duration [ms]
between the video system and the insole system for the affected
and unaffected side. 4.2 Stance duration concurrent validity The validity of the stance duration measurement was excellent. In comparison to the FeetMe® Monitor system (ICC > 0.77), which
was validated in individuals with chronic stroke over three 8-min
trials (18), the utilized insole system demonstrated superior
performance. Our
results
align
with
the
accuracy
of
the
ZeroWire® footswitch system, which has four piezoresistive
pressure sensors on each foot and was used to record stance time
in healthy participants; its accuracy ranged from an ICC of 0.86
to 0.97, depending on walking speed (24). Due to the increased
variability and decreased walking speed that are often found in
pathological gait, Inertial Measurement Units (IMU) often report
reduced accuracy at low walking speeds of 0.4 m/s or severe
deviations from normal human gait (40, 41). This is reflected in
the lower accuracy of IMU sensors used to detect stance duration
in individuals with stroke (42). While we did not record any
individuals walking at less than 0.4 m/s, the insole system
performed remarkably well for 0.5 m/s–0.6 m/s speeds, which are
associated with long stance durations (43). This consistency
indicates that the system should function well, even for slow-
walking individuals post-stroke. The aim of this study was to assess the accuracy, concurrent
validity, and -reliability of an insole system in individuals with
stroke-related gait deficits during a 10mWT, measured across two
sessions in a clinical setting. We targeted a wide functional range
of patients to reflect the clinical reality of rehabilitation. Ethics statement consistent with findings for the FeetMe® Monitor system (ICC >
0.9) (18). The difference between T1 and T2 can be attributed to
typical variation in stance duration (44). These findings indicate
that the measures are repeatable over time, even if the insole is
removed and reinstalled in the shoe. It is important to note that
a
short
pressure
calibration
was
performed
after
each
introduction of the system into the shoe to compensate for
changes in lacing pressure. The study involving humans was approved by the Ethics
committee Zurich, Zurich, Switzerland (BASEC-Nr. Req-2019-
00565). The studies were conducted in accordance with the local
legislation
and
institutional
requirements. The
participants
provided their written informed consent to
participate in
this study. 4.3 Stance duration test–retest reliability The high level of agreement between the two measurement
timepoints, T1 and T2, as indicated by the ICC2,1 of 0.92, is Frontiers in Digital Health 07 frontiersin.org Neumann et al. 10.3389/fdgth.2024.1359771 Funding The author(s) declare financial support was received for the
research, authorship, and/or publication of this article. Funding was graciously provided by the P&K Foundation. 5 Conclusion 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. In conclusion, the insole system is accurate, valid, and reliable for
detecting gait events and calculating stance duration during continuous
walking of individuals with stroke, both within and across sessions. Hence, the current model of the insole system can be used in a
clinical setting to quantitatively measure gait in such individuals. Acknowledgments Our findings suggest that the insole system is applicable for
assessing stance duration in individuals post-stroke. However,
this conclusion is limited to clinical settings and continuous,
straight walking. Further research is necessary to determine
whether these findings can be transferred to a real-world
environment and various activities of daily life. Thank you to all participants for their time and engagement in
this study, and especially to Andreas Mursch-Radlgruber for his
technical support throughout the study. Author contributions SN: Formal Analysis, Writing – original draft, Writing – review
& editing, Visualization. CB: Supervision, Writing – original draft,
Writing – review & editing. JL: Data curation, Investigation,
Methodology, Writing – original draft, Writing – review &
editing. LN: Formal Analysis, Writing – original draft, Writing –
review & editing. ET: Investigation, Writing – original draft,
Writing – review & editing. AS: Investigation, Methodology,
Writing – original draft, Writing – review & editing. JH:
Conceptualization, Supervision, Writing – original draft, Writing
– review & editing. CA: Conceptualization, Funding acquisition,
Supervision, Writing – original draft, Writing – review & editing. Alterations in walking patterns or the ability to walk can serve as
a valuable source of information regarding patient trajectories
throughout the rehabilitation pathway and beyond. Gait strategies
are influenced by various clinical factors, including neurological,
cardiovascular, and musculoskeletal conditions; cardiovascular and
metabolic diseases; age-related changes; and trauma (9). Wearables
have found extensive application in research, and their utilization
is expanding into clinical settings. They can provide information
about
spatiotemporal,
kinematic,
and
kinetic
parameters. Nevertheless, caution is advised in the application of these devices,
as they are specifically designed to extract certain parameters in
particular patient populations. Therefore, these applications need
to undergo a validation process in patients with specific diseases
or conditions in clinical settings, as
well as in real-world
conditions if they are employed in such environments (45). Most
importantly, the information gathered using these sensors must
align with clinical endpoints and have clinical relevance (46). This
ensures that such information can be effectively used by clinicians
to provide valuable additional insights into individual health
conditions and to facilitate clinical decision-making. Frontiers in Digital Health Data availability statement All claims expressed in this article are solely those of the
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directed to the corresponding author. Frontiers in Digital Health frontiersin.org 08 Neumann et al. 10.3389/fdgth.2024.1359771 Neumann et al. References (2021) 37
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Riemann-Hilbert problems for monogenic functions in axially symmetric domains
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Boundary value problems
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© 2016 He et al. 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, pro-
vided 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. R ES EA RCH Open Access Fuli He1, Min Ku2*, Uwe Kähler2, Frank Sommen3 and Swanhild Bernstein4 Fuli He1, Min Ku2*, Uwe Kähler2, Frank Sommen3 and Swanhild Bernstein4 *Correspondence:
kumin0844@163.com
2CIDMA, Department of
Mathematics, University of Aveiro,
Aveiro, 3810-193, Portugal
Full list of author information is
available at the end of the article Abstract We consider Riemann-Hilbert boundary value problems (for short RHBVPs) with
variable coefficients for axially symmetric monogenic functions defined in axial
symmetric domains. This is done by constructing a method to reduce the RHBVPs for
axially symmetric monogenic functions defined in four-dimensional axial symmetric
domains into the RHBVPs for analytic functions defined over the complex plane. Then
we derive solutions to the corresponding Schwarz problem. Finally, we generalize the
results obtained to null-solutions of (D – α)φ = 0, α ∈R, where R denotes the field of
real numbers. MSC: Primary 30E25; 35Q15; 31A25; 31B20; secondary 31B10; 35J56; 35J58 Keywords: quaternion analysis; generalized Cauchy-Riemann operator; axial
symmetry; Riemann-Hilbert boundary value problems; variable coefficients He et al. Boundary Value Problems ( 2016) 2016:22
DOI 10.1186/s13661-016-0530-x *Correspondence:
kumin0844@163.com
2CIDMA, Department of
Mathematics, University of Aveiro,
Aveiro, 3810-193, Portugal
Full list of author information is
available at the end of the article 1 Introduction The classic theory of Riemann-Hilbert boundary value problems (for short RHBVPs) for
analytic functions is closely connected with the theory of singular integral equations and
has a wide range of applications in other fields, such as the theory of elasticity, quantum
mechanics, statistical physics, the theory of orthogonal polynomials, and asymptotic anal-
ysis (cf. [–]). Over the years this type of boundary value problems has been systemat-
ically investigated by many authors, e.g., [–, –]. Therefore, it is natural to attempt
to generalize this type of boundary value problem to higher dimensions. This will be not
only a purely theoretical question, since such problems are closely linked to the physical
applications like transport problems or problems in hydro-dynamic mechanics. To our knowledge, there are two principal ways to generalize complex analysis to higher
dimensions, the theory of several complex variables and Clifford analysis. The latter, in
particular quaternionic analysis, is the theory of so-called monogenic functions and a
refinement of real harmonic analysis in the sense that the principal operator in Clifford
analysis, the Dirac or generalized Cauchy-Riemann operator, factorizes the higher Laplace
operator. As principal references for this theory we mention [–]. Furthermore, in the
context of Clifford analysis RHBVPs, particularly Riemann boundary value problems, with
constant coefficients were widely discussed; see, e.g., [–]. Here, a direct application of
the properties of the Cauchy integral operator and existing power series expansions allows
one to represent the solution in terms of integral operators and Taylor series expansions. This kind of Riemann boundary value problems is also closely connected with other types He et al. Boundary Value Problems ( 2016) 2016:22 Page 2 of 11 Page 2 of 11 of boundary value problems for different partial differential equations in higher dimen-
sions; see, e.g., [–]. However, there are almost no results with respect to RHBVPs with
variable coefficients even after more than years of research in this direction. The ob-
stacles lie in the following facts: while monogenic functions retain many of the properties
of analytic function, there are two drawbacks. First, the product of monogenic functions
is in general not monogenic and second the composition of monogenic is in general not
monogenic. While the latter property is not so important for our problem at hand the for-
mer is a major problem. 1 Introduction Moreover, even in the simplest case of quaternionic analysis, we
have several major problems, such as the lack of a function which has the same properties
as the logarithmic function of one complex variable. These make it very difficult to solve
RHBVPs with variable coefficients for monogenic functions in higher dimensions by di-
rectly employing classic methods from complex analysis. But, as a particular interesting
case, it was first introduced by Fueter in the case of quaternionic analysis in [] that the
product of monogenic functions of axial type is still a monogenic function of axial type,
and later on this class was studied in detail by Sommen et al. (cf. [, ]). This makes
this class more similar to the classic case of analytic functions in the plane and, therefore,
if one wants to generalize any property or fact from complex analysis to quaternionic or
Clifford analysis, the standard approach is to see if it can be done for axially monogenic
functions. So, instead of trying to solve this problem directly, we are going to show that
RHBVPs with variable coefficients for monogenic functions with axial symmetry can be
solved in the context of quaternionic analysis. This represents an initial and very crucial
step to solve RHBVPs for monogenic functions in the future. Our idea is to transform a RHBVP with variable coefficients for monogenic functions
with axial symmetry in Rinto a RHBVP for analytic functions over the complex plane,
use the classic results from complex analysis, and transfer it back. In this way we can obtain
the solution in an explicit form. As a special case we present the solution to the Schwarz
problem for monogenic functions with axial symmetry. Furthermore, we adapt the ap-
proach above and generalize to the case of null-solutions to (D – α)φ = , α ∈R, where
R denotes the field of real numbers (see Section .). Here, the main contribution that
we emphasize lies in constructing a way to solve a RHBVP with variable coefficients in
four-dimensional spaces. Moreover, by using the possibility to decompose a monogenic
functions into a sum of monogenic functions with axial symmetry, we plan to extend this
idea to the case of RHBVPs with variable coefficients for monogenic functions. The paper is organized as follows. In Section , we will recall the necessary facts about
quaternion analysis. 1 Introduction In Section , we will focus on RHBVPs with variable coefficients for
monogenic functions with axial symmetry. We will derive the solution to the RHBVP with
boundary data belonging to a Hölder space in terms of an integral representation. More-
over, we give the solutions to the Schwarz problem for monogenic functions and null-
solutions to (D – α)φ = , α ∈R with axial symmetry, where R denotes the field of real
numbers. 2 Preliminaries Good introductions to Clifford algebras, Quaternions, and Clifford analysis can be found
in [–, , ]. Let {e,e,e,e} be the standard basis of H. These basic vectors satisfy eiej + ejei = –δi,j,
i,j = ,,,
ee= e,
ee= e,
ee= e, He et al. Boundary Value Problems ( 2016) 2016:22 He et al. Boundary Value Problems ( 2016) 2016:22 Page 3 of 11 Page 3 of 11 where δ denotes the Kronecker delta, and e= denotes the identity element of the algebra
of quaternions H. Thus H is a real linear, associative, but non-commutative algebra. An arbitrary x ∈H can be written as x = x+xe+xe+xe≜x+x, where Sc(x) ≜x
and Vec(x) ≜x are the scalar and vector part of x ∈H, respectively. Elements x ∈Rcan be
identified with quaternions x ∈H. The conjugation is defined by ¯x =
j=xj¯ej with ¯e= e
and ¯ej = –ej, j = ,,, and hence, xy = ¯y¯x. The algebra of quaternions possesses an inner
product (y,x) = Sc(y¯x) = (y¯x)for all x,y ∈H. The corresponding norm is |x| = (
j=|xj|)
= √(x,x). Any element x ∈H\{} is in-
vertible with inverse element x–≜¯x|x|–, i.e., xx–= x–x = . Furthermore, we can intro-
duce the set [x] =
y : y = Sc(x) + I|x|,I ∈S
, where S= {x ⊂R: |x| = }. In this paper we will consider the generalized Cauchy-Riemann operator D =
j=ej∂xj
in R. The generalized Cauchy-Riemann operator factorizes the Laplacian in the following
sense: DD =
j=∂
xj = , where denotes the Laplacian in R. j
j
We also need to define axially symmetric open sets. Definition .(Axially symmetric open set) Let be a non-empty open subset of R. We
say that is axially symmetric if for any x ∈, the subset [x] is contained in ⊂R. Remark The unit ball of Rand the upper half space R
+ = {x ∈R|x> } are examples
of axially symmetric domains. Let be an axially symmetric domain of Rwith smooth boundary ∂. An H-valued
function φ =
j=φjej is continuous, Hölder continuous, p-integrable, continuously dif-
ferentiable and so on if all components φj have that property. The corresponding func-
tion spaces, considered as either right-Banach or right-Hilbert modules, are denoted by
C(,H), Hμ(,H) (< μ ≤), Lp(,H) (< p < +∞), C(,H), respectively. 2 Preliminaries Applying Fueter’s theorem (see [, ]) a function of axial type is given by ) = A(x,r) + ωB(x,r),
() () φ(x) = A(x,r) + ωB(x,r),
() φ(x) = A(x,r) + ωB(x,r), where x = x+ x = x+ rω ∈R, r = |x|, ω ∈{x =
j=xjej : |x| = ,xj ∈R (j = ,,)},
A(x,r), and B(x,r) are scalar-valued functions. It should be mentioned that in [] a
function of axial type is also called a function with axial symmetry. Throughout this paper any functions defined on ∪∂ ⊂Rwith values in H are
supposed to be of axial type unless otherwise stated. Definition .A function φ ∈C(,H) is called (left-) monogenic if and only if Dφ = . A monogenic function of axial type is called axially monogenic. The set of all axially mono-
genic functions defined in forms a right-module, denoted by M(,H). Definition .For a function of axial type φ : →H, we define the real part as Reφ = A. Remark In [, ] it is shown that the equation Dφ = for functions of axial type is
equivalent to a special kind of Vekua system []. He et al. Boundary Value Problems ( 2016) 2016:22 Page 4 of 11 In dimension two, i.e., the case of R,= {x = x+ xe: e
= –,xj ∈R (j = ,)} ∼= C, the
field of complex numbers, we have Reφ = Sc(φ), which exactly corresponds to the usual
understanding in complex analysis. In the following D ⊂C+ is the projection of the axially
symmetric sub-domain ⊂Rinto the (x,r)-plane, where C+ is the upper half of the
(x,r)-plane. 3.1 A lemma Let us start with the following lemma. Lemma .Let A(D,C) denote the set of analytic functions defined in D ⊂C+. Then there
exists an injective mapping ψ between A(D,C)/kerϕ and M(,H), where ϕ is a surjective
mapping from A(D,C) onto M(,H) given by A(D,C) →M(,H),
f = u(x,y) + iv(x,y)
→φ = A(x,r) + ωB(x,r), A(D,C) →M(,H), f = u(x,y) + iv(x,y)
→φ = A(x,r) + ωB(x,r), where A(x,r) + ωB(x,r) =
u(x,r) + ωv(x,r)
, x = x+ rω ∈R, and D is the projection of onto the (x,r)-plane. In fact the surjective map ϕ is coming from Fueter’s theorem [, , ]. In fact the surjective map ϕ is coming from Fueter’s theorem [, , ]. Proof Let the map ψ be given by A(D,C)/kerϕ →M(,H),
f + ˆg
→φ, A(D,C)/kerϕ →M(,H), f + ˆg
→φ, where kerϕ = {f : ϕ(f ) = ,f ∈A(D,C)}, f = u(x,r) + iv(x,r), φ = A(x,r) + ωB(x,r),
ˆg = u(x,r) + iv(x,r), and ˆg ∈kerϕ. Then the map ψ is an injective mapping between
A(D,C)/kerϕ and M(,H), where u, vare defined similarly to u, v, respectively, and
M(,H) is the same as that in Section . The result follows. □ where kerϕ = {f : ϕ(f ) = ,f ∈A(D,C)}, f = u(x,r) + iv(x,r), φ = A(x,r) + ωB(x,r),
ˆg = u(x,r) + iv(x,r), and ˆg ∈kerϕ. Then the map ψ is an injective mapping between
A(D,C)/kerϕ and M(,H), where u, vare defined similarly to u, v, respectively, and
M(,H) is the same as that in Section . The result follows. □ 3 Riemann-Hilbert boundary value problems In this section we discuss RHBVPs with variable coefficients for monogenic functions. In this case we will restrict ourselves to functions which have axial symmetry and are
defined over axial domains of R. We first solve the RHBVP in Rby transforming it into
a RHBVP for complex analytic functions. In the case of boundary values belonging to
a Hölder space we represent its solution in terms of an explicit integral representation
formula. As a corollary we obtain the solution to the corresponding Schwarz problem in
quaternion analysis. 3.2 RHBVPs for monogenic functions The idea behind this lemma allows us to link RHBVPs for axially monogenic functions
with RHBVPs for analytic functions over the complex plane. Let us start the discussion
with the following problem. Page 5 of 11 Page 5 of 11 He et al. Boundary Value Problems ( 2016) 2016:22 Problem I Find a function φ ∈C(,H) of axial type which satisfies the condition (⋆)
Dφ(x) = ,
x ∈,
Re{λ(t)φ(t)} = g(t),
t ∈∂, (⋆)
Dφ(x) = ,
x ∈,
Re{λ(t)φ(t)} = g(t),
t ∈∂, (⋆)
Re{λ(t)φ(t)} = g(t),
t ∈∂, where g : ∂ →R and λ is a R-valued function defined on ∂. where g : ∂ →R and λ is a R-valued function defined on ∂. Let us first transform the above problem to a RHBVP for analytic functions. The result
is given in the following theorem. Theorem .The Riemann-Hilbert boundary value problem (⋆) is equivalent to the fol-
lowing problem: Find a complex-valued analytic function h, such that
∂¯zh(z) = ,
z ∈D ⊂C+,
Re{λ(z)h(z)} = r
g(z),
z ∈∂D ⊂C+,
∂¯zh(z) = ,
z ∈D ⊂C+,
Re{λ(z)h(z)} = r
g(z),
z ∈∂D ⊂C+,
Re{λ(z)h(z)} = r
g(z),
z ∈∂D ⊂C+, where z = x+ ir, ∂¯z =
(∂x+ i∂r), h = ∂rf , f , and r given as in Lemma ., D is a domain
of C+ with boundary ∂D given as the projection of ⊂Rinto the complex plane, and
λ,g : ∂D →R are both scalar-valued functions. Proof From Lemma .we have complex-valued functions f = u + iv ∈A(D,C) and ˆg =
u+ iv∈A(D,C) with ˆg ∈kerϕ, such that ψ(f + ˆg) = φ. Hence, ϕ ◦ψ–(φ) = f , where ψ–
is the inverse of ψ on its range and ϕ ◦ψ–denotes the composition of ϕ and ψ–. Adapting
the boundary condition we see that the Riemann-Hilbert boundary value problem (⋆) is
equivalent to the case (⋇)
∂¯zf (z) = ,
z ∈D ⊂C+,
Re{λ(t)u}(t) = g(t),
t ∈∂D ⊂C+. (⋇)
Re{λ(t)u}(t) = g(t),
t ∈∂D ⊂C+. Using the Laplacian operator = ∂
x
+ ∂
r+
r ∂r +
r∂ω –
r∂
ω, we have u =
r ∂ru. Now, let h = ∂rf then we have ∂¯zh(z) = , z ∈D since f is analytic in D. 3.2 RHBVPs for monogenic functions Hence, our boundary value problem (⋇) reduces to the case Using the Laplacian operator = ∂
x
+ ∂
r+
r ∂r +
r∂ω –
r∂
ω, we have u =
r ∂ru. Now, let h = ∂rf then we have ∂¯zh(z) = , z ∈D since f is analytic in D. Using the Laplacian operator = ∂
x
+ ∂
r+
r ∂r +
r∂ω –
r∂
ω, we have u =
r ∂ru. Now, let h = ∂rf then we have ∂¯zh(z) = , z ∈D since f is analytic in D. Hence, our boundary value problem (⋇) reduces to the case Hence, our boundary value problem (⋇) reduces to the case
∂¯zh(z) = ,
z ∈D ⊂C+,
Re{
r λ(z)h(z)} = g(z),
z ∈∂D ⊂C+. □ □ The above theorem allows us to study the solvability of our original RHBVP by studying
the equivalent RHBVP over the complex plane. Theorem .Suppose g ∈Hμ(∂,R), and D = {z : |z – a| < } ⊂C+ with z = x+ ir, a =
a+ ia∈C+ being the corresponding domain of C+ with boundary ∂D. (i) If λ ∈Hμ(∂,R), and λ ̸= for arbitrary z ∈∂D then the Riemann-Hilbert boundary
value problem (⋆) is solvable and its solution is given by Theorem .Suppose g ∈Hμ(∂,R), and D = {z : |z – a| < } ⊂C+ with z = x+ ir, a =
a+ ia∈C+ being the corresponding domain of C+ with boundary ∂D. φ(x) =
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈, Page 6 of 11 He et al. Boundary Value Problems ( 2016) 2016:22 where Re(f ) and Im(f ) denote the real and imaginary part of the complex-valued
function f , respectively. f itself is given by f (z) =
π
z
a
∂D
˜g(ζ)
ζ – ξ dζ dξ +
+∞
n=
tn(z – a)n,
z ∈D, with ˜g = λ–r
g, tn ∈C. g
g
(ii) Suppose λ = ˆλ with (x) = m
i=(x – ˆαi)νi, ˆαi ∈∂ and νi ∈N. 3.2 RHBVPs for monogenic functions He et al. Boundary Value Problems ( 2016) 2016:22
Page 7 of 11 Value Problems ( 2016) 2016:22
Page 7 of 11 Page 7 of 11 He et al. Boundary Value Problems ( 2016) 2016:22 Page 7 of 11 Hence, the unique solution to the boundary value problem (⋇⋇) is expressed by f (z) =
π
z
a
∂D
˜g(ζ)
ζ – ξ dζ dξ +
+∞
n=
tn(z – a)n,
z ∈D,
() () where tn ∈C. where tn ∈C. We end up with the solution to the Riemann-Hilbert boundary value problem (⋆) in the
form φ(x) =
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈. φ(x) =
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈. In the second case (ii) we map again to D and λ = ˆλ with (x) = m
i=(x – ˆαi)νi where
ˆαi ∈∂ becomes λ(z) = (z)ˆλ(z), z ∈∂D, where (z) = m
i=(z – αi)νi, αi ∈∂D and ˆλ ̸= ,
z ∈∂D. By transforming the boundary value problem in the same way as in the first case
we arrive at the problem
∂¯z
H(z) = ,
z ∈C+\∂D,
H+(z) =
H–(z) + ˆλ–(z) r
g(z),
z ∈∂D,
∂¯z
H(z) = ,
z ∈C+\∂D,
H+(z) =
H–(z) + ˆλ–(z) r
g(z),
z ∈∂D, where
H = H, z ∈C+\∂D, and
H±, z ∈∂D are the boundary values of
H on ∂D from D
and C+\(D ∪∂D), respectively. where
H = H, z ∈C+\∂D, and
H±, z ∈∂D are the boundary values of
H on ∂D from D
and C+\(D ∪∂D), respectively. y
Since ˆλ ∈Hμ(∂D,R), we have ˆg ≜ˆλ–r
g =
i ˆλ–(z – ¯z)g ∈Hμ(∂D,R). This allows us to
write the solution to the boundary value problem (⋇⋇) in the form Since ˆλ ∈Hμ(∂D,R), we have ˆg ≜ˆλ–r
g =
i ˆλ–(z – ¯z)g ∈Hμ(∂D,R). This allows us to
write the solution to the boundary value problem (⋇⋇) in the form f (z) =
π
z
a
∂D
(ξ)
ˆg(ζ)
ζ – ξ dζ dξ +
+∞
n=
z
a
ln(ξ – a)n
(ξ)
dξ,
z ∈D,
() () where ln ∈C. where ln ∈C. 3.2 RHBVPs for monogenic functions Furthermore, if
ˆλ ∈Hμ(∂,R) and ˆλ ̸= for arbitrary x ∈∂ then the Riemann-Hilbert boundary
value problem (⋆) is solvable, and its solution is given again by
(ii) Suppose λ = ˆλ with (x) = m
i=(x – ˆαi)νi, ˆαi ∈∂ and νi ∈N. Furthermore, if
ˆλ ∈Hμ(∂,R) and ˆλ ̸= for arbitrary x ∈∂ then the Riemann-Hilbert boundary
value problem (⋆) is solvable, and its solution is given again by φ(x) =
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈, where f is given by f (z) =
π
z
a
∂D
(ξ)
ˆg(ζ)
ζ – ξ dζ dξ +
+∞
n=
z
a
ln(ξ – a)n
(ξ)
dξ,
z ∈D, with ˆg = ˆλ–r
g, ln ∈C. with ˆg = ˆλ–r
g, ln ∈C. with ˆg = ˆλ–r
g, ln ∈C. Proof Since D = {z : |z – a| < } ⊂C+ is the projection of into (x,r)-plane from Theo-
rem .we see that the problem (⋆) is equivalent to the problem Proof Since D = {z : |z – a| < } ⊂C+ is the projection of into (x,r)-plane from Theo-
rem .we see that the problem (⋆) is equivalent to the problem (⋇⋇)
∂¯zh(z) = ,
z ∈D,
Re{λ(z)h(z)} = r
g(z),
z ∈∂D. Consider now the function Consider now the function H(z) =
h(z),
z ∈D ⊂C+,
h∗(z) = ¯h(/z),
z ∈C+\D ∪∂D, and let us study each case separately. and let us study each case separately. and let us study each case separately. For the case (i) we can proceed in the following way. Since λ,g ∈Hμ(∂,R) with λ ̸=
for arbitrary x ∈∂ we can recast our problem as the following Riemann boundary value
problem: (ℵ)
∂¯zH(z) = ,
z ∈C+\∂D,
H+(z) = H–(z) + λ–(z) r
g(z),
z ∈∂D, (ℵ)
H+(z) = H–(z) + λ–(z) r
g(z),
z ∈∂D, where H± are the boundary values of H on ∂D from D and C+\(D ∪∂D), respectively. Because of λ,g ∈Hμ(∂D,R) we have ˜g ≜λ–r
g =
iλ–(z – ¯z)g ∈Hμ(∂D,R). Therefore,
the solution to the boundary value problem (ℵ) is given by H(z) =
πi
∂D
˜g(ζ)
ζ – z dζ +
+∞
n=
ln(z – a)n,
z ∈D, where ln ∈C. where ln ∈C. 3.2 RHBVPs for monogenic functions Therefore, the solution to the Riemann-Hilbert boundary value problem (⋆) is given by φ(x) =
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈. This finishes the proof. □ s finishes the proof. □ This finishes the proof. □ As a special case of Problem I, we can consider the following Schwarz problem. Schwarz problem Find a function φ ∈C(,H), which satisfies the system Schwarz problem Find a function φ ∈C(,H), which satisfies the system (♯)
Dφ(x) = ,
x ∈,
Re{φ(t)} = g(t),
t ∈∂, where g : ∂ →R is a R-valued function defined on ∂. From Theorem .we can deduce the following theorem. From Theorem .we can deduce the following theorem. Theorem .If g ∈Hμ(∂,R) then the Schwarz problem (♯) is solvable, and its solution
is given by φ(x) =
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈, φ(x) =
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈, φ(x) =
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈, Page 8 of 11 Page 8 of 11 Page 8 of 11 He et al. Boundary Value Problems ( 2016) 2016:22 where f is given by f (z) =
π
z
a
∂D
˜g(ζ)
ζ – ξ dζ dξ +
+∞
n=
tn(z – a)n,
z ∈D, with ˜g= r
g, tn ∈C. Remark Theorem .actually gives us a method to solve the RHBVPs with variable
coefficients for axially monogenic functions in Rby transferring it to the study of the
corresponding RHBVP for analytic functions over the complex plane. When the space dimension is , then trivially RHBVP (⋆) reduces to the RHBVP for
analytic functions on the complex plane [, , ]. Moreover, when the coefficient λ is a
constant equal to for all x ∈∂ our RHBVP (♯) is just the Schwarz problem for analytic
functions over the complex plane [, , ]. Remark In fact, Theorem .gives us explicit solutions to the Schwarz problem for a
special type of Vekua system defined over the complex plane [, ]. As far as we know,
in general it is not easy to get explicit but non-formal analytic solutions of this system. 3.3 RHBVPs for null-solutions to (D – α)φ = 0, α ∈R The above approach can be adapted and generalized to other cases. In the following we
will discuss RHBVPs with variable coefficients for functions of axial type defined over an
axial domain of Rwhich are null-solutions to the equation (D –α)φ = , α ∈R. We begin
with the following extension of Problem I. Problem II Find a function φ ∈C(,H) of axial type which satisfies the condition (⋆⋆)
(D – α)φ = ,
α ∈R,x ∈,
Re{λ(t)φ(t)} = g(t),
t ∈∂, (⋆⋆)
(D – α)φ = ,
α ∈R,x ∈,
Re{λ(t)φ(t)} = g(t),
t ∈∂, where α is understood as αI, with I being the identity operator, g : ∂ →R, and λ is a
R-valued function defined on ∂. where α is understood as αI, with I being the identity operator, g : ∂ →R, and λ is a
R-valued function defined on ∂. Theorem .Suppose g ∈Hμ(∂,R), and D = {z : |z – a| < } ⊂C+ with z = x+ ir, a =
a+ ia∈C+ being the corresponding domain of C+ with boundary ∂D. (i) If λ ∈Hμ(∂,R), and λ ̸= for arbitrary z ∈∂D then the Riemann-Hilbert boundary
value problem (⋆) is solvable and its solution is given by φ(x) = eαx
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈, φ(x) = eαx
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈, where Re(f ) and Im(f ) denote the real and imaginary part of the complex-valued
function f , respectively. f itself is given by where Re(f ) and Im(f ) denote the real and imaginary part of the complex-valued
function f , respectively. f itself is given by f (z) =
π
z
a
∂D
e–αxg(ζ)
ζ – ξ
dζ dξ +
+∞
n=
tn(z – a)n,
z ∈D, with ˜g = λ–r
g, tn ∈C. with ˜g = λ–r
g, tn ∈C. He et al. Boundary Value Problems ( 2016) 2016:22 Page 9 of 11 (ii) Suppose λ = ˆλ with (x) = m
i=(x – ˆαi)νi, ˆαi ∈∂, and νi ∈N. 3.3 RHBVPs for null-solutions to (D – α)φ = 0, α ∈R Furthermore, if
ˆλ ∈Hμ(∂,R) and ˆλ ̸= for arbitrary x ∈∂ then the Riemann-Hilbert boundary
value problem (⋆) is solvable, and its solution is given again by (ii) Suppose λ = ˆλ with (x) = m
i=(x – ˆαi)νi, ˆαi ∈∂, and νi ∈N. Furthermore, if
ˆλ ∈Hμ(∂,R) and ˆλ ̸= for arbitrary x ∈∂ then the Riemann-Hilbert boundary
value problem (⋆) is solvable, and its solution is given again by φ(x) = eαx
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈, φ(x) = eαx
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈, φ(x) = eαx
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈, where f is given by f (z) =
π
z
a
∂D
(ξ)
e–αxg(ζ)
ζ – ξ
dζ dξ +
+∞
n=
z
a
ln(ξ – a)n
(ξ)
dξ,
z ∈D, with ˆg = ˆλ–r
g, ln ∈C. Proof Since (D – α)φ = D(e–αxφ), α ∈R, then Proof Since (D – α)φ = D(e–αxφ), α ∈R, then (D – α)φ =
is equivalent to
D
e–αxφ
= ,
α ∈R. () (D – α)φ =
is equivalent to
D
e–αxφ
= ,
α ∈R. () () Therefore, problem (⋆⋆) is equivalent to the case Therefore, problem (⋆⋆) is equivalent to the case Therefore, problem (⋆⋆) is equivalent to the case
D(e–αxφ) = ,
α ∈R,x ∈,
Re{λ(t)e–αxφ(t)} = e–αxg(t),
t ∈∂, where g : ∂ →R and λ is a R-valued function defined on ∂. where g : ∂ →R and λ is a R-valued function defined on ∂. Noting that D = {z : |z – a| < } ⊂C+ with z = x+ ir, a = a+ ia∈C+ is the projection
of onto the (x,r)-plane, associating with g ∈Hμ(∂,R), we have e–αxg ∈Hμ(∂,R). Noting that D = {z : |z – a| < } ⊂C+ with z = x+ ir, a = a+ ia∈C+ is the projection
of onto the (x,r)-plane, associating with g ∈Hμ(∂,R), we have e–αxg ∈Hμ(∂,R). 3.3 RHBVPs for null-solutions to (D – α)φ = 0, α ∈R Noting that D = {z : |z – a| < } ⊂C+ with z = x+ ir, a = a+ ia∈C+ is the projection
of onto the (x,r)-plane, associating with g ∈Hμ(∂,R), we have e–αxg ∈Hμ(∂,R). We apply Theorem .. (i) If λ ∈Hμ(∂,R), and λ ̸= for arbitrary z ∈∂D then the Riemann-Hilbert boundary
value problem (⋆) is solvable and its solution is given by (i) If λ ∈Hμ(∂,R), and λ ̸= for arbitrary z ∈∂D then the Riemann-Hilbert boundary
value problem (⋆) is solvable and its solution is given by φ(x) = eαx
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈, φ(x) = eαx
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈, where Re(f ) and Im(f ) denote the real and imaginary part of the complex-valued function
f , respectively. f itself is given by where Re(f ) and Im(f ) denote the real and imaginary part of the complex-valued function
f , respectively. f itself is given by f (z) =
π
z
a
∂D
e–αxg(ζ)
ζ – ξ
dζ dξ +
+∞
n=
tn(z – a)n,
z ∈D, with ˜g = λ–r
g, tn ∈C. with ˜g = λ–r
g, tn ∈C. g
g
(ii) Suppose λ = ˆλ with (x) = m
i=(x – ˆαi)νi, ˆαi ∈∂, and νi ∈N. Furthermore, if
ˆλ ∈Hμ(∂,R) and ˆλ ̸= for arbitrary x ∈∂ then the Riemann-Hilbert boundary value
problem (⋆) is solvable, and its solution is given again by φ(x) = eαx
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈, φ(x) = eαx
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈, where f is given by f (z) =
π
z
a
∂D
(ξ)
e–αxg(ζ)
ζ – ξ
dζ dξ +
+∞
n=
z
a
ln(ξ – a)n
(ξ)
dξ,
z ∈D, □ = ˆλ–r
g, ln ∈C. The result follows. □ □ with ˆg = ˆλ–r
g, ln ∈C. The result follows. with ˆg = ˆλ–r
g, ln ∈C. The result follows. with ˆg = ˆλ–r
g, ln ∈C. The result follows. □ with ˆg = ˆλ–r
g, ln ∈C. The result follows. □ He et al. Author details
1 Author details
1School of Mathematics and Statistics, Central South University, Changsha, 410083, P.R. China. 2CIDMA, Department of
Mathematics, University of Aveiro, Aveiro, 3810-193, Portugal. 3Clifford Research Group, Department of Mathematical
Analysis, Ghent University, Ghent, Belgium. 4TU Bergakademie Freiberg, Institute of Applied Analysis, Freiberg, 09599,
Germany. 3.3 RHBVPs for null-solutions to (D – α)φ = 0, α ∈R Boundary Value Problems ( 2016) 2016:22 Page 10 of 11 Remark When the space dimension is , Problem II reduces to the Riemann-Hilbert
boundary value problem for meta-analytic functions defined over the complex plane
[, ]. Similar to the Schwarz problem in the previous subsection, let λ = in Problem II, we
can take it in account in the following problem. Problem III Find a function φ ∈C(,H) which satisfies the system Problem III Find a function φ ∈C(,H) which satisfies the system
(D – α)φ = ,
α ∈R,x ∈,
Re{φ(t)} = g(t),
t ∈∂,
(D – α)φ = ,
α ∈R,x ∈,
Re{φ(t)} = g(t),
t ∈∂, where α is understood as αI, with I being the identity operator, and g : ∂ →R is a
R-valued function defined on ∂. where α is understood as αI, with I being the identity operator, and g : ∂ →R is a
R-valued function defined on ∂. Thanks to Theorem .we can derive the following theorem. Thanks to Theorem .we can derive the following theorem. Theorem .If g ∈Hμ(∂,R) then Problem III is solvable, and its solution is given by Theorem .If g ∈Hμ(∂,R) then Problem III is solvable, and its solution is given by φ(x) = eαx
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈, φ(x) = eαx
Re(f )
x,|x|
+ ω Im(f )
x,|x|
,
x ∈, where f is given by where f is given by f (z) =
π
z
a
∂D
eαxg(ζ)
ζ – ξ
dζ dξ +
+∞
n=
tn(z – a)n,
z ∈D, with ˜g= r
g, tn ∈C. Remark If the boundary data are of Hölder class, we consider the Riemann-Hilbert
boundary value problems I, II, III with variable coefficients for monogenic functions of
axial type in Rand null-solutions to (D –α)φ = , α ∈R. Note that Problem II reduces to
Problem I when α equals while Problem III reduces to Problem II when λ equals . Fol-
lowing the same argument, all results can be extended to the Riemann-Hilbert boundary
value problems of monogenic functions of axial type in R, with boundary data belonging
to Lp (< p < +∞). Competing interests
Th
h
d
l
h Competing interests
The authors declare that they have no competing interests. Received: 9 October 2015 Accepted: 12 January 2016 Received: 9 October 2015 Accepted: 12 January 2016 No. SFRH/BPD/74581/2010. The authors cordially thank two anonymous referees for their valuable comments, which lead
to the improvement of this paper. No. SFRH/BPD/74581/2010. The authors cordially thank two anonymous referees for their valuable comments, which lead
to the improvement of this paper. Acknowledgements g
This work was supported in part by the Portuguese Foundation for Science and Technology (‘FCT-Fundação para a
Ciência e a Tecnologia’) through the CIDMA - Center for Research and Development in Mathematics and Applications,
within project UID/MAT/04106/2013, and by the Postdoctoral Foundation from FCT (Portugal) under Grant Page 11 of 11 Page 11 of 11 He et al. Boundary Value Problems ( 2016) 2016:22 References 1. Muskhelishvili, NI: Singular Integral Equations. Noordhoff, Leyden (1977) 2. Lu, J-K: Boundary Value Problems for Analytic Functions. World S 3. Fokas, AS: A Unified Approach to Boundary Value Problems. SIAM, Philadelphia (2008) 4. Balk, MB: On Poly-Analytic Functions. Akademie Verlag, Berlin (1991) 4. Balk, MB: On Poly-Analytic Functions. Akademie Verlag, Berlin (1991) 5. Deift, P: Orthogonal Polynomials and Random Matrices: A Riemann-Hilbert Approach. Am. Math. Soc., Providence
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18. Gürlebeck, K, Zhongxiang, Z: Some Riemann boundary value problems in Clifford analysis. References Math. Methods Appl. Sci. 33 287-302 (2010) 7. Bu, Y, Du, J: The RH boundary value problem for the k-monogen , ,
,
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18. Gürlebeck, K, Zhongxiang, Z: Some Riemann boundary value problems in Clifford analysis. Math. Methods Appl. Sci. 33, 287-302 (2010) 19. Ku, M, Kähler, U, Wang, D: Riemann boundary value problems on the sphere in Clifford analysis. Adv. Appl. Clifford
Algebras 22(2), 365-390 (2012) 20. Ku, M, Kähler, U: Riemann boundary value problems on half space in Clifford analysis. Math. Methods Appl. Sci. 35(18), 2141-2156 (2012) ,
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Appl. Sci. 34, 418-427 (2011) 24. Ku, M, Wang, D: Solutions to polynomial Dirac equations on unbounded domains in Clifford analysis. Math. Methods
Appl. Sci. 34, 418-427 (2011) pp
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27. Sommen, F: On a generalization of Fueter’s theorem. Z. Anal. Anwend. 19, 899-902 (2000) 27. Sommen, F: On a generalization of Fueter’s theorem. Z. Anal. Anwend. 19, 899-902 (2000) 28. Colombo, F, Sabadini, I, Sommen, F: The Fueter mapping theorem in integral form and the F-functional calculus
Math. Methods Appl. Sci. 33, 2050-2066 (2010)
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Returning Samples from Enceladus for Life Detection
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Returning Samples from Enceladus for Life Detection Primary author:
Marc Neveu - NASA Goddard Space Flight Center, Greenbelt, MD / University of Maryland,
College Park, MD - Phone: +1 301-614-6872 - Email: marc.f.neveu@nasa.gov Co-authors: Co-authors:
Ariel Anbar - Arizona State University, Tempe, AZ
Alfonso Davila - NASA Ames Research Center, Moffett Field, CA
Daniel P. Glavin - NASA Goddard Space Flight Center, Greenbelt, MD
Shannon M. MacKenzie - Johns Hopkins Applied Physics Laboratory, Laurel, MD
Charity Phillips-Lander - Southwest Research Institute, San Antonio, TX
Brent Sherwood - Blue Origin, Seattle, WA, USA
Yoshinori Takano - Japan Agency for Marine-Earth Science & Technology, Yokosuka, Japan
Peter Williams - Arizona State University, Tempe, AZ
Hajime Yano - Institute of Space and Astronautical Science, Japan Aerospace Exploration
Agency, Sagamihara, Japan
Co-signers:
Jose Aponte - NASA Goddard Space Flight Center, Greenbelt, MD
Ellen Czaplinski - University of Arkansas, Fayetteville, AR
Simon Friesen - University of Waterloo, Ontario, Canada
Kosuke Fujishima - Earth Life Science Institute, Tokyo Institute of Technology, Tokyo, Japan
Julie Huber - Woods Hole Oceanographic Institution, Woods Hole, MA
Kim Reh - Jet Propulsion Laboratory, California Institute of Technology, CA
Christophe Sotin - Jet Propulsion Laboratory, California Institute of Technology, CA
Wataru Takahagi - The University of Tokyo, Bunkyo, Japan
Bethany Theiling - NASA Goddard Space Flight Center, Greenbelt, MD
Vassilissa Vinogradoff - CNRS, Aix-marseille University, PIIM, LAM, France Ariel Anbar - Arizona State University, Tempe, AZ
Alfonso Davila - NASA Ames Research Center, Moffett Field, CA
Daniel P. Glavin - NASA Goddard Space Flight Center, Greenbelt, MD
Shannon M. MacKenzie - Johns Hopkins Applied Physics Laboratory, Laurel, MD
Charity Phillips-Lander - Southwest Research Institute, San Antonio, TX
Brent Sherwood - Blue Origin, Seattle, WA, USA
Yoshinori Takano - Japan Agency for Marine-Earth Science & Technology, Yokosuka, Japan
Peter Williams - Arizona State University, Tempe, AZ
Hajime Yano - Institute of Space and Astronautical Science, Japan Aerospace Exploration
Agency, Sagamihara, Japan Co-signers: Technology developments are needed for sample collection and preservation, as well as for
the implementation of Restricted Earth Return planetary protection policy for cold samples. 5. Technology developments are needed for sample collection and preservation, as well as for
the implementation of Restricted Earth Return planetary protection policy for cold samples. 6. The ease of access of ocean material through the plume allows one to bypass the sequence
of missions to “fly by, orbit, land, rove, and return samples”. 7. The considerations discussed here could apply to other worlds when hints of erupted
material are confirmed to be samples of a subsurface ocean, e.g., Europa (Roth et al. 2014),
Ceres (Küppers et al. 2014), or Triton (Kirk et al. 1995). 7. The considerations discussed here could apply to other worlds when hints of erupted
material are confirmed to be samples of a subsurface ocean, e.g., Europa (Roth et al. 2014),
Ceres (Küppers et al. 2014), or Triton (Kirk et al. 1995). Co-signers: A Saturn orbiter flying about ten times through Enceladus’ plume minimizes the mission
duration to ≈ 15 years, but the effect of collection at ≥ 1 km/s must (and can) be minimized. 5. Technology developments are needed for sample collection and preservation, as well as for
the implementation of Restricted Earth Return planetary protection policy for cold samples. 6. The ease of access of ocean material through the plume allows one to bypass the sequence
of missions to “fly by, orbit, land, rove, and return samples”. 7. The considerations discussed here could apply to other worlds when hints of erupted
material are confirmed to be samples of a subsurface ocean, e.g., Europa (Roth et al. 2014),
Ceres (Küppers et al. 2014), or Triton (Kirk et al. 1995). Returning Samples from Enceladus for Life Detection - Key points: Returning Samples from Enceladus for Life Detection - Key points: 1. This white paper complements the Planetary Mission Concept Study (PMCS) report
“Flagship Concepts for Astrobiology at Enceladus”, which does not address sample return. 1. This white paper complements the Planetary Mission Concept Study (PMCS) report
“Flagship Concepts for Astrobiology at Enceladus”, which does not address sample return. 2. Sample return allows adaptation of analyses to prior findings, access to the full diversity of
existing and future interrogation techniques, and time and resources to assess the validity of
results. Previous experience has shown that all three aspects are crucial to life detection. 2. Sample return allows adaptation of analyses to prior findings, access to the full diversity of
existing and future interrogation techniques, and time and resources to assess the validity of
results. Previous experience has shown that all three aspects are crucial to life detection. 3. Sample return may require substantially less plume sample (milligrams = a few flybys) than
in situ investigations (grams) to perform life detection. 3. Sample return may require substantially less plume sample (milligrams = a few flybys) than
in situ investigations (grams) to perform life detection. 4. A Saturn orbiter flying about ten times through Enceladus’ plume minimizes the mission
duration to ≈ 15 years, but the effect of collection at ≥ 1 km/s must (and can) be minimized. 4. A Saturn orbiter flying about ten times through Enceladus’ plume minimizes the mission
duration to ≈ 15 years, but the effect of collection at ≥ 1 km/s must (and can) be minimized. 5. 1. Why return samples from Enceladus for life detection? A world ripe for life detection. Saturn’s tiny moon Enceladus has a subsurface ocean that
sources plumes of water vapor and ice vented to space from its south polar terrain (SPT). The
vented material provides the strongest evidence to date of a habitable world beyond Earth (Fig. 1) with liquid water, the major elements for life H, C, N, O, simple and complex organic
compounds, bioavailable energy, and clement physicochemical conditions (Postberg et al. 2018). This offers the chance to A world ripe for life detection. Saturn’s tiny moon Enceladus has a subsurface ocean that
sources plumes of water vapor and ice vented to space from its south polar terrain (SPT). The
vented material provides the strongest evidence to date of a habitable world beyond Earth (Fig. 1) with liquid water, the major elements for life H, C, N, O, simple and complex organic
compounds, bioavailable energy, and clement physicochemical conditions (Postberg et al. 2018). This offers the chance to
search for life in the plume. Figure 1. Enceladus is
farthest along the roadmap
to ocean worlds (Hendrix,
Hurford et al. 2019). A scientific breakthrough. A positive detection could
provide the first definitive
evidence for life beyond
Earth, with a likely independent emergence given the dearth of material exchange between
Enceladus and the inner Solar System (Worth et al. 2013). This would suggest biology is
universal and provide a second data point to understand its nature. The alternative result could be
the first habitat where signs of life are not detected, constraining the detectability of biospheres
beyond Earth (fl term in the Drake equation; Burchell 2006). gy
y
g Figure 1. Enceladus is
farthest along the roadmap
to ocean worlds (Hendrix,
Hurford et al. 2019). Figure 1. Enceladus is
farthest along the roadmap
to ocean worlds (Hendrix,
Hurford et al. 2019). g
A positive detection could
provide the first definitive
evidence for life beyond
Earth, with a likely independent emergence given the dearth of material exchange between
Enceladus and the inner Solar System (Worth et al. 2013). This would suggest biology is
universal and provide a second data point to understand its nature. The alternative result could be
the first habitat where signs of life are not detected, constraining the detectability of biospheres
beyond Earth (fl term in the Drake equation; Burchell 2006). Co-signers: Co-signers:
Jose Aponte - NASA Goddard Space Flight Center, Greenbelt, MD
Ellen Czaplinski - University of Arkansas, Fayetteville, AR
Simon Friesen - University of Waterloo, Ontario, Canada
Kosuke Fujishima - Earth Life Science Institute, Tokyo Institute of Technology, Tokyo, Japan
Julie Huber - Woods Hole Oceanographic Institution, Woods Hole, MA
Kim Reh - Jet Propulsion Laboratory, California Institute of Technology, CA
Christophe Sotin - Jet Propulsion Laboratory, California Institute of Technology, CA
Wataru Takahagi - The University of Tokyo, Bunkyo, Japan
Bethany Theiling - NASA Goddard Space Flight Center, Greenbelt, MD
Vassilissa Vinogradoff - CNRS, Aix-marseille University, PIIM, LAM, France Co-signers:
Jose Aponte - NASA Goddard Space Flight Center, Greenbelt, MD
Ellen Czaplinski - University of Arkansas, Fayetteville, AR
Simon Friesen - University of Waterloo, Ontario, Canada
Kosuke Fujishima - Earth Life Science Institute, Tokyo Institute of Technology, Tokyo, Japan
Julie Huber - Woods Hole Oceanographic Institution, Woods Hole, MA
Kim Reh - Jet Propulsion Laboratory, California Institute of Technology, CA
Christophe Sotin - Jet Propulsion Laboratory, California Institute of Technology, CA
Wataru Takahagi - The University of Tokyo, Bunkyo, Japan
Bethany Theiling - NASA Goddard Space Flight Center, Greenbelt, MD
Vassilissa Vinogradoff - CNRS, Aix-marseille University, PIIM, LAM, France This white paper is an edited version of an eponymous paper by the same authors accepted for
publication in Frontiers in Astronomy and Space Sciences: Neveu M, Anbar AD, Davila AF,
Glavin DP, MacKenzie SM, Phillips-Lander CM, Sherwood B, Takano Y, Williams P and Yano
H (2020) Returning Samples From Enceladus for Life Detection. Front. Astron. Space Sci. 7:26. doi: 10.3389/fspas.2020.00026. That publication is an open-access article distributed under the
terms of a CC BY license authorizing use, distribution or reproduction provided it is cited and
authors and copyright holders credited, as is done here. Returning Samples from Enceladus for Life Detection - Key points:
1. This white paper complements the Planetary Mission Concept Study (PMCS) report
“Flagship Concepts for Astrobiology at Enceladus”, which does not address sample return. 2. Sample return allows adaptation of analyses to prior findings, access to the full diversity of
existing and future interrogation techniques, and time and resources to assess the validity of
results. Previous experience has shown that all three aspects are crucial to life detection. 3. Sample return may require substantially less plume sample (milligrams = a few flybys) than
in situ investigations (grams) to perform life detection. 4. 1. Why return samples from Enceladus for life detection? evidence for life beyond
Earth, with a likely independent emergence given the dearth of material exchange between
Enceladus and the inner Solar System (Worth et al. 2013). This would suggest biology is
universal and provide a second data point to understand its nature. The alternative result could be
the first habitat where signs of life are not detected, constraining the detectability of biospheres
beyond Earth (fl term in the Drake equation; Burchell 2006). y
Earth, with a likely independent emergence given the dearth of material exchange between
Enceladus and the inner Solar System (Worth et al. 2013). This would suggest biology is
universal and provide a second data point to understand its nature. The alternative result could be
the first habitat where signs of life are not detected, constraining the detectability of biospheres
beyond Earth (fl term in the Drake equation; Burchell 2006). 1 Why sample return? Life detection mission concepts ranging from in situ (Lunine et al. 2015;
MacKenzie et al. 2016; Eigenbrode et al. 2018), to orbiting or landing (MacKenzie et al. PMCS
report), to sample return (Tsou et al. 2012; Sekine et al. 2014) have been proposed or discussed. Returning samples of ejected ocean material comes with challenges (Section 3), but uniquely
enables investigations that can be adapted as results are obtained, are exquisitely sensitive, and
leverage progress in measurement capabilities for decades to come. Life detection... In situ
In returned samples
Advantages
• Contextual understanding • Sample minimally altered
• Adaptable analyses • Unmatched instruments • Archival
Drawbacks
• Inflexible measurement capabilities
• Limited space-proof instruments
• Lack of contextual understanding
• Sample alteration between collection and measurement
Table 1. Relative merits of in situ and sample return missions for life detection. Why sample return? Life detection mission concepts ranging from in situ (Lunine et al. 2015;
MacKenzie et al. 2016; Eigenbrode et al. 2018), to orbiting or landing (MacKenzie et al. PMCS
report), to sample return (Tsou et al. 2012; Sekine et al. 2014) have been proposed or discussed. Returning samples of ejected ocean material comes with challenges (Section 3), but uniquely
enables investigations that can be adapted as results are obtained, are exquisitely sensitive, and
leverage progress in measurement capabilities for decades to come. Life detection... 1. Why return samples from Enceladus for life detection? In situ
In returned samples
Advantages
• Contextual understanding • Sample minimally altered
• Adaptable analyses • Unmatched instruments • Archival
Drawbacks
• Inflexible measurement capabilities
• Limited space-proof instruments
• Lack of contextual understanding
• Sample alteration between collection and measurement
Table 1. Relative merits of in situ and sample return missions for life detection. Adaptable analyses. The path to every confirmed or refuted claim of life detection in samples of
ancient (e.g., Schopf 1993), extraterrestrial (McKay et al. 1996), or otherwise secluded
environments (Priscu et al. 1999) has taken years of subsequent, initially unplanned analyses. This is the time needed for cross-validation by other research teams, refutation of claims, or
follow-on hypothesis-driven measurements, which proceed at the pace of journal publications. In
this context, in situ life detection presents the risk that the payload finds tantalizing clues that it
cannot confirm. As versatile as flight instruments can be, their capabilities are frozen-in at the
time of design, years ahead of the measurements, with a preconception of what could be
measured. With returned samples, the next measurement can be devised based on the results of
the previous one, with ample time to think through the path of analysis. Laboratory
measurements can be adapted to sample properties, repeated, and checked with complementary
techniques. The best instruments cannot be flown. For life detection, these include:
1. higher performance than can be flown at any given time (Table 2). 2. instruments that cannot be miniaturized, requiring a room or a facility (Fig. 2; Table 2). 3. complex wet chemistry protocols or sample preparation steps (Elsila et al. 2009),
4. a more diverse suite of techniques than could be accommodated on spacecraft. Figure 2. Example
techniques to search for
life that cannot be flown. A. Secondary ion mass
spectrometer for isotopic
measurements on small
samples proximal to contamination, built for the Genesis mission. B. Synchrotron used, e.g., for
micro X-ray diffraction. C. Matrix-assisted laser desorption / ionization-mass microscope. Archival. Archiving part of returned material enables analyses with techniques that cannot be
fathomed at the time of mission design. Analyses of archived Apollo lunar samples keep on
yielding insights with new means of investigation (Shearer & Borg 2006; Zeigler et al. 2019). The best instruments cannot be flown. For life detection, these include: The best instruments cannot be flown. For life detection, these include: The best instruments cannot be flown. 1. Why return samples from Enceladus for life detection? For life detection, these include:
1. higher performance than can be flown at any given time (Table 2). 2. instruments that cannot be miniaturized, requiring a room or a facility (Fig. 2; Table 2). 3. complex wet chemistry protocols or sample preparation steps (Elsila et al. 2009),
4. a more diverse suite of techniques than could be accommodated on spacecraft. Figure 2. Example
techniques to search for
life that cannot be flown. A. Secondary ion mass
spectrometer for isotopic
measurements on small
samples proximal to contamination, built for the Genesis mission. B. Synchrotron used, e.g., for
micro X-ray diffraction. C. Matrix-assisted laser desorption / ionization-mass microscope. samples proximal to contamination, built for the Genesis mission. B. Synchrotron used, e.g., for
micro X-ray diffraction. C. Matrix-assisted laser desorption / ionization-mass microscope. Archival. Archiving part of returned material enables analyses with techniques that cannot be
fathomed at the time of mission design. Analyses of archived Apollo lunar samples keep on
yielding insights with new means of investigation (Shearer & Borg 2006; Zeigler et al. 2019). Archival. Archiving part of returned material enables analyses with techniques that cannot be
fathomed at the time of mission design. Analyses of archived Apollo lunar samples keep on
yielding insights with new means of investigation (Shearer & Borg 2006; Zeigler et al. 2019). 2 2. Measurement strategy, sample needed, and mission architectures The community has set a high bar: life must be the only possible explanation for the results
(Neveu et al. 2018). To this end, life detection strategies target multiple attributes (potential
“biosignatures”) that distinguish biological from abiotic properties or processes (e.g., Hand et al. 2017; Neveu et al. 2018; Glavin et al. 2019). If life is not found, these measurements are crucial
to find out how far toward life chemistry has progressed, reconstruct the sample’s provenance
(journey between synthesis and collection), and quantify how much biomass (if any) was
expected. Example attributes, detection techniques, and corresponding amounts of solid sample
needed (water ice with percent-level salts and organic compounds) are provided in Table 2. 1. Why return samples from Enceladus for life detection? Biosignature
Example technique
Capability on Earth
Capability in situ
Sample needed
Over-representation of amino
acids of high molar mass and
structural isomeric preference
Mass spectrometry with
separation stage (e.g.,
capillary electrophoresis, gas
or liquid chromatography)
Abundances of amino acids of
mass ≤ 500 atomic mass
units (amu) at ≥ 1 pmol g-1
Abundances of amino acids of
mass ≤ 500 amu at ≥ 1 pmol
g-1 (ref. 1,2)
0.1 g (in situ) (ref. 2)
Distribution of carbon chain
length in long-chain
hydrocarbons
Relative abundances of
hydrocarbons with mass ≤ 104
amu present at ≥ 1 pmol g-1
Relative abundances of
hydrocarbons ≤ 500 amu at ≥
1 pmol g-1 (ref. 1,2)
0.1 g (in situ) (ref. 2)
Distribution of the number of
types of operations needed to
build each organic molecule
Organic compounds ≤ 104
amu at ≥ 1 fmol g-1, mass
resolution > 105-106
Organic compounds ≤ 1000
amu at ≥ 1 pmol g-1, mass
resolution 1 amu (ref. 2)
0.1 g (in situ) (ref. 2)
Enantiomeric excess in all
chiral amino acids
As above, plus relative molar
abundances of enantiomers of
amino acids with up to 7 C
atoms at ppb levels (ref. 3,4)
As above, plus relative molar
abundances of enantiomers of
amino acids at ppm levels
(ref. 1,5)
0.5 mg (sample return) (ref. 6,7)
0.5 g (in situ) (ref. 2,7)
Enantiomeric excess in all
chiral sugar compounds
(polyols)
Liquid extraction, purification,
derivatization, and gas
chromatography (ref. 4,8)
Relative abundances of
enantiomers of sugars with up
to 6 C atoms (ref. 4,8)
Cannot currently be
implemented (ref. 4)
mg to g (sample return) (ref. 4,9)
Polymers with a repeating
charge in their backbone
Nanopore sequencing
Identify and sequence DNA,
RNA, and other biopolymers
agnostically (ref. 10) from ≥ 1
ng polymer (ref. 11)
Not yet fully established (ref. 12)
> 1 kg based on ~100 ng DNA
(kg Earth ocean water)-1 (ref. 13). Enceladus biomass > 102
to times more dilute (ref. 14)
Polymers of sugars, amino
acids, or nucleotides
Immunoassay
Specific compounds at
10-18-10-12 g g-1 (ref. 15)
Specific compounds at > 0.1-1
µg g-1 (ref. 16)
> 1 mg (sample return); >
1-10 g (in situ), assuming 25
fg protein cell-1 (ref. 17)
Matrix assisted laser
desorption/ionization mass
spectrometry (MALDI)
Compounds at ≤ 10-11 g µm-2
(ref. 18). Imaging at µm
scale (ref. 19). LDI only, < 103 amu (ref. 1. Why return samples from Enceladus for life detection? Inventory of species differing
from abiotic thermodynamic
equilibrium or steady state
Same as
Distribution of the number of types of operations needed to obtain each molecule in the pool of detected organic compounds
and Co-located oxidants and reductants
Table 2. Life detection capabilities and sample needed. Red: no capability; orange: in progress;
bold: Earth capability exceeds that in situ by orders of magnitude. References listed at the end. Same as
Distribution of the number of types of operations needed to obtain each molecule in the pool of detected organic compounds
and Co-located oxidants and reductants Inventory of species differing
from abiotic thermodynamic
equilibrium or steady state
Same as
Distribution of the number of types of operations needed to obtain each molecule in the pool of detected organic compounds
and Co-located oxidants and reductants Table 2. Life detection capabilities and sample needed. Red: no capability; orange: in progress;
bold: Earth capability exceeds that in situ by orders of magnitude. References listed at the end. Milligrams (a few flybys) may be enough. The sample needed is partly constrained by the
plume’s sub-percent organic content. It also hinges on the ill-constrained possible biomass
density; in Table 2 a plausible 100 cells mL-1 is assumed (Hand et al. 2017; Cable et al. 2020). In
situ, the sample needed is several grams. This excludes use of the nanopore and assumes
measurements are repeated (Lorenz 2019). In returned samples, only milligrams may be needed
(Table 2). Because a 1 m2 area flown through the plume at 50 km altitude is expected to collect
on the order of 3 mg (Porco et al. 2017), in situ analyses require hundreds of flybys by a Saturn
or Enceladus orbiter or a landed mission, whereas one flyby may suffice for a sample return. Mission architectures capable of returning milligrams of sample are compared in Table 3. SUN ORBITER
1 flyby (no contingency)
SATURN ORBITER
≈ 15 flybys year-1
ENCELADUS ORBITER
2 flybys day-1
CATCHING LANDER
SURFACE SAMPLING
LANDER
Collection rate
0.003 g m-2 in total
0.045 g m-2 year-1
2 g m-2 year-1
100 g m-2 y-1 near stripes 3.5 g day-1
Collection velocity
~km s-1
~km s-1
250 m s-1 (orbital speed +
plume particle speed; ref. 1). ≤ 150 m s-1 (ref. 1. Why return samples from Enceladus for life detection? 2) (<
10-mer). Sensitivity 1 ng g-1. > 10 mg (sample return) (ref. 18,19); > 1 g (in situ LDI) (ref. 2) based on laser spot sizes. Morphologies resembling
microbial cells co-located
with physical activity,
textures, or compositions
distinct from the
environmental background
Atomic force microscopy
Atom by atom imaging,
force spectroscopy
nm-scale imaging, µm-scale
field of view (ref. 20). No force
spectroscopy yet (ref. 1,21). > 1 g (assuming 100 cells g-1)
Optical microscopy
µm-scale imaging, 0.5 mm
field of view (FoV). UV
fluorescence. µm-scale imaging, FoV 0.5
mm. UV fluorescence with UV
light source (ref. 1,22,23). > 1 g (assuming 100 cells g-1)
Digital holographic
microscopy
No motility measurements
possible if no live cells
Motion rate, direction. µm-
imaging, FoV 0.5 mm (ref. 23) > 1 g (assuming 100 cells g-1)
MALDI imaging
µm-scale organic composition
maps to 104-105 amu (ref. 19) No mapping capability
< 1 ng (sub-mm grains)
Atom probe tomography; e-
microscopy / X-ray spectro. Elemental maps from µm to
sub-nm scales (ref. 24,25)
Cannot be flown
< 1 ng (sub-mm grains)
[Nanoscale-] secondary ion
mass spectrometry (SIMS)
Isotopic maps to sub-µm
scales (ref. 25)
Cannot be flown
< 1 ng (sub-mm grains) 3 3 Isotopic fractionation in
organic compounds and
inorganic species
Orbitrap mass spectrometry
Isotopic ratios to 5‰ of C, N,
S and if possible H and O in
specific organic compounds at
≥ 0.1 µmol g-1 (≈ 10 ppm)
Orbitrap being developed for
flight (ref. 26). Wet
chemistry/GC-c-IRMS not yet
developed for flight. 0.1 g (for C), 0.25 g (for N) for
0.1-nmol limit of detection (ref. 1,27)
Wet chemistry + Gas
chromatography - combustion
- isotope ratio mass spec. Inductively coupled plasma
mass spectrometry, SIMS
54Fe/56Fe to 0.1‰ precision
vs. Fe abundance (ref. 28). ICP-MS not yet developed for
flight. SIMS cannot be flown. < 1 mg (sample return)
Co-located oxidants and
reductants
X-ray diffractometry; Infrared /
Raman spectro.; Imaging
mass spec.; α-particle X-ray
spectrometry; Laser-induced
breakdown spec. Maps of organic and inorganic
species < 104-105 amu at µm
to nm-scale. Minerals at > 5
vol%. Organic and mineral
crystal structures. Maps of organic and inorganic
species < 500 amu (ref. 1) at
sub-mm scales. Minerals at >
5 vol%. << 1 g (sample return);
≤ 1 g (in situ) (ref. 29,30). No
sample needed for in situ
infrared spectroscopy at close
range. 1. Why return samples from Enceladus for life detection? 1)
Fallback at ≤ 150 m s-1
experienced by material
Age since ejection
< 5 min (≲ 50 km/0.15 km s-1)
< 5-10 min
> 10 years
Access to neg. control2
No
Depends on understanding of individual jet sources No (unless mobile)
Limited by reach/mobility
Rationale for collection
rate
3 (±2.5) mg m-2 per flyby at 50 km altitude (ref. 1)
3 (±2.5) mg m-2 per flyby at
50 km altitude (ref. 1). 2
flybys per day (ref. 3). > 0.1 mm year-1 near
tiger stripes (ref. 4). 10 g per scoop every
other day (ref. 5). Age
based on fallback rate. Mission ∆v
≈0
~3 km s-1 (ref. 6)
~4.5 km s-1 (2x ref. 5 ∆v
budget in Saturn system)
~5 km s-1 (Orbiter ∆v + ≈2*∆v from/to halo orbit with
semimajor axis 500 km) (refs. 3,7)
Mission duration
(launch to reentry)
25-34 years (ref. 8)
13-15 years
possible (ref. 6)
≥ 26 years (ref. 8, 2x ref. 7) due to prolonged pump-down in the Saturn system
(gravity assists from Titan, Rhea, Dione, Tethys; or electric propulsion)
Table 3. Architecture trades. Simpler options have less time at Enceladus, do less contextual
science, and collect samples at higher speed. References listed at the end. Traded quantities are mission duration, ∆v (fuel mass, cost), and sampling velocity (to minimize
changes to the sample upon collection), whereas sampling altitude is set by navigation
uncertainty. Missions are all longer than the ≈ 15 years for which spacecraft parts are qualified,
save for the Saturn orbiter option. That option leads to the highest collection speeds (km s-1). Although gentler capture by orbiters and landers is preferred, even at km s-1 molecules up to
small chains of monomers survive impact if encased in ice grains (Burchell et al. 2014) because Traded quantities are mission duration, ∆v (fuel mass, cost), and sampling velocity (to minimize
changes to the sample upon collection), whereas sampling altitude is set by navigation
uncertainty. Missions are all longer than the ≈ 15 years for which spacecraft parts are qualified,
save for the Saturn orbiter option. That option leads to the highest collection speeds (km s-1). Although gentler capture by orbiters and landers is preferred, even at km s-1 molecules up to
small chains of monomers survive impact if encased in ice grains (Burchell et al. 2014) because 4 much of the impact kinetic energy is consumed in sublimating the ice. 1. Why return samples from Enceladus for life detection? A
few percent of (dead) cells can withstand ejection (Bywaters et al. 2020). Whether they withstand sampling at > 100 m s-1 is unknown. The merits
of architectures are further discussed in the Enceladus PMCS report. much of the impact kinetic energy is consumed in sublimating the ice. A
few percent of (dead) cells can withstand ejection (Bywaters et al. 2020). Whether they withstand sampling at > 100 m s-1 is unknown. The merits
of architectures are further discussed in the Enceladus PMCS report. 3. Addressing challenges germane to sample return
Samples are altered between their synthesis and their measurement (Fig. 3). Some alteration steps are natural (#1-3 in Fig. 3). Understanding them
requires understanding the sample’s geological context, which on
returned samples is only accessible at scales smaller than the sample. The
other steps can be controlled. Steps #5-9 are specific to sample return. Figure 3. Steps altering samples between their synthesis in Enceladus’
ocean and their measurement in the laboratory. Understanding the geological context. An in situ study of plume
material would establish a necessary baseline from which any alterations
due to sample return can be identified. This makes an in situ mission
(Lunine et al. 2015; Eigenbrode et al. 2018; MacKenzie et al. PMCS
report) a logical precursor to sample return (Fig. 4) unless the in situ study is done by the sample
return mission. The latter approach may be sensible given long trip times to Enceladus. 3. Addressing challenges germane to sample return Retaining compounds freed from ice upon impact requires deposition on secondary
surfaces (Aksyonov & Williams 2001). These could be set up for robotic insertion into analytical Figure 4. Paths for
the astrobiological
exploration of
Enceladus. Steps may
be bypassed (dashed
arrows) based on
changing knowledge
and the design and
findings of future
missions. Modified
from Sherwood
(2016). Figure 4. Paths for
the astrobiological
exploration of
Enceladus. Steps may
be bypassed (dashed
arrows) based on
changing knowledge
and the design and
findings of future
missions. Modified
from Sherwood
(2016). Minimizing sample alteration between capture and measurement. The plume contains water
and other volatile species silicate grains organic compounds up to (at least) ~103 amu and noble Minimizing sample alteration between capture and measurement. The plume contains water
and other volatile species, silicate grains, organic compounds up to (at least) ~103 amu, and noble
gases Each component may require specific handling We focus on plume solids (Table 2) Minimizing sample alteration between capture and measurement. The plum Minimizing sample alteration between capture and measurement. The plume contains water
and other volatile species, silicate grains, organic compounds up to (at least) ~103 amu, and noble
gases. Each component may require specific handling. We focus on plume solids (Table 2). Collection. Low-density aerogel can capture this material at km s-1 and preserve it (Sandford et
al. 2006; Elsila et al. 2009; Carr et al. 2014). However, aerogel also traps organic contaminants. Both are dispersed in the aerogel matrix, complicating recovery and making aerogel a
high-organic background material. Likewise, stacks of thin metal foils can capture particles
relatively gently but share with aerogel the difficulty of extracting the sample. On solid metal
(e.g., Al, Au, stainless steel, or Ti) collectors, contamination is more easily removed chemically
or thermally. Retaining compounds freed from ice upon impact requires deposition on secondary
surfaces (Aksyonov & Williams 2001). These could be set up for robotic insertion into analytical Collection. Low-density aerogel can capture this material at km s-1 and preserve it (Sandford et
al. 2006; Elsila et al. 2009; Carr et al. 2014). However, aerogel also traps organic contaminants. Both are dispersed in the aerogel matrix, complicating recovery and making aerogel a
high-organic background material. Likewise, stacks of thin metal foils can capture particles
relatively gently but share with aerogel the difficulty of extracting the sample. 3. Addressing challenges germane to sample return Samples are altered between their synthesis and their measurement (Fig. 3). Some alteration steps are natural (#1-3 in Fig. 3). Understanding them
requires understanding the sample’s geological context, which on
returned samples is only accessible at scales smaller than the sample. The
other steps can be controlled. Steps #5-9 are specific to sample return. Figure 3. Steps altering samples between their synthesis in Enceladus’
ocean and their measurement in the laboratory. Understanding the geological context. An in situ study of plume
material would establish a necessary baseline from which any alterations
due to sample return can be identified. This makes an in situ mission
(Lunine et al. 2015; Eigenbrode et al. 2018; MacKenzie et al. PMCS
report) a logical precursor to sample return (Fig. 4) unless the in situ study is done by the sample
return mission. The latter approach may be sensible given long trip times to Enceladus. Figure 4. Paths for
the astrobiological
exploration of
Enceladus. Steps may
be bypassed (dashed
arrows) based on
changing knowledge
and the design and
findings of future
missions. Modified
from Sherwood
(2016). Minimizing sample alteration between capture and measurement. The plume contains water
and other volatile species, silicate grains, organic compounds up to (at least) ~103 amu, and noble
gases. Each component may require specific handling. We focus on plume solids (Table 2). Figure 4. Paths for
the astrobiological
exploration of Figure 4. Paths for
the astrobiological
exploration of
Enceladus. Steps may
be bypassed (dashed
arrows) based on
changing knowledge
and the design and
findings of future
missions. Modified
from Sherwood
(2016). Minimizing sample alteration between capture and measurement. The plume contains water
and other volatile species, silicate grains, organic compounds up to (at least) ~103 amu, and noble
gases. Each component may require specific handling. We focus on plume solids (Table 2). Collection. Low-density aerogel can capture this material at km s-1 and preserve it (Sandford et
al. 2006; Elsila et al. 2009; Carr et al. 2014). However, aerogel also traps organic contaminants. Both are dispersed in the aerogel matrix, complicating recovery and making aerogel a
high-organic background material. Likewise, stacks of thin metal foils can capture particles
relatively gently but share with aerogel the difficulty of extracting the sample. On solid metal
(e.g., Al, Au, stainless steel, or Ti) collectors, contamination is more easily removed chemically
or thermally. 3. Addressing challenges germane to sample return During reentry, keeping the collector cold mitigates volatile loss but enhances contamination from the atmosphere and outgassing of the capsule if a hermetic seal cannot be
maintained. In curation, besides contamination inputs, the sample can lose volatile components. Levels of the amino acid glycine derived from a volatile precursor decreased by a factor > 6 in
Stardust foils stored at room temperature in a Class 5 cleanroom over 1000 days (Glavin et al. 2014). Contamination and volatile compound losses can be mitigated by sealing (Okazaki et al. 2017) and leak rate monitoring. Samples would likely be curated in conditions emulating the
plume’s cold vacuum. Implementing Restricted Earth Return planetary protection policy. The COSPAR policy for
Cat. V – Restricted missions (Kminek et al. 2017) is not quantitative. This allows flexibility in its
implementation and means to check compliance but hampers preliminary design and costing. Quantitative requirements and means to check compliance could be specified for its provisions: “Unless the samples […] are steriliz[ed], the canister(s) […] shall be closed, with an
appropriate verification process, and the samples shall remain contained during all mission
phases through transport to a receiving facility where it (they) can be opened under
containment.” A maximum leakage rate could be specified for particles of the size of the smallest
known biological pathogens (10 to 15 nm for prions; Silveira et al. 2005), and tested with smaller
tracers embedded in and monitored outside the sealed areas. Helium is commonly used, but its
comparatively small van der Waals radius (0.14 nm) may be unnecessarily stringent. “The mission [...] must provide a method to ‘break the chain of contact’ with […] Enceladus. No
uncontained hardware […] shall be returned to the Earth’s biosphere or the Moon. Isolation
[…] shall be provided during [all] transfer operations [...].” This could require that uncontained
parts in contact with the plume be jettisoned prior to or sterilized during reentry (actively or
passively by, e.g., ambient radiation). Maximum probabilities of impact of unconfined parts on
the Earth or the Moon, or of microbial survival on such parts, could be specified. “For unsterilized samples returned to Earth, a program of life detection and biohazard testing,
or a proven sterilization process, shall be undertaken as an absolute precondition for the
controlled distribution of any portion of the sample.” The policy could specify at which mission
stages this program could take place. 3. Addressing challenges germane to sample return On solid metal
(e.g., Al, Au, stainless steel, or Ti) collectors, contamination is more easily removed chemically
or thermally. Retaining compounds freed from ice upon impact requires deposition on secondary
surfaces (Aksyonov & Williams 2001). These could be set up for robotic insertion into analytical 5 instruments upon return, minimizing exposure to Earth contaminants. They could also be
patterned so the diffuse sample layer can be concentrated into small spots prior to analysis. instruments upon return, minimizing exposure to Earth contaminants. They could also be
patterned so the diffuse sample layer can be concentrated into small spots prior to analysis. Preservation through reentry. In the return cruise, radiation accumulates and an increasing solar
flux warms the capsule, but the highest thermal and mechanical stresses occur at reentry and
(possibly impact) landing. Refractory (thermally tolerant) and gas (mechanically resilient)
sample fractions may be separated prior to reentry to tailor stress mitigation for each (Lunine et
al. 2018). However, there is no ready approach to preserving ices sensitive to both stresses. Thermal mitigations include passive or active cooling and/or phase change materials. Contamination mitigation includes cleaning the collector and capsule before launch, vacuum
bakeout of the collector in space, protecting the collector from recontamination prior to and after
sample collection, using witness materials that share the collector’s composition and geometry,
and outgassing and exposing these to space radiation prior to sampling (e.g., Summons et al. 2014). During reentry, keeping the collector cold mitigates volatile loss but enhances
contamination from the atmosphere and outgassing of the capsule if a hermetic seal cannot be
maintained. In curation, besides contamination inputs, the sample can lose volatile components. Levels of the amino acid glycine derived from a volatile precursor decreased by a factor > 6 in
Stardust foils stored at room temperature in a Class 5 cleanroom over 1000 days (Glavin et al. 2014). Contamination and volatile compound losses can be mitigated by sealing (Okazaki et al. 2017) and leak rate monitoring. Samples would likely be curated in conditions emulating the
plume’s cold vacuum. Contamination mitigation includes cleaning the collector and capsule before launch, vacuum
bakeout of the collector in space, protecting the collector from recontamination prior to and after
sample collection, using witness materials that share the collector’s composition and geometry,
and outgassing and exposing these to space radiation prior to sampling (e.g., Summons et al. 2014). 3. Addressing challenges germane to sample return (1999) Science 286:2141 • Roth et al. (2014) Science 343:171 • Sandford et al. (2006) Science 314:1720 • Schopf (1993) Science 260:640 • Sekine et al. (2014) Trans Jpn Soc
Aero Sp Sci 12:7 • Shearer & Borg (2006) Chem Erde-Geochem 66:163 • Sherwood et al. (2016)
Acta Astro 126:52 • Silveira et al. (2005) Nature 437:257 • Summons et al. (2014) Astrobiology
14:969 • Takano et al. (2014) Adv Sp Res 53:1135 • Tsou et al. (2012) Astrobiology 12:730 •
Worth et al. (2013) Astrobio 13:1155 • Yano et al. (2016a) COSPAR Sci Assy, B0.6-8-16 • Yano
et al. (2016b) COSPAR Sci Assy, B0.6-3-16 • Zeigler et al. (2019) Elements 15:286. References: Aksyonov & Williams (2001) Rapid Comm Mass Spec 15:2001 • Burchell (2006)
Int J Astrobio 5:243 • Burchell et al. (2014) Astrobio 14:473 • Cable et al. (2020) in Planetary
Astrobiology, UA Press • Bywaters et al. (2020) Life 10:40. • Eigenbrode et al. (2018) COSPAR
Sci Assy, F3.6-3-18 • Elsila et al. (2009) MaPS 44:1323 • Glavin et al. (2014) Intl. Workshop
Instru Planet Missions, 1012 • Glavin et al. (2019) Chem Rev, in press. Hand et al. (2017)
Europa Lander SDT Report • Hendrix, Hurford et al. (2019) Astrobio 19:1 • Kirk et al. (1995) in
Neptune and Triton, UA Press, p. 949 • Kminek et al. (2017) COSPAR’s Planetary Protection
Policy • Küppers et al. (2014) Nature 505:525 • Lorenz (2019) Nat Astron 3:466 • Lunine et al. (2015) EGU 17:14923 • Lunine et al. (2018) EPSC abstr. 122 • MacKenzie et al. (2016) Adv Sp
Res 58:1117 • MacKenzie et al. PMCS Report • McKay et al. (1996) Science 273:924 • Neveu et
al. (2018) Astrobio 18: 1375 • Okazaki et al. (2017) Sp Sci Rev 208:107 • Porco et al. (2017)
Astrobio 17:876 • Postberg et al. (2018) in Enceladus and the Icy Moons of Saturn, UA Press, p. 129 • Priscu et al. (1999) Science 286:2141 • Roth et al. (2014) Science 343:171 • Sandford et al. (2006) Science 314:1720 • Schopf (1993) Science 260:640 • Sekine et al. (2014) Trans Jpn Soc
Aero Sp Sci 12:7 • Shearer & Borg (2006) Chem Erde-Geochem 66:163 • Sherwood et al. (2016)
Acta Astro 126:52 • Silveira et al. (2005) Nature 437:257 • Summons et al. (2014) Astrobiology
14:969 • Takano et al. (2014) Adv Sp Res 53:1135 • Tsou et al. 3. Addressing challenges germane to sample return A first option is within the capsule just after capture (Yano
et al. 2016a). A second is post-recovery of the capsule on Earth but prior to breaking the seal,
either by outfitting the capsule with optical waveguides or puncturable interfaces (Yano et al. 6 2016b), or by using non-contact techniques such as X-ray computed tomography (Takano et al. 2014; Zeigler et al. 2019). Life detection after opening the capsule but prior to distributing the
sample could take place onboard a research ship confined in international waters (Takano et al. 2014). The policy could also list proven methods of sterilization. 2016b), or by using non-contact techniques such as X-ray computed tomography (Takano et al. 2014; Zeigler et al. 2019). Life detection after opening the capsule but prior to distributing the
sample could take place onboard a research ship confined in international waters (Takano et al. 2014). The policy could also list proven methods of sterilization. Providing this detail either in the policy or in vetted documentation (e.g., NASA Procedural
Requirement 8020.12D that implements the COSPAR policy), and allowing other approaches
that equivalently achieve compliance, would advance astrobiology sample return. References: Aksyonov & Williams (2001) Rapid Comm Mass Spec 15:2001 • Burchell (2006)
Int J Astrobio 5:243 • Burchell et al. (2014) Astrobio 14:473 • Cable et al. (2020) in Planetary
Astrobiology, UA Press • Bywaters et al. (2020) Life 10:40. • Eigenbrode et al. (2018) COSPAR
Sci Assy, F3.6-3-18 • Elsila et al. (2009) MaPS 44:1323 • Glavin et al. (2014) Intl. Workshop
Instru Planet Missions, 1012 • Glavin et al. (2019) Chem Rev, in press. Hand et al. (2017)
Europa Lander SDT Report • Hendrix, Hurford et al. (2019) Astrobio 19:1 • Kirk et al. (1995) in
Neptune and Triton, UA Press, p. 949 • Kminek et al. (2017) COSPAR’s Planetary Protection
Policy • Küppers et al. (2014) Nature 505:525 • Lorenz (2019) Nat Astron 3:466 • Lunine et al. (2015) EGU 17:14923 • Lunine et al. (2018) EPSC abstr. 122 • MacKenzie et al. (2016) Adv Sp
Res 58:1117 • MacKenzie et al. PMCS Report • McKay et al. (1996) Science 273:924 • Neveu et
al. (2018) Astrobio 18: 1375 • Okazaki et al. (2017) Sp Sci Rev 208:107 • Porco et al. (2017)
Astrobio 17:876 • Postberg et al. (2018) in Enceladus and the Icy Moons of Saturn, UA Press, p. 129 • Priscu et al. 3. Addressing challenges germane to sample return (2012) Astrobiology 12:730 •
Worth et al. (2013) Astrobio 13:1155 • Yano et al. (2016a) COSPAR Sci Assy, B0.6-8-16 • Yano
et al. (2016b) COSPAR Sci Assy, B0.6-3-16 • Zeigler et al. (2019) Elements 15:286. Table 2: 1Hand et al. (2017). 2Goesmann et al. (2017) Astrobio 17:655. 3Koga & Naraoka (2017)
Sci Rep 7:636. 4Glavin et al. (2019). 5Freissinet et al. (2010) J Chromato A 1217:731. 6Burton et
al. (2013) MaPS 48:390. 7Assuming a ratio of amino acids to total (≈ dissolved) organic carbon
of 1:200 (e.g., Lee & Bada 1975, EPSL 26:61). 8Cooper & Rios (2016) PNAS 113:E3322. 9Furukawa et al. (2019) PNAS 116:24440. 10Rezzonico (2014) Astrobio 14:344. 11Plesivkova et
al. (2019) Wiley Int Rev: Forens Sci 1:e1323. 12Sutton et al. (2019) Sci Rep 9:5370. 13Collins et
al. (2018) Comm Biol 1:185. 14Cable et al. (2020). 15Zhang et al. (2013) Adv Mat 25:3802. 16Parro
et al. (2011) Astrobio 11:15. 17Zubkov et al. (1999) Appl Env Micr 65:3251. 18Cornett et al. (2007) Nat Meth 4:828. 19Guenther et al. (2010) Int J Mass Spec 294:7. 20Riedler et al. (2007) Sp
Sci Rev 128:869. 21Bentley et al. (2016) Acta Astron 125:11. 22Hecht et al. (2008) JGR Planets
113:E00A22. 23Bedrossian et al. (2017) Astrobio 17:913. 24Branson et al. (2016) PNAS 113:
12934. 25Jin & Bose (2019) Sci Adv 5:p.eeav8106. 26Selliez et al. (2019) Planet Sp Sci 170:42. 27Elsila et al. (2009). 28Johnson et al. (2008) AREPS 36:457. 29e.g., Nurul Abedin et al. (2018)
Appl Opt 57:62. 30e.g., Blake et al. (2012) Sp Sci Rev 170:341. Table 3: 1Porco et al. (2017). 2Lorenz (2019). 3Massarweh & Cappuccio (2020) doi: 10.2514/6. 2020-0467. 4Southworth et al. (2019) Icarus 319:33. 5Hand et al. (2017). 6Tsou et al. (2012). 7Spencer et al. (2010) V&V MCS Report. 8Sekine et al. (2014). 7
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Communicatio Socialis 35 (2002), Nr. 3: 344–366
Quelle: www.communicatio-socialis.de
https://doi.org/10.5771/0010-3497-2002-3-344, am 14.07.2024, 00:36:21
Open Access –
- https://www.nomos-elibrary.de/agb
DURCH RECHERCHEN ENTHÜLLT
lungsgeschichten über Sex-Skandale begonnen, als die Tageszeitung Boston Globe meldetete, dass der gegenwärtig wegen eines länger zurückliegenden pädophilen Missbrauchs eines Jungen angeklagte, inzwischen
pensionierte Geistliche John Geoghan sich über 30 Jahre lang immer
wieder an Jungen vergangen hatte_ Zwei Reporter der Zeitung hatten bei
ihren Recherchen in Gerichtsakten herausgefunden, dass die Delikte des
Priesters der erzbischöflichen Behörde bekannt waren, dass Geoghan
aber auf Anweisung des seit langem amtierenden Ortsbischofs, Kardinal
Bernhard Law, nach dem Bekanntwerden seiner Vergehen lediglich auf
andere Stellen in der Seelsorge versetzt worden war, während die Opfer
durch finanzielle Abfindungen zum Schweigen verurteilt worden waren.
Als sich im Zuge weiterer Recherchen der Zeitung herausstellte, dass der
Kardinal weitere Fälle von pädophilen Vergehen seiner Priester in gleieher Weise sowohl in der Öffentlichkeit als auch bei den betroffenen
Gemeinden vertuscht hatte, versuchte das Erzbistum die Fälle zunächst
herunterzuspielen und der Presse den Vorwurf zu machen, sie wolle nur
der Kirche und speziell Kardinal Law schaden, zumal dieser als Vorsitzender der Pro Life-Kommission der US-Bischofskonferenz immer
höchste moralische Ansprüche in der Öffentlichkeit gestellt hatte. Vor 20
Jahren, so verteidigte sich das Erzbistum, habe man nach medizinischwissenschaftlichen Erkenntnissen geglaubt, Pädophile könnten nach einer Therapie geheilt werden, und die finanzielle Abfindung sei zum
Schutz der Missbrauchten vor öffentlichen Skandalen erfolgt. Die Kirche
von Boston reagierte also mit dem üblichen Vorwurf an die Medien, sie
inszenierten die Sex-Skandale aus Profitgier.
Dann eskalierte die Sache jedoch in mehrfacher Hinsicht. Nachdem in
Boston die Barriere des Schweigens gebrochen war, meldeten sich fast
täglich in weiteren Bistümern Männer, die -meist vor 20 oder 30 Jahren
- von Priestern belästigt worden waren und jetzt, oft gedrängt von geschäftstüchtigen Anwälten, finanzielle Entschädigungen verlangten.
Kardinal Law geriet zusätzlich unter Beschuss, als Reporter des Boston
Globe den Fall eines Priesters aufdeckten, der sich in Boston nicht nur
als Seelsorger für Homosexuelle engagiert hatte, sondern auch selbst als
"gay" outete. Kardinal Law hatte der von diesem Priester selbst erbetenen Versetzung in ein kalifornisches Bistum zugestimmt, ohne den
zuständigen Ortsbischof über die Hintergründe zu informieren, und dem
Priester sogar noch Unbedenklichkeit attestiert. In Kalifornien hatte der
Priester mit seinem Freund ein Hotel betrieben, in dem vorwiegend
Schwule und Lesben verkehrten. Selbst jetzt verteidigte der Kardinal
sich noch - ebenso wie bei mehreren Gerichtsverhandlungen in Boston damit, nichts gewusst und in gutem Glauben gehandelt zu haben.
Inzwischen hatten sämtliche Medien die Brisanz der Skandale enthttps://doi.org/10.5771/0010-3497-2002-3-344, am 14.07.2024, 00:36:21
Open Access –
- https://www.nomos-elibrary.de/agb
345
GERTEL
deckt, und nicht nur die Lokalpresse und die lokalen TV-Sender berichteten ausführlich über jeden neuen Fall und jede neue Wendung, sondern
auch die nationalen Netzwerke und die großen Führungsblätter an der
Ost- und Westküste, im Süden und im Mittleren Westen brachten täglich
eine "katholische Story", und zwar auf der Titelseite: New York Timesund
Washington Post, Chicago Tribune, St. Louis Post Dispatch und Los Angeles
Times. Selbst die einzige in ganz Amerika verbreitete Boulevardzeitung
USA Today stieg mit Titelstories, Interviews und eigenen Umfragen ein.
Ausführlicher griffen die Nachrichtenmagazine Time und Newsweek nicht
nur die sexuellen Vergehen auf, sondern behandelten sie in größeren
Zusammenhängen die Situation der katholischen Kirche in den USA und
in der Weltkirche. Time stellte bereits am 1. April 2002 in einer Titelgeschichte unter der Überschrift "Kann die katholische Kirche sich selbst
retten?" die stark autoritäre, hierarchische Struktur der Kirche mit dem
Anspruch, alle ihre Angelegenheiten selbst regeln zu wollen, als einen
Hauptgrund für die Krise heraus und fragte am 3. Juni angesichts der
hohen Entschädigungssummen: "Kann eine Kirche pleite gehen?" Die
nationalen Fernseh-Netzwerke von ABC bis CBS richteten eigene Newsblocks über "Die Krise der katholischen Kirche" ein, schön umrahmt mit
Kirchenfensterfarben.
Dabei ließen sich einige Grundzüge in der Beurteilung der Vorgänge
erkennen. Einerseits wurde die katholische Kirche als eine Machtinstitution gesehen, die für das öffentliche Leben in Amerika, und zwar nicht
nur für die Katholiken, sondern für die ganze Gesellschaft hohe moralische Werte setzt, jetzt aber weder den eigenen Ansprüchen noch den
berechtigten Interessen der Öffentlichkeit entspricht. Andererseits fehlen den meisten säkularen Medien Reporter und Redakteure, die diese
Kirche, ihre Struktur und Verfassung, ihre Mission und Verwaltung, ihre
Geschichte und ihr Evangelium kennen. Dies ist nicht nur darauf zurückzuführen, dass in den vergangeneo Jahren bei den Fernsehsendern und
großen Tageszeitungen die Stellen von "Redakteuren für Religionsfragen" eingespart worden sind, sondern vor allem darauf, dass die Mehrzahl der Reporter und Redakteure - noch stärker als in Deutschland selbst keiner Kirche und meist keinem Glauben anhängen. Während die
lokalen Zeitungen und Fernsehsender örtliche Fälle aufgriffen und den
Missbrauchten viel Raum für persönliche Anschuldigungen gegen Priester, Bischöfe und Kirche boten, waren die überregionalen Medien in den
meisten Fällen bemüht, entsprechend dem amerikanischen Grundsatz
der objektiven Tatsachendarstellung durch unkommentierte 0 -Töne bei
Verantwortlichen, Sprechern und Vertretern der Kirche Stellungnahmen,
Erklärungen, Hintergründe und Meinungen einzuholen. Anders als bei
uns erklärten sich auch die meisten Bischöfe zu Auskünften bereit, sohttps://doi.org/10.5771/0010-3497-2002-3-344, am 14.07.2024, 00:36:21
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DIE US-MEDIEN UND DIE PRIESTERSKANDALE
dass etwa Kardinal Avery Dulles, einer der führenden Jesuitentheologen,
in der New York Times zu Wort kam, Kardinal Theodore E. McKerrick von
Washington USA Today ein Titelseiten-Interview gab, Bischof Gregory,
der Vorsitzende der US-Bischofskonferenz, mehrfach im Fernsehen live
interviewt wurde, ebenso wie Medienbischof Joseph Galante. Allerdings
versuchten die Medien auch kritische Stimmen einzufangen, sowohl von
Zusammenschlüssen der Missbrauchsopfer wie SNAP (Survivors Network
of those Abused by Priests) als auch bei Theologen, die dafür bekannt
sind, dass sie "ungeschminkt" sprechen und oft kontroverse Positionen
zur offiziell~m Linie der Kirche vertreten. So wurde z.B. der als progressiv
geltende Priester Donald B. Cozzens in seinem freiwilligen Sabbatjahr
von einer "endless flood of calls from the media" als Interviewpartner
überrollt, wie U. S. Catholic schreibt (und ihn selbst interviewte). Cozzens
war Direktor eines Priesterseminars in Cleveland und erregte erst
kürzlich mit seinem neuen Buch über "The Changing Face of the Priesthood" öffentliches Aufsehen, in dem er u.a. auf die starke Prägung von
Priestern durch ihre enge Mutterbeziehung und ein elitäres Rollenverständnis hinwies. Er gilt als progressiver Denker. Stark konservativ
geprägt ist dagegen Richard John Neubaus, Direktor des Katholischen
Instituts für Kirche und Kultur in New York und Herausgeber der Monatszeitschrift First Things. Der Konvertit berichtet in seiner Kolumne
"The Public Square", dass er "nicht weniger als 30 Stunden in jeder
Woche" von Zeitungsreportern oder Rundfunkleuten über die Priesterskandale interviewt worden und des Themas nun überdrüssig sei. Als
kompetenter Theologe war und ist gleichfalls der Herausgeber der Jesuitenzeitschrift America, P. Thomas J . Reese gefragt, der seine offene theologische Position sowohl in seiner Monatszeitschrift als etwa auch in der
Catholic Theological Society of America (CTSA) vertritt.
In einem Interview mit mir unterschied P. Reese im übrigen bei der
Medienbehandlung der Skandale zwischen den Printmedien und dem
Fernsehen. Die Printmedien seien in der Nachrichtengebung weitgehend
um Objektivität bemüht gewesen, während die Uphead- und EditorialWriters, also die Verantwortlichen für die Aufmachung und Kommentierung, oft ins Sensationelle verfallen seien. In den Redaktionen seien viele
feministische Journalistinnen tätig, die die Gelegenheit wahrgenommen
hätten, den Bischöfen "eins auszuwischen" wegen ihrer strengen Sexualmoral. In den Printmedien handele es sich weniger um anti-katholische
Tendenzen als vielmehr um anti-hierarchische Haltungen. Das Fernsehen, so Reese, sei infolge seiner publikumsorientierten Bildwahl oberflächlicher gewesen. Der Jesuit beurteilt die Mediendarstellungen grundsätzlich unter dem Gesichtspunkt, dass die Medien in Amerika ausschließlich profitorientiert seien und ihre Skandalberichterstattung das
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Ziel habe, durch Auflagensteigerungen und hohe Zuschauerquoten Geld
zu verdienen, nicht aber in erster Linie die Kirche zu vernichten.
Dem Vorwurf, die Medien seien an den Skandalen Schuld, widersprach
schon sehr früh der frühere Sekretär für Public Affairs bei der US-Bischofskonferenz, Russell Shaw. In einem Beitrag für die Wochenzeitung
Our Sunday Visitor über "What we've learned from the present debacle"
nennt er als erste Erkenntnis: "Geheimhaltung hilft nicht", gefolgt von
der zweiten Erkenntnis: "Gebt nicht den Medien die Schuld". Einige
befriedigten zwar die Sensationslust und hätten es darauf abgesehen, die
Auffassung über den Zölibat und die moralische Autorität der Kirche zu
untergraben (um möglicherweise "den Skalp eines Kardinals und den
Pulitzer-Preis zu erlangen"); doch es sei Tatsache, dass die Medien das
Problem nicht geschaffen hätten. Indem sie die schmerzliche Realität
aufdeckten und darüber berichteten, hätten sie "das getan, wozu sie da
sind". Wenn die Kirche es versäumt habe, ihre Haus selbst zu reinigen,
könne man sich jetzt nicht beschweren, wenn die Medien es täten.
Richard John Neuhaus vertritt ebenfalls die Auffassung, dass "natürlich ein Teil der Berichterstattung sensationell aufgeputscht war und es
amüsant ist zu beobachten, wie die New York Times jeden Tag auf der
Titelseite praktisch dieselbe Geschichte (über die Skandale) veröffentlichte, als ob zu befürchten sei, dass die Leute die Vorgänge vergessen
würden". Doch Neuhaus stellt ebenso eindeutig fest: "Die Führer der
Kirche, hauptsächlich die Bischöfe, sind verantwortlich für die Krise und
die Sensationsberichte."
Der frühere Direktor des New Yorker katholischen Medienunternehmens The Christophers, P. John Catoir, verneint noch entschiedener die
Frage, ob die Presse antikirchlich sei. "Einige behaupten", so schreibt er
in einem syndikatisierten Kommentar für die katholische Presse, "dass
die (säkulare) Presse es darauf abgesehen hat, die Kirche zu zerstören.
Ich sehe die Presse hingegen als einen notwendigen Dienst im Interesse
der Wahrheit an". Es müsse zugegeben werden, dass es Sensationsberichterstattung gegeben habe, um die Verkaufszahlen der Zeitungen und
die Einschaltquoten der Sender in die Höhe zu treiben; aber "das Entscheidende ist die Wahrheit", die die Bischöfe durch "den Geist der
Geheimhaltung" vertuscht hätten. Catoir zitiert in diesem Zusammenhang einen der bekanntesten amerikanischen Kirchenhistoriker, Msgr.
J ohn Tracy Ellis, der an der Catholic University of America in Washington
lehrte und in einem Essay schrieb: "Wenn ich gefragt würde, was die
größte Schwäche in der römisch-katholischen Kirche sei, würde ich ohne
Zögern antworten: der Fehler vieler ihrer Repräsentanten, offen und ehrlich zu sein."
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DIE US-MEDIEN UND DIE PRIESTERSKANDALE
Bischofskonferenz Mitte Juni in Dallas, wo es um Maßnahmen gegen die
pädophilen Verfehlungen von Priestern und Bischöfen ging, schließlich
auch Medienbischof Joseph Galante in einem Informationsgespräch vor
300 katholischen Journalisten in Minneapolis: "Es war die Geheimniskrämerei, die uns zu Fall gebracht hat!" Und er forderte: "Wir müssen
eine offene und transparente Kirche werden!" Doch gerade dies erwies
sich in der Behandlung der Skandale für die Kirchenpresse als problematisch. Der Präsident der American Society of Newspaper Editors, Tim McGire, selbst ein aktiver Katholik, versicherte den katholischen Redakteuren in Minneapolis zwar, dass sie durchaus kirchentreue Katholiken und
gleichzeitig "tough journalists" seien können, Journalisten also, die hart
an der Wahrheit bleiben. McGire ging allerdings nicht auf das Problem
ein, vor das sich katholische Journalisten gestellt sehen, wenn sie in
ihren von der Kirche oder einer kirchlichen Institution herausgegebenen
Zeitungen an die kirchenoffizielle Position gebunden sind. Welche Folgen
eine Missachtung dieser Bindung haben kann, hatte im Fall der Priesterskandale der Chefredakteur der Bostoner Bistumszeitung The Pilot,
Msgr. Peter V. Conley, erfahren müssen. Als er in einem Kommentar
geschrieben hatte, dass im Zusammenhang mit den sexuellen Verfehlungen so vieler Priester auch die Frage des Zölibats neu durchdacht werden
müsste, erklärte das Erzbistum Boston in der folgenden Ausgabe, dass es
sich bei dem Kommentar um eine "Privatmeinung" gehandelt habe, denn
die Kirche halte am Zölibat weiterhin fest, die pädophilen Vergehen
hätten damit nichts zu tun. Der Chefredakteur trat daraufhin zurück.
McGire mag indirekt die Grenzsituation kirchlicher Journalisten angesprochen haben, wenn er auf die im amerikanischen Journalismus
übliche strikte Trennung von News und Editorial hinwies. Im Nachrichtenbereich haben die katholischen Zeitungen in Amerika immer schon
offen über alle Vorgänge und Ereignisse berichten können, auch über
Kontroversen und Dissonanzen zwischen Konservativen und Progressiven, Laien und Bischöfen, Bischöfen und Rom. Allerdings beziehen die
Kirchenzeitungen diese Nachrichten hauptsächlich durch den Catholic
News Service (CNS) in Washington DC, der zwar im Haus der US-Bischofskonferenz sitzt, sich aber unabhängig finanziert und dem Agenturprinzip einer uneingeschränkten faktischen Berichterstattung folgt. Insofern sind die Bistumszeitungen einer eigenen Berichterstattung über
die öffentlichen Vorgänge um die Priesterskandale weitgehend enthoben.
Wenn es sich um Fälle im eigenen Bistum handelte, druckten sie darüber
vorwiegend die offiziellen Erklärungen des Bischofs oder Ordinariates ab.
Offene Diskussionen über die mit den pädophilen Priesterskandalen
zutage getretenen Themen wie die Zölibatsfrage, die Frage der Priesterweihe von Frauen, aber auch die hierarchische Struktur und den Klerikahttps://doi.org/10.5771/0010-3497-2002-3-344, am 14.07.2024, 00:36:21
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lismus in der amerikanischen Kirche, die autarken personellen, finanziellen und Verwaltungsentscheidungen der kirchlichen Behörden - Diskussionen über diese Themen können höchstens in unabhängigen katholischen Zeitschriften aufgegriffen werden. Im Zusammenhang mit dem
Verschweigen der Bischöfe ist z.B. in Erinnerung gerufen worden, dass
es die während des Konzils von Laien gegründete unabhängige katholische Wochenzeitung National Catholic Reporter (NCR) war, die bereits
vor 15 Jahren kirchliche Interventionen gefordert hatte, als eine erste
Enthüllungswelle über Fälle pädophiler Priestervergehen die Öffentlichkeit schockierte. Nachdem sich damals herausgestellt hatte, dass der
Erzbischofvon Chicago, Kardinal Bernardin, fälschlicherweise eines Vergehens beschuldigt worden war und die öffentliche Erregung verebbte,
waren die Bischöfe weiterhin ihrer Politik des Verschweigens gefolgt.
Und in der Bistumspresse war das Thema tabu geblieben. Außer im NCR
werden kontroverse Themen vor allen in Magazinen wie Commonwealund
America aufgegriffen. "In der Kirche muss alles diskutiert werden können", sagt P. Reese, Chefredakteur von America.
Unzufriedenheit herrscht jedoch bei einigen katholischen Medienbeobachtern darüber, dass die Informationsverantwortlichen der Bistümer
und insbesondere die PublicRelations-Arbeit der US- Bischofskonferenz
während der ganzen Skandalzeit kaum aus einer defensiven Pressepolitik herausgefunden und es bis zuletzt höchstens bei einem pauschalen
Schuldeingeständnis sowie Entschuldigungen für ihr Versagen belassen
hätten. Wenn der CNS-Korrespondent in Rom, John Thavis, über die
Pressekonferenz im Vatikan nach dem Gipfeltreffen zwischen dem Papst
und den amerikanischen Kardinälen feststellte, sie sei nach vatikanischem Standard sogar "offen" gewesen, viele der angereisten amerikanischen Reporter von säkularen Medien aber oft einfach die Kirchensprache nicht verstanden hätten, dürfte dies umso mehr für die allgemeine
amerikanische nichtkatholische Öffentlichkeit gelten. Hätte in Amerika,
so fragen Medienbeobachter, nicht die Chance bestanden für eine offensive Öffentlichkeitsarbeit, die in zeitgemäßer verständlicher Form über das
Wesen der Kirche, ihre Sendung, ihre Botschaft von Vergebung und
Erlösung informiert, ohne von den Skandalen abzulenken? Sie können
deshalb wohl schwerlich der Meinung von Richard J ohn Neuhaus zustimmen, dass "eines Tages die gegenwärtigen Skandale Nachrichten von
gestern" sein werden und "die Reporter anderen Skandalen nachjagen"
werden. Denn die Kirche wird nur "erneuert bestehen bleiben", wie Neuhaus hofft, wenn sie auch in der Öffentlichkeit besteht.
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ERICHT
Reinhold Jacobi
SIGNIS - Die neue katholische
Weltorganisation für
Kommunikation
Am 26. November 2001 wurde in Rom die Organisation SIGNIS gegründet. Diese wird in Artikel! der Statuten als "The World Catholic Association for Communication" definiert und als professionelle, autonome
"Non-Profit"-Organisation deklariert. Der Name ist ein gewissermaßen
im Zufallsverfahren zustande gekommenes Mixturn aus signum (lat. Zeichen) und ignis (lat. Feuer).
Mit Gründung von SIGNIS ging ein langjähriger Prozess der Selbstreflexion und kritischen Bestandsaufnahme der bis dahin nebeneinander
arbeitenden internationalen katholischen Medienorganisationen OCIC
(Organisation Catholique International du Cinema de l'Audio-visuel) und
UNDA (lat. Welle; Internationale Katholische Organisation für Radio und
Fernsehen) zu Ende. Die bis dahin existierenden insgesamt drei internationalen katholischen Medienorganisationen, zu denen als dritte UCIP
gehört, die Internationale Katholische Union der Presse, hätten sich insgesamt zu einer einzigen Organisation zusammenfinden können; dezidierte Anhänger einer Auffassung, dass die sehr unterschiedlichen Kräfte katholischer Medienkompetenz auf internationaler Ebene nur durch
eine rigide Bündelung zu einer effizienten "Truppe" zusammenzufassen
seien, konnten (noch) nicht zum Zuge kommen, weil sich alle drei Unternehmen dadurch unter Umständen von Anfang an übernommen hätten.
Zudem folgt UCIP einer anderen Organisationsstruktur als OCIC und
UNDA insofern, als sie stärker personenbezogen strukturiert ist und in
ihrer Arbeit auch lange deutlicher einem einzigen Medienfeld, dem Prilltbereich, zugeordnet war.
Im Falle von OCIC und UNDA war nach einer langen Phase der neuerlichen Konsolidierung der Organisation nach dem zweiten Weltkrieg in
den vergangeneu etwa 20 Jahren die Überschneidung der Arbeitsfelder
zu deutlich geworden, als dass man ein Nebeneinander noch allzu lange
hätte verantworten können. Für OCIC waren nach der mit Gründung
(1928) deutlichen Konzentration auf den Kinofilm als das Aufmerksamkeit heischende Massenmedium schlechthin in den letzten Jahrzehnten
andere audiovisuelle Medien wie insbesondere die Video-Kassette als
zusätzliches Trägermedium für den· Film jenseits des Kinos stark ins
Blickfeld geraten. Was wiederum bedeutete, dass sich damit eine Überschneidung mit Inhalten ergab, die mit einem gewissen Automatismus
als Fortsetzung des Rundfunks (Fernsehen) mit anderen Mitteln verstanden wurde.
Neben diesen medialen Überschneidungen gab es auch personelle,
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nämlich insofern als gerade die Vertreter aus Ländern der Dritten Welt in
vielen Fällen die Vertretung ihres Landes respektive ihrer Bischofskonferenz in Sachen Film für OCIC wie auch in Sachen Rundfunk für UNDA in
Personalunion wahrnahmen, was den Aufwand getrennter Organisationen nicht mehr rechtfertigte.
Diese Konstellation hatte zur Folge, dass die vom 01. bis 09. August
1998 in Montreal versammelten Delegierten der Mitgliederversammlungen von OCIC und UNDA im Kontext ihres gemeinsamen Weltkongresses
beschlossen, beide Organisationen zu einerneuen gemeinsamen Organisation zusammenzulegen. Nach gut dreijährigen getrennten und gemeinsamen Beratungen erfolgten die Auflösung von OCIC und UNDA sowie
die Gründung einerneuen Organisation SIGNIS im Rahmen des Weltkongresses beider Partner in der Zeit vom 19. bis 27. November 2001.
Dass man dazu Rom wählte, machte insofern Sinn, als der gesamte Prozess am Ort zentraler weltkirchlicher Bedeutung den Rang der alten wie
der neuen Organisation für die medialen Anliegen der Kirche auch
nachdrücklich signalisieren konnte. Die deutliche Präsenz des Präsidenten des Päpstlichen Rates für die Sozialen Kommunikationsmittel, Erzbischof John P. Foley, bei vielen Sitzungen und sonstigen Begegnungen am
Rande des römischen Geschehens verlieh der Wahrnehmung auch seitens des Vatikan selbst Ausdruck.
Hätte man die bei OCIC und UNDA üblichen, jeweils seit 73 Jahren
gültigen Strukturen lediglich übernommen, so hätte man sicherlich kaum
eine Verbesserung der Arbeitsmethoden gefunden. Schaffung von Synergien, Bündelung der Kräfte in organisatorischer und auch finanzieller
Hinsicht konnten letztlich nur zustande kommen durch maßgebliche
Veränderungen der Struktur der Statuten. Die wichtigste Neuerung ist
dabei die Umorientierung der früheren Rolle der Mitgliederversammlungen. Auch wenn die Mitglieder von OCIC und UNDA nur alle drei bis vier
Jahre aus den verschiedenen Ländern in aller Welt zusammenkamen, so
konnten die Versammlungen von 120 bis 130 Mitgliedsländern auch
dann kaum etwas bewegen. Dynamik war inzwischen ein Fremdwort,
Unbeweglichkeit ein üblicher Standard geworden. Der Generalversammlung von SIGNIS als höchstem legislativem Organ (von insgesamt lediglich drei Organen) sind grundlegende Rechte wie Wahl des Namens, der
Zielsetzung und wichtige Strukturänderungen der Satzung vorbehalten.
Diese Versammlung wird nur aus Gründen einer maßgeblichen Satzungsänderung zusammengerufen oder wenn ein Fünftel der Mitglieder
dieses wünscht. Immerhin betrifft dies den nunmehrigen Mitgliederstand
von 140 nationalen und 30 internationalen (Organisations-)Mitgliedern.
Wichtiger als die General- bzw. Mitgliederversammlung ist dagegen
die Delegiertenversammlung: Sie ist die eigentliche operative und polihttps://doi.org/10.5771/0010-3497-2002-3-344, am 14.07.2024, 00:36:21
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SIGNIS- KATHOLISCHE WELTORGANISATION FÜR KOMMUNIKATION
tisch handelnde Einrichtung. Dies ist der wichtigste strukturelle Zuerwerb der gesamten Reorganisation. Denn die Delegiertenversammlung
ist zahlenmäßig überschaubar und daher handlungsfähig. Sie setzt sich
aus jeweils sechs Delegierten der (für SIGNIS) sechs Kontinente Afrika,
Lateinamerika und Karibik, Nordamerika, Asien, Europa sowie der Pazifischen Region zusammen. Hinzu kommt als gewissermaßen siebter Kontinent die Gruppe der Internationalen Organisationen, die ebenfalls sechs
Delegierte entsendet. Diese sieben mal sechs Delegierten sowie der
Präsident und seine beiden Stellvertreter, eine Gruppe also von insgesamt 45 Personen, haben die eigentliche legislative Kompetenz für die
gesamte Organisation von SIGNIS. Der Delegiertenversammlung stehen
zu die Aufnahme neuer (nationaler und internationaler) Mitglieder, die
Bildung und Bestätigung regionaler Gruppen, die Bestätigung des J ahreshaushalts, die Wahl und die Entlastung von Präsident und Vizepräsidenten, die Bestätigung der Mitglieder des Board, des Exekutivkomitees. Das Gremium trifft sich - und auch dies ist eine Konsequenz aus
der weltweiten Dimension der Organisation und der daraus resultierenden Reisewege - nur alle zwei Jahre zu routinemäßigen Versammlungen.
Das Exekutivorgan zur Unterstützung des Präsidenten und seiner
Vertreter als das dritte Organ von SIGNIS ist das Board. Bezeichnenderweise ist dem Board rund ein Sechstel des Gesetzestextes der Statuten
und damit der maßgebliche Teil gewidmet. Das Board managt die Organisation. Dabei stützt es sich auf je zwei Mitglieder der sechs regionalen
und der internationalen Gruppierungen, so dass es insgesamt aus 15
Mitgliedern besteht. Dieses Drittel der insgesamt 45 Mitglieder der Delegiertenversammlung soll auf Weltebene so arbeitsfähig sein wie die je
sechs gewählten Delegierten für die Region, sprich den jeweiligen Kontinent. Schon die ersten Erfahrungen mit Board und kontinentaler /regionaler Delegiertengruppe stimmen zuversichtlich. Denn die jeweiligen numerischen Stärken der Gruppierungen sorgen für ein vergleichsweise
hohes Maß an Selbstverpflichtung, Solidarität und Kollegialität. Diese
markieren die Stoßrichtung der Hauptarbeit: Sie soll auf kontinentaler
Ebene liegen, weil der Aufwand von Zusammenkünften und von anderen
Vereinbarungen überschaubar, kalkulierbar und für die einzelnen Mitglieder umsetzbar wird.
Als Spitze der neuen Organisation SIGNIS wurden in Rom Peter Malone (Australien). bisheriger Präsident von OCIC, Gaye Ortiz (Großbritannien), bisherige Präsidentin von OCIC Europa, und Augustine
Loorthusamy (Malaysia). bisher OCIC Asien, gewählt. Auch der Generalsekretär Robert Molhaut (Belgien), kommt von OCIC, wo er für mehr
als zwei Jahrzehnte die entsprechende Funktion wahrnahm. Der für das
neue Amt ursprünglich vorgesehene bisherige Generalsekretär von UNhttps://doi.org/10.5771/0010-3497-2002-3-344, am 14.07.2024, 00:36:21
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DA, PierreBelanger SJ (Kanada) , konnte von seinem Orden nicht länger
für diese Medienaufgabe freigestellt werden. Insgesamt ist auch an der
Zusammensetzung des Board abzulesen, dass das katholische Medienschaffen immer mehr als eine Aufgabe angesehen wird, die von Laien
nicht nur wahrgenommen werden kann, sondern auch wahrgenommen
werden soll: Von den 15 Mitgliedern des Board gehört gerade noch ein
Drittel dem Klerikerstand an.
Aus europäischer Perspektive werden an die neue Organisation SIGNIS insofern hohe Erwartungen geknüpft, als die europäischen Sektionen derbeidenbisherigen Organisationen - Euroeie und UNDA Europa aufgrund der extrem komplizierten nationalen und insbesondere sprachlichen Strukturen auf dem Kontinent kaum arbeitsfähig waren: Allzu
heterogen waren die Mitgliedschaften, allzu unterentwickelt das Bewusstsein der nationalen Bischofskonferenzen, den Überschritt über die
nationalen Grenzen riskieren zu müssen, um die Evangelisierung auf dem
Kontinent insgesamt und damit auch im eigenen Lande medial konditionieren zu können. Letztlich konnten sich gewählte schmale Vorstände
der europäischen Organisationen von UNDA und OCIC aus Mangel an
personaler Unterstützung, an finanziellen Ressourcen und an operationaler Handlungs- und Verantwortungsstruktur nicht wirklich politisch etablieren. Womit die Organisationen selbst lediglich Signale für ,good will'
blieben.
Mit der Delegiertenstruktur von sechs Verantwortlichen für den Kontinent Europa wird zumindest der Versuch zu verbinden sein, endlich
eine breite, aber wiederum nicht allzu diffus angelegte personelle Verantwortlichkeit zu strukturieren, um dann europäische Fragestellungen
(z.B. die Zukunft des öffentlich-rechtlichen Rundfunks; internationaler
Fernseh-Kirchenkanal?) und europäische Dauerpräsenz (z.B. Filmfestivals) angemessen zu berücksichtigen.
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354
IERICHT
Markus Breuer
Wie aus Bedenken Begeisterung
wurde
Ein Erfahrungsbericht über das Pilot-Projekt
.. Der DOM macht Schule"
Eigentlich begann das Projekt "Der DOM macht Schule" im Mai 2000 mit
der Antrittsrede des neuen Chefredakteurs Gerd Felder. Den Gästen des
Erzbistums Faderborn und den Kollegen der deutschen Kirchenpresse
erklärte der Nachfolger von Hermann Multhaupt damals, dass er die feste
Absicht habe, mit der Kirchenzeitung an die Schulen zu gehen - ganz
nach dem Vorbild der meisten deutschen Tageszeitungen, die mit ähnlichen Projekten große Erfolge erzielen.
Für den "DOM" wurde die Zusammenarbeit mit den Schulen schließlich Großprojekt Nummer zwei, nachdem sich die Kirchenzeitung für das
Erzbistum Faderborn zum Osterfest des Jahres 2001 mit einem völlig
neuen Gesicht präsentiert hatte. Wie "Zeitung in der Schule" funktioniert, hatte Felder als Redakteur der Westfälischen Nachrichten in
Münster miterlebt, die das Projekt in Zusammenarbeit mit dem Institut
zur Objektivierung von Lern- und Prüfungsverfahren (lZOP) mit Sitz in
Aachen schon vor Jahren gestartet hatten.
Felder verband mit dem Schulprojekt die Hoffnung, sich ein Stück von
dem Image zu lösen, dass man eine Zeitung für alte Menschen mache. Die
Schülerinnen und Schüler sollten erkennen, dass auch hinter einer Kirchenzeitung professioneller Journalismus stecke, der sich hinter dem von
anderen Blättern nicht zu verstecken braucht. Über die Schüler wollte
Felder darüber hinaus vor allem junge Eltern erreichen, um langfristig
eine neue Leserschaft zu gewinnen, für die es im "DOM" seit Erscheinen
der neugestalteten Zeitung ein breites Angebot von Themen gibt, vor
allem im Ressort "Lebenshilfe". Aufgrund dieser Überlegungen spielte
der Chefredakteur eine Zeit lang mit dem Gedanken, bei dem Projekt mit
Grundschulen zusammen zu arbeiten - auch auf Anraten von Peter
Brand, Geschäftsführer des Aachener IZOP-Institutes, auf dessen
langjährige Erfahrung sich "Der DOM" bei der Planung und Durchführung des Schulprojektes stützen wollte. Das Projekt wurde schließlich aber doch für die Sekundarstufen I und II ausgeschrieben: Der
Schritt von der Kirchenzeitung zur Grundschule schien Felder beim Pilot-Projekt zu groß zu sein - trotz der wöchentlichen Kinderseite, die
Peter Brand als hervorragenden Anknüpfungspunkt für die Klassen eins
bis vier ausgemacht hatte.
Mit folgenden Rubriken wollte man die Schülerinnen und Schüler für
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stehend aus 20 Folgen, das sich vor allem zur Bearbeitung und Diskussion im Religionsunterricht anbot: Mit dieser Reihe wollte Felder nach den
Anschlägen des 11. Septembers zum besseren Verständnis zwischen
Christen und Muslimen beitragen. Zum anderen mit dem Internet-Tipp
und einem Fragebogen, in dem sich prominente Personen aus allen Bereichen der Gesellschaft zu ihrem Glauben äußern. Mehr als 650 Schülerinnen und Schüler beschäftigten sich von Anfang März bis Mitte Juli
2002 im Unterricht mit der Zeitung und schrieben eigene Artikel. 16
Schulen aus allen Regionen des Erzbistums Paderborn, die sich überwiegend in katholischer Trägerschaft befinden, hatten sich für das PilotProjekt gemeldet.
Die Schüler haben größtenteils mit großer Begeisterung für den DOM
recherchiert und geschrieben. Mögliche Themen für die Kirchenzeitung
waren den Lehrerinnen und Lehrern beim Einführungsseminar in Olpe
genannt worden - trotzdem blieb den Schülerinnen und Schüler bewusst
viel Platz für die eigene Kreativität. Verwunderlich war es deshalb, dass
die ersten eingesandten Artikel sich fast ausschließlich auf rein kirchliehe Themen bezogen. Auf den ersten Schulseiten wurden eine Umfrage
zum Thema Fastenzeit und das Portrait eines Paderborner Küsters
veröffentlicht. Es war in den ersten Wochen übrigens von großem Vorteil,
dass das Bürener Mauritius-Gymnasium vor dem "DOM" schon mit verschiedenen anderen Zeitungen zusammengearbeitet hatte (darunter mit
der FAZ) . Die teilnehmende Klasse 10c konnte schnell Beiträge liefern
und füllte die Schulseiten der ersten Projekt-Ausgaben fast allein - und
auf formal hohem Niveau.
Die anderen Schulen benötigten mehr Zeit, um eigene Ideen zu entwickeln und erste Artikel einzusenden. Dabei handelte es sich fast ausschließlich um Reportagen. Gerade am Anfang wurden aber auch viele
Beiträge geschrieben, die keiner journalistischen Darstellungsform zuzuordnen waren, vielmehr erinnerten sie an Schulaufsätze. Sehr oft waren
die Texte chronologisch aufgebaut und in der Wir-Form geschrieben. Die
Verantwortlichen beschäftigte die Frage, ob die Textarbeit beim Einführungsseminar in Olpe zu kurz gekommen sei. Das IZOP-Institut in
Aachen, das während des Projektes vor allem für die didaktische Begleitung zuständig war, fasste daraufhin die wichtigsten J;{egeln für das Verfassen von Zeitungsartikeln noch einmal zusammen. Die Regeln und eine
gemeinsame Analyse von Zeitungsartikeln im "DOM" trugen dazu bei,
dass sich das Niveau der im "DOM" abgedruckten Schülerartikel schließlich immer weniger von Beiträgen in überregionalen Tageszeitungen unterschied.
Auffallend war, wie völlig unterschiedlich die Projekt-Lehrerinnen und
Lehrer mit den Schülertexten umgingen: Während einige von ihnen die
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WIE AUS BEDENKEN BEGEISTERUNG WURDE
Beiträge mehrmals vor dem Einsenden korrigiert hatten, kamen andere
Schülertexte völlig unbearbeitet in der Redaktion an. Die eingesandten
Texte wurden von Projektredakteur Markus Breuer nur so weit redigiert,
wie es nötig war. Schließlich sollten ja die Artikel der Schüler in der
Zeitung erscheinen. "Durch die Zusammenarbeit mit der Zeitung ließen
sich auch Schüler begeistern, die sonst nur selten oder gar nicht am
Unterricht beteiligt sind", erklärte Oberstudienrätin Dr. Christa-Maria
Schieifer-König beim Abschlussseminar in Paderborn.
Erfreulich war auch, dass sich die Schulseiten im Laufe des Projektes
durch eine immer größere Vielfalt an Themen auszeichneten. Zwar gab es
weiterhin Beiträge zu den klassischen Themen einer Kirchenzeitung zum Beispiel über das Verhältnis von Jugendlichen zur Kirche -, aber die
Texte waren so nah an der Lebenswirklichkeit der jungen Menschen,
dass jeder Redakteur einen ähnlichen Artikel nur mit größter Mühe und
erheblichem Recherche-Aufwand hätte schreiben können. Dass die
Schülerbeiträge nicht selten von den üblichen Vorurteilen gegenüber der
Institution Kirche geprägt waren, mag man den Jugendlichen verzeihen.
Darüber hinaus erreichten die DOM-Redaktion viele Beiträge, die für das
Ressort "Lebenshilfe" ideal waren. In diesem viel gelesenen Teil der
Zeitung wurde der Platz für Schülertexte aufgestockt (von zwei auf vier
Farbseiten), weil sich auf dem Schreibtisch des Projektredakteurs die
eingesandten Artikel gegen Mitte des Projektes immer mehr stapelten.
So berichteten die Jugendlichen unter anderem über Erfahrungen, die sie
während eines Sozialpraktikums in Altenheimen und Krankenhäusern
gesammelt hatten. Große Beachtung fand vor allem der Beitrag einer
Schülerin, die ein Kind mit Lese- und Schreibschwäche portraitiert hatte.
Auch der Artikel über das Kinderhospiz "Balthasar" in Olpe begeisterte
die Leser- das Thema war der Süddeutschen Zeitung im Juli 2002 immerhin die SEITE DREI wert.
"Der DOM" ging zudem zu einer Zeit in die Schule, in der die Themen
Bildung und Erziehung durch die Pisa-Studie und den Amoklauf von
Erfurt in eine große öffentliche Diskussion geraten waren. Neben zwei
eigenen Reportagen unter den Überschriften "Das Gebet muss unsere
Antwort sein" (Ausgabe Nr. 19) und "Schule was nun?" (Ausgabe Nr.
23), für dessen Recherche die bestehenden Kontakte zu den Schulen eine
große Hilfe waren, veröffentlichte "DER DOM" den Kommentar eines
Lehrers, der an einem Gymnasium in Bielefeld mit der Schulseelsorge
betraut war. Die "DOM" -Redaktion hatte ihn über einen Musikkurs kennen gelernt, der ebenfalls an dem Projekt beteiligt war. Die Zusammenarbeit von Schule und Kirchenzeitung zog also immer weitere Kreise.
Völlig unterschiedlich liefen die Besuche des Projektredakteurs in den
beteiligten Klassen ab. In der Regel waren die Schülerinnen und Schüler
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BREUER
sehr interessiert an der Arbeit eines Journalisten im Allgemeinen und an
der Arbeit für die Kirchenzeitung im Speziellen. "Der DOM" kam bei der
Kritik allerdings nicht immer gut weg. Vor allem wurde bemängelt, dass
die Kirchenzeitung zu wenig Themen für junge Menschen böte. Oft wus·
sten die Schülerinnen und Schüler jedoch selbst nicht, was sie gerne im
"DOM" lesen würden. Dass die Kirchenzeitung aber nicht über die "Feten
vom Wochenende" berichten konnte (das haben einige Schüler tatsächlich vorgeschlagen) war am Ende einer Doppelstunde meist geklärt.
Für zwei Klassen, eine aus Faderborn und eine aus Bielefeld, hatte
sich der DOM etwas ganz Besonders einfallen lassen: Die Kirchenzeitung
gab den Schülerinnen und Schülern nämlich die Möglichkeit, ihre Innenstadt mit dem Rollstuhl zu erkunden. "DER DOM" stützte sich bei der
Vorbereitung dieser Aktion auf die Erfahrung des Paderborner Jugendreiseunternehmens "Youth-Adventure-Tours", das deutschlandweit Ferienfahrten für Menschen mit Behinderungen anbietet. Ein Behinderten·
Sportverein, der in der Basketball-Bundesliga spielt, hatte die robusten
Rollstühle zur Verfügung gestellt. Die Aktion wurde aus zwei Gründen
ein Erfolg: Die Schüler erklärten später bei der Reflexion, dass sie nach
der Aktion gut nachfühlen könnten, welche Probleme ein Rollstuhlfahrer
im Alltag bewältigen muss. Sie listeten konkret "aus eigener Erfahrung"
Behinderungen von Rollstuhlfahrern aufund reichten diese an die Stadtverwaltung weiter. Alle Schüler trugen während ihrer Fahrt durch die
Innenstadt einT-Shirtmit dem Logo des Schulprojektes- für den "DOM"
hatte die Aktion so zusätzlich einen Werbeeffekt Außerdem berichteten
die Tageszeitungen ausführlich darüber, welche Erfahrungen die Schüler
mit dem Rollstuhl in den Innenstädten gemacht hatten.
Fazit: "Der DOM macht Schule" war ein vielfältiges Projekt, dass mit
Sicherheit dazu beigetragen hat, das Image der Kirchenzeitung zu verbessern. Der Großteil der Schüler erklärte in verschiedenen Gesprächen,
dass die Kirchenzeitung bei weitem nicht so langweilig sei, wie sie immer
gedacht hatten - natürlich würden sie den "DOM" nicht alle abonnieren,
aber das war auch nicht das Ziel. Bei Eltern, die den "DOM" meist nur
vom Hörensagen kannten, stieß das Projekt auf sehr positive Resonanz.
Manche Schülerartikel erreichten über das Leserbrief-Echo hinaus weitere Kreise im lokalen Schulumfeld. Die Lehrerinnen und Lehrer, die am
Abschlussseminar in Faderborn teilnahmen, waren mit dem Verlauf des
Projektes rundum zufrieden. Die Zusammenarbeit zwischen Kirchenzeitung und Schule trägt jedoch nur dauerhaft Früchte, wenn sie langfristig
angelegt ist. Deswegen möchte "DER DOM" das Projekt nach Möglichkeit auch im kommenden Jahr wieder anbieten.
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ERSONALIA
Michael Schmolke in Salzburg
emeritiert
Nach Erreichen der Altersgrenze von 68 Jahren ist Prof. Dr. Michael
Schmolke am 30. September 2002 an der Universität Salzburg emeritiert
worden. Schmolke ist seit der Gründung von Communicatio Socialis eng
mit dieser 1968 gegründeten Zeitschrift für Publizistik in Kirche und Welt
verbunden und hat ihre Entwicklung als Mitglied des damaligen Giiinderkreises aus dem Seminar des Münsteraner Publizistikwissenschaftlers Henk Prakke entscheidend mitgeprägt und ihr fortlaufendes Erscheinen mitgetragen. Als Mitherausgeber hat er sie 1993 mit dem neuen
Untertitel Internationale Zeitschrift für Kommunikation in Religion, Kirche
und Gesellschaft auf eine breitere Basis gestellt und ihr Ansehen als
wissenschaftliche Fachzeitschrift weit über den deutschsprachigen
Raum hinaus gestärkt.
Eine Würdigung seiner über 30jährigen wissenschaftlichen und publizistischen Tätigkeit kann an dieser Stelle nicht erfolgen; das umfangreiche Tätigkeitsfeld seiner Lehre und Forschung lässt sich an einer Auswahl seiner Beiträge in der Festschrift zu seinem 65. Geburtstag,
"Aufklärung und Aberwissen" (Verlag Reinhard Fischer, München 1999)
ablesen, die gegliedert sind in Kapitel mit den Schwerpunkten Theoretische Forschungen, Blick in die Geschichte, Kirche und Kommunikation sowie
Kommunikationspolitik und politische Kommunikation.
An dieser Stelle sollen anlässtich seiner Emeritierung nur ein paar
kurze Daten seiner Biographie stehen. Am 13. Februar 1934 in Gleiwitz
(Oberschlesien) geboren, studierte Michael Schmolke Publizistik, Geschichte und Pädagogik in Münster, Göttingen und München. Als wissenschaftlicher Assistent am Institut für Publizistik in Münster wurde er
1965 mit einer Dissertation über "Kolping als Publizist" promoviert und
habilitierte sich 1970 mit der Arbeit über "Die schlechte Presse - Das
Verhältnis der deutschen Katholiken zur Publizistik zwischen Katholik
(1821) und Publik (1968)". Die Arbeit erschien 1971 mit leicht modifiziertem Titel als Buch und gilt als ein Standardwerk über die katholische
Presse in Deutschland.
1973 erhielt Schmolke den Ruf als Ordinarius für Publizistik und
Kommunikationswissenschaft an das Institut für Publizistik und Kommunikationswissenschaft der Universität Salzburg. In die Zeit seines
Wirkens in Salzburg fiel die Entwicklung seiner Disziplin vom früheren
Verständnis als Zeitungswissenschaft über die Ausweitung zur Begriffsbestimmung Publizistik bis zum gegenwärtigen Verständnis als Kommunikationswissenschaft, die er weithin mitgestaltete. Neben zahlreichen
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PERSONALIA
Forschungsaufträgen hat Schmolke in Büchern als Autor und Herausgeber sowie in vielen Artikeln immer wieder kommunikationsgeschichtliche, -theoretische, -praktische und -politische Themen behandelt, darunter 1974: "Publik - Episode oder Lehrstück?"; 1992: "Wegbereiter der
Publizistik in Österreich"; 1992: "Kirchenpresse am Ende des Jahrtausends" sowie Mitarbeit an zahlreichen Lexika und Handbüchern vom
"Handbuch der Weltpresse" über "Staatslexikon", "Österreich-Lexikon",
"Lexikon für Theologie und Kirche" bis zum "Handbuch der Kirchengeschichte".
An der Universität Salzburg hat Schmolke Hunderte von Studenten
zum Diplom- und Dissertationsahschluss geführt und das Institut für
Publizistik zu einem zeitungswissenschaftliehen Zentrum mit internationalem Ruf ausgebaut. In seiner Abschieds-Vorlesungsreihe im Sommersemester 2002 behandelte er unter dem Titel "Die Medienbiographie des
Michael S." die Entwicklung der Medienwelt während seiner Lebenszeit
von der Tagespresse über den Rundfunk und das Fernsehen bis zu den
neuen Medien mit Veranschaulichung durch zahlreiche Originaldokumente. Er wird auch weiterhin Diplomanden und Dissectanten an der
Universität Salzburg zur Verfügung stehen.
F. 0.
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Chronik
ASIEN
China
Unter dem Titel "The Disciple"
erscheint seit über zwei Jahren
wöchentlich ein kirchlicher Newsletter in den Pfarreien der Kathedrale und St. Peter in Shanghai.
In der 100. Jubiläumsausgabe berichtete das Informationsblatt
über eine aktive Teilnahme von
jungen und alten Katholiken am
kirchlichen Leben.
Wegen Missbrauchs religiöser
Symbole hat sich eine Bar in Xian
offiziell beim Ortsbischof und den
Schwestern des hl. Herzens im
J esuskonvent entschuldigt. Die
Bar hatte in Zeitungsanzeigen mit
kirchlichen Symbolen und Kellnerinnen im Schwesterngewand geworben. Nach Protesten der Katholiken musste die Lokalzeitung
auf Regierungsanweisung dreimal
eine Entschuldigung abdrucken.
Ende 2001 war eine ähnliche
Kampagne verurteilt worden, bei
der Muslime verunglimpft worden
waren.
Indien
Eine Förderung kommunaler Einheit durch die Medien wurde auf
zwei Tagungen in den Mittelpunkt gerückt: auf einem nationalen Seminar, das SIGNIS-Indien
veranstaltete, und einem Treffen
katholischer Redakteure in Kerala.
In zwei Workshops vermittelte
das Jesuiteninstitut zur Förderung von Ethik und Werten am
Pastoralzentrum von Nadiad 36
Redakteuren und Kolumnisten eine weiterführende Ausbildung in
professioneller Berichterstattung.
Japan
Die Bewegung "Light of the
Heart", die in Japan über Radio,
Fernsehen und Internet Evangelisierungssend ungen verbreitet,
konnte in der Kathedrale von Tokio ihr Goldenes Jubiläum feiern.
Die Bewegung führt auch Korrespondenzkurse in Religion und
Englischkurse durch und veranstaltet Pilgerreisen.
Der japanische Film "GO" ist
von SIGNIS-Japan als bester Film
des Jahres ausgezeichnet worden.
Der Film behandelt einen Fall der
Rassendiskriminierung und leitet
zu Reflexionen über menschliches
Zusammenleben an.
Philippinen
Pressefreiheit in der Berichterstattung über Terrorismus forderten
über 100 ausländische und inländisehe Journalisten auf einer
Konferenz in Manila, die von der
UNESCO veranstaltet wurde. Sie
beklagten die Einschränkung der
Pressefreiheit in vielen Ländern
Asiens und Afrikas nach dem 11.
September 2001 und die Nichtanerkennung von Journalisten als
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CHRONIK
Zivilpersonen durch die Militärs
und Regierenden.
Einen "IT-Injonnationstechnik·
Rat" hat die Bischofskonferenz
der Philippinen gegründet, der
kirchliche Initiativen auf diesem
Gebiet fördern soll. Der Rat soll
als "Denkfabrik" der Konferenz
entsprechende Projekte planen.
Am Welttag der Medien setzte
die Bischofskonferenz der Philippinen CBCPWorld in Kraft, die
den bisherigen Internet Provider
CBCPNet ersetzt. Er filtert glaubensschädigendes und pornografisches Material aus dem Internet
und bietet Erziehungsinformationen für die Armen und Ausgegrenzten.
Ihr fünfjähriges Bestehen im Lokalrundfunkbereich feierten das
Catholic Media Network (CMN)
von 34 AM- und 14 FM-Sendern
sowie eine Gruppe kleiner KabelTV-Sender in 11 Regionen und 35
Provinzen. Auf der Generalversammlung in Manila nannte
CMN-Präsident P. Francis Lucas
die Strategie dieser Sender "die
einzige Alternative zur Globalisierung" .
In ihrem Medienapostolat ermutigte der Vorsitzende der Medienkommission, Bischof Cabrera, die
100 Teilnehmer an der ersten Generalversammlung von SIGNISPhilippinen in Manila. Über die
Möglichkeiten der Evangelisierung der Jugend durch die Medien informierte der Salesianerpater
Ely Cruz die Teilnehmer.
Eine dokumentarische Buchreihe
startete das Medienbüro der
Fernöstlichen Bischofskonferenzen mit Band 1 "Church and
Social Communication in Asia Documents, Analysis, Experiences". Er enthält Dokumente über
die Jahrestreffen seit 1996, die
Auswirkungen der Asien-Synode
1998 auf das Medienapostolat in
Asien und die Mediennutzung in
Asien. Der 2. Band "Social Communication Formation for Priestly
Ministry" dokumentiert das dritte
BISCOM 2001, während Band 3
das "Social Communication Handbook Asia" ist. Die Bände erscheinen beim Logos Verlag der
Steyler Missionsgesellschaft.
Thailand
In einem dreijährigen Pilotprogramm beteiligen sich asiatische
kirchliche Institutionen an dem
Online-Glaubensinformationsprogramm VLCFF, das vom Pastoralinstitut an der amerikanischen
Dayton-Universität in Ohio entwickelt wurde. Das beschlossen
katholische Erziehungs- und Medienvertreter bei einem Treffen
mit Repräsentanten der US- Universität in Bangkok. Das amerikanische Programm wird auf die
asiatischen Bedürfnisse abgestellt.
Den Ausbau eines interreligiösen
Netzwerkes im Kampf gegen den
Terrorismus haben die Mitglieder
der Vereinigung der katholischen
Presse Südostasiens (SEACPA)
auf ihrer Generalversammlung in
Bangkok beschlossen. Die Jour-
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CHRONIK
nalisten verpflichteten sich gerade angesichts der ethnischen und
religiösen Verschiedenheit zu
professioneller Fairness in der
Berichterstattung.
Taiwan
Die Kooperation katholischer Buchverleger im Dienst der Evangelisierung wurde vom Generalsekretär der regionalen Bischofskonferenz in Taiwan, P. Wu
Chung-Yuan, begrüßt. An der 10.
Internationalen Buchmesse in
Taipei hatten acht Verlage erstmals einen eigenen Stand.
EUROPA
Deutschland
Den Katholischen Journalistenpreis
2002 erhielt Asmus Heß, freier
Journalist, für seine in der Zeitschrift "Brigitte" erschienene Ruanda-Reportage "Und trotzdem:
Gott war da". Den Nachwuchspreis erhielt Stefan Leifert, Assistent an der Bayerischen Akademie für Fernsehen, für sein
Krankenhaus-Hörfunkfeature
"Wenn Philosophie konkret wird:
Ethik im Stationsalltag". Der von
der Deutschen Bischofskonferenz
gestiftete Journalistenpreis, der
am 18. September 2002 vom Katholischen Medienverband (KMV)
und der Gesellschaft Katholischer
Publizisten (GKP) in Würzburg
verliehen wurde, ist mit insgesamt 10.000 Euro dotiert.
Delegationen der katholischen
und der evangelischen Kirche trafen
sich im Mai 2002 in Berlin zu
einem Spitzengespräch mit Vertretern des Bundesverbandes
Deutscher Zeitungsverleger
(BDZV) und des Verbandes Deutscher Zeitschriftenverleger (VDZ).
Weihbischof Friedrich Ostermann, Vorsitzender der Publizistischen Kommission der Deutschen Bischofskonferenz, und Dr.
Eckart von Vietinghoff, Präsident
des Landeskirchenamtes Hannover, unterstrichen die Bedeutung
der Zeitungen für die Kommunikationsarbeit der Kirche. Dabei
wiesen sie auf die Schwierigkeiten hin, vor allem jüngere Menschen mit der traditionellen Kirchenpresse überhaupt noch zu
erreichen. BDZV-Hauptgeschäftsführer Dr. Volker Schulze vertrat
die Auffassung, dass die Möglichkeiten der Kooperation zwischen
den Tageszeitungen und den Kirchen "noch längst nicht" ausgeschöpft seien.
Katholische Verlage wollen das
im Herbst 2001 probeweise gestartete Buchversand-Projekt "inspiration" fortführen. Mehrere
Testläufe mit einem Versandkatalog für religiöse Bücher hätten
positive Ergebnisse gebracht, teilte der Katholische Medienverband
(KMV) in Bonn mit. Angestrebt
wird eine Mitarbeit evangelischer
Medienhäuser. An dem Versandunternehmen sind bislang der
Bergmoser + Höller Verlag, die
Bonifatius Gesellschaft, der Pattloch-Verlag, der Sankt Michaelsbund, die Verlagsgruppe "engage-
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363
CHRONIK
ment" und der Weltbild Verlag
beteiligt.
Der Bundesverband des Katholischen Deutschen Frauenbundes
(KDFB) und dessen bayerischer
Landesverband wollen künftig eine gemeinsame Mitgliederzeitschrift
herausgeben. Die Kooperation ist
in Augsburg mit einem Vertrag
besiegelt worden, wie der KDFB
mitteilte. Bisher erscheinen in
Bayern und der Pfalz die Mitgliederzeitschrift "KDFB Engagiert"
und im übrigen Deutschland die
"Christliche Frau". Das neue Produkt soll ab dem kommenden
Jahr unter dem Titel "KDFB Engagiert - Die christliche Frau"
herauskommen. Redaktionssitze
bleiben München und Köln.
Der Fensehsender RTL unterstützte die Image-Kampagne der
Evangelischen Kirche Deutschlands (EKD) mit drei Werbespots.
So waren parallel zur bundesweiten Plakat- und Anzeigenaktion
der EKD ab April Spots zu folgenden Fragen zu sehen: "Ist der
Mensch nur so viel wert, wie er
verdient?", "Was ist Glück?" und
"Wohin wollen Sie eigentlich?".
Der bisherige Geschäftsführer
der in München ansässigen katholischen Film-Produktionsgesellschaft Tellux, Bernd Grote, ist
neuer Aufsichtsratsvorsitzender
des Unternehmens. Er tritt die
Nachfolge von Leopold Schu1er
an, der in den Ruhestand verabschiedet wurde.
Italien
Der deutschsprachige Medienverbund GIG- "Centrum Informationis Catholicum" -hat in Rom sein
40jähriges Bestehen begangen.
Seit Beginn des II. Vatikanischen
Konzils 1962 unterhalten die katholischen Nachrichtenagenturen
von Deutschland, Österreich und
der Schweiz ein gemeinsames
Korrespondentenbüro, das täglich
über den Papst und den Vatikan
informiert. Es ist der einzige in
Rom tätige übernationale katholisehe Medienverband. Neben der
KNA mit Sitz in Bonn, der kathpress aus Wien und der KIP A aus
Freiburg/Schweiz gehörte auch
die inzwischen aufgelöste niederländische KNP zu den Gründungsmitgliedern des CIC.
Ein zweiteiliger Spielfilm über
das Leben von Papst Johannes
XXIII. hat in Italien rekordverdächtige Zuschauerzahlen erzielt.
11,7 Millionen Menschen sahen
den zweiten Teil des Spielfilms
"Papa Giovanni" im staatlichen
Fensehen RAI Uno. Damit erzielte der von Regisseur Giogi Capitani gedrehte Historienfilm eine
Quote von 43,5 Prozent. Die RAI
plant derzeit ähnliche Filme über
weitere Persönlichkeiten des 20.
Jahrhunderts, darunter auch Mutter Theresa von Kalkutta.
Frankreich
Frankreichs nationale Pressevereinigung und die J ournalistenorganisation "Reporter ohne Grenzen" haben sich besorgt über die
https://doi.org/10.5771/0010-3497-2002-3-344, am 14.07.2024, 00:36:21
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CHRONIK
Lage der Pressefreiheit in ihrem
Land geäußert. In den vergangenen Jahren seien mehrfach für die
Meinungsfreiheit ungünstige Gerichtsurteile gefällt und die Rechte der Journalisten gesetzlich
eingeschränkt worden. Diese Tendenz habe sich 2001 verstärkt. Im
vergangeneu Jahr seien rund ein
Dutzend Journalisten wegen ihrer
Berichterstattung über Affären
juristisch verfolgt worden.
Die französische Tageszeitung
"Le Monde" hat vor dem Europäischen Menschenrechtsgerichtshof einen Rechtsstreit gegen Frankreich gewonnen. Die
französischen Behörden hätten
gegen das Grundrecht auf Meinungsfreiheit der Europäischen
Menschenrechtskonvention verstoßen, indem sie 1995 die Zeitung wegen eines kritischen Artikels über den damaligen marrokanischen König Rassan II. wegen
Beleidigung verurteilt hätten, urteilte das Straßburger Gericht.
Nach Ansicht der Richter wurde
mit dem Urteil die Einschränkung
der Pressefreiheit unverhältnismäßig weit getrieben. In dem Fall
ging es um einen 1995 in "Le
Monde" erschienenen Artikel
über einen vertraulichen Bericht
über Drogenexporte aus Marokko.
Darin wurden Vorwürfe auch gegen die Umgebung des Königs
erhoben.
Der Film "Der Mann ohne Vergangenheit" des finnischen Regisseurs Aki Kaurismäki ist mit dem
diesjährigen Preis der Ökume-
nischen Jmy in Cannes ausgezeichnet worden. Der von Zärtlichkeit und Humor geprägte Film
sei eine Parabel über die Wiedergeburt eines Menschen und die
Geburt einer Gemeinschaft, begründete die J my ihre Preisvergabe. Kaurismäkis Film hatte auch
von der offiziellen Cannes-Jmy
mehrere Preise bekommen. Lobend erwähnt wurden von der
Ökumenischen Jmy der Film "Le
Fils" der belgiseben Regisseure
J ean-Pierre und Luc Dardenne
sowie "L'ora di religione" des
Italieners Marco Belloccio.
Der simbabwische Journalist
Geoffrey Nyarota erhält den diesjährigen Preis für Pressefreiheit
der Weltkulturorganisation
UNESCO. Der Chefredakteur und
Gründer der einzigen unabhängigen Tageszeitung in Simbabwe
habe sich für die Aufrechterhaltung einer kritischen und unabhängigen Presse in dem afrikanischen Land eingesetzt, erklärte
die UNESCO in Paris. "The Daily
News" sei zur auflagenstärksten
Zeitung in Simbabwe geworden.
Trotz zahlreicher Zerstörungen
der Büros und einer Explosion in
der Druckerei habe die Zeitung
seit ihrer Gründung im Jahr 1999
nie auf eine Ausgabe verzichtet.
Nyarota hat nach UNSECO-Angaben bereits Todesdrohungen erhalten und wurde etliche Male
von der Polizei verhaftet und angeklagt. Der UNESCO-Preis für
Pressefreiheit "Guillermo Canno"
wird seit 1997 verliehen.
https://doi.org/10.5771/0010-3497-2002-3-344, am 14.07.2024, 00:36:21
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365
CHRONIK
Niederlande
Neun protestantische Kirchen in
den Niederlanden wollen ihre
sonntäglichen Fernsehgottesdienste einstellen. Ab Ende Oktober
2002 soll eine neue Sendung mit
einer mehr dem Medium Fernsehen angepassten Form ausgestrahlt werden. Nach Angaben
des IKON -Sprechers werden die
Fernsehgottesdienste am Sonntag
vor einem "mehr und mehr wegzappenden Publikum" ausgestrahlt. Deswegen wird kaum
noch ein Gottesdienst von Anfang
bis zum Ende am Bildschirm verfolgt. Der Dachverband IKON ist
einer von drei Zuarbeitern für die
protestantischen Gottesdienstübertragungen am Sonntagvormittag. Daneben werden jeden
Sonntag im Sender Nederland 1
auch katholische Fernsehgottesdienste übertragen.
der "qualitativen Neuausrichtung
des Blattes und der angestrebten
Schärfung seines Profils auch optisch Rechnung tragen", teilten
beide in Wien mit. "Die Furche"
ist die älteste Wochenzeitung des
Landes und besteht seit 1945.
Mit 80 Jahren ist Felix Gamillscheg als langjähriger Mitherausgeber der Wochenzeitung "Die
Furche" ausgeschieden. Seine
journalistische Laufbahn begann
er 1951 bei der Wiener Tageszeitung "Die Presse", später war er
Chefredakteur der katholischen
Nachrichtenagentur "kathpress".
1976 übernahm der Journalist die
Chefredaktion der "Furche", deren Mitherausgeber er 1978 wurde.
Vatikan
J ohannes Paul II. hat von der internationalen Radio- und Fernsehvereinigung "AIR-IAB" einen
Österreichs Wochenzeitung "Die
Furche" erscheint in einem neuen
Preis für die Verteidigung der Meinungsfreiheit, der Menschenwürde
und der Demokratie erhalten. Eine
Layout. Gerda Schaffelhofer, seit
Januar 2002 zuständige Geschäftsführerin, und der im Oktober letzten Jahres neu ernannte
Chefredakteur Rudolf Mitlöhner
wollen durch die Umgestaltung
entsprechende Urkunde bändigte
der Generaldirektor der weltweiten Vereinigung privater Radio- und Fernsehstationen dem
Papst nach einer Generalaudienz
aus.
Österreich
https://doi.org/10.5771/0010-3497-2002-3-344, am 14.07.2024, 00:36:21
Open Access –
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|
|
https://openalex.org/W2607749638
|
https://europepmc.org/articles/pmc5431018?pdf=render
|
English
| null |
The mechanism of iron binding processes in erionite fibres
|
Scientific reports
| 2,017
|
cc-by
| 8,711
|
Alessandro Pacella1, Carlo Cremisini2, Elisa Nardi2, Maria Rita Montereali2, Ida Pettiti3 & Paolo
Ballirano 1,4 Received: 10 January 2017
Accepted: 29 March 2017
Published: xx xx xxxx Received: 10 January 2017
Accepted: 29 March 2017
Published: xx xx xxxx Fibrous erionite-Na from Rome (Oregon, USA) was K-exchanged and characterized from the structural
point of view. In addition, the modifications experienced after contact with a Fe(II) source were
investigated for evaluating if the large potassium ions, blocking off nearly all the erionite cavity
openings, might prevent the Fe(II) binding process, which is currently assumed to be one of the reasons
of the toxicity of erionite. The K-exchanged sample had a 95% reduction of the BET surface area
indicating that it behaves as a mesoporous material. Exchanged K is segregated at K2 and at OW sites
commonly occupied by H2O. The latter K cations provide a relevant contribution to the reduction of the
surface area. Surprisingly, despite the collapse of its surface area the sample preserves the tendency
to bind Fe(II). Therefore, yet in the case of a peculiar and potentially hostile structural environment the
Fe(II) ion-exchange process has essentially the same kinetics observed in a typical erionite sample. This
is a clear evidence of the very limited effect of the chemical composition of erionite on the Fe(II) binding
process and reasonably it does not play a significant role in its toxicity. Erionite is a fairly common zeolite often occurring with fibrous habit in several geological environments1. In the
recent years, a relevant number of papers has been published aimed at investigating the chemical and structural
properties of this zeolite owing to its well-known link, upon inhalation, with malignant mesothelioma2. As a
result, erionite has been recently classified as a Group 1 Human-Carcinogen by the International Agency for
Research on Cancer (IARC)3, 4. Obviously, a crucial point to be addressed is the definition of the mechanism/s
inducing carcinogenicity to devise an inactivation route of the fibres. A common view attributes genotoxicity of
erionite to the production of reactive oxygen species (ROS) by Fenton reaction5, 6. Moreover, it has been shown
that erionite is able to induce transformation of human mesothelial cells (MET5-A), but on the other hand, asbes-
tos is unable to cause such transformation7. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports Received: 10 January 2017
Accepted: 29 March 2017
Published: xx xx xxxx Scientific Reports | 7: 1319 | DOI:10.1038/s41598-017-01477-x The mechanism of iron binding
processes in erionite fibres Alessandro Pacella1, Carlo Cremisini2, Elisa Nardi2, Maria Rita Montereali2, Ida Pettiti3 & Paolo
Ballirano 1,4 Alessandro Pacella1, Carlo Cremisini2, Elisa Nardi2, Maria Rita Montereali2, Ida Pettiti3 & Paolo
Ballirano 1,4 Alessandro Pacella1, Carlo Cremisini2, Elisa Nardi2, Maria Rita Montereali2, Ida Pettiti3 & Paolo
Ballirano 1,4 Pristine (erionite-Na)
KCl treated (erionite-K)
Mg
5 (0)
2 (0)
Ca
14 (1)
1 (0)
Na
473 (2)
5 (0)
K
42 (1)
445 (33)
Table 2. ICP-OES analyses of the supernatant for cation release (calculated as nmol/mg sample). Data of
pristine sample taken from ref. 16. Data report the net cation release obtained by subtracting the cation release
obtained at the same pH (ca. 5) in H2O. Pristine (erionite-Na)
KCl treated (erionite-K)
Mg
5 (0)
2 (0)
Ca
14 (1)
1 (0)
Na
473 (2)
5 (0)
K
42 (1)
445 (33) Table 2. ICP-OES analyses of the supernatant for cation release (calculated as nmol/mg sample). Data of
pristine sample taken from ref. 16. Data report the net cation release obtained by subtracting the cation release
obtained at the same pH (ca. 5) in H2O. Table 2. ICP-OES analyses of the supernatant for cation release (calculated as nmol/mg sample). Data of
pristine sample taken from ref. 16. Data report the net cation release obtained by subtracting the cation release
obtained at the same pH (ca. 5) in H2O. Table 2. ICP-OES analyses of the supernatant for cation release (calculated as nmol/mg sample). Data of
pristine sample taken from ref. 16. Data report the net cation release obtained by subtracting the cation release
obtained at the same pH (ca. 5) in H2O. and Cametti21: erionite-K 3.50–5.05 Å; Ballirano and Pacella22: erionite-Na 3.45–5.05 Å). The K-exchanged form
experienced a dramatic reduction of 95% of the surface area resulting in a complete removal of its adsorption
properties, apart from a residual adsorptive capacity for H2O20. Moreover, it has been reported that zeolites having
a large K content show reduced catalytic properties23. On this basis, the present work reports the results of a detailed crystal chemical and structural characterization
of K-exchanged erionite. In addition, the modifications experienced by the K-exchanged fibres whenever in con-
tact with a ferrous chloride solution were investigated to evaluate if the large potassium ions, blocking off nearly
all the adsorption cavities, may prevent the Fe(II) binding process. Alessandro Pacella1, Carlo Cremisini2, Elisa Nardi2, Maria Rita Montereali2, Ida Pettiti3 & Paolo
Ballirano 1,4 Other factors may be significant in the development of malignant
mesothelioma by erionite, such as levels of exposure that are indeed dangerous for the population8 as well as
genetic predisposition9.i g
p
p
Relevantly, erionite is a nominally Fe-free phase but it has been supposed that it is able to fix iron, provided
by protein injury, owing to its cation-exchange properties10. Recently, it has been shown that erionite can act as
a vehiculating media in the human body for iron as several Fe-bearing mineral species (nano-oxydes, sulphates,
phyllosilicates) were found to adhere to its surface11–14. Therefore, the behaviour of erionite fibres kept in contact
with iron sources has been thoroughly investigated to define the fate of both Fe(II) and Fe(III) and in particular
the tendency to bind to the surface or to be fixed as extra-framework (EF) cations15–17. Results unequivocally
showed that Fe(III) is mainly fixed to the surface at relatively high concentration, whereas at low concentrations
typical of body fluids it is prevalently segregated at the Ca3 site within the erionite cavity17. Differently, Fe(II) is
segregated at Ca3 at all concentrations16. Unfortunately, this picture indicates that erionite under typical phys-
iological conditions may act as a very efficient ROS generator because iron is located at well-defined crystallo-
graphic sites and it possesses a very low nuclearity18, 19. Therefore, it appears to be of great interest to investigate
different physico-chemical procedures to prevent the access of iron species to the erionite cavity as future roads
of (partial) inactivation of such fibres.i i
Under such aspect, it is worth noting that Eberly20 first reported the adsorption properties of erionite and
its cation-exchanged forms. He measured a surface area of 203 m2 g−1 and an effective pore diameter comprised
between 4.5 and 5.4 Å, in substantial agreement with the minor and major axes of the largest opening (Ballirano 1Department of Earth Sciences, Sapienza Università di Roma, Piazzale Aldo Moro 5, I-00185, Roma, Italy. 2ENEA,
C. R. Casaccia, Via Anguillarese 301, I-00123, Roma, Italy. 3Department of Chemistry, Sapienza Università di Roma,
Piazzale Aldo Moro 5, I-00185, Roma, Italy. 4Rectorial Laboratory Fibres and Inorganic Particulate, Sapienza
Università di Roma, Piazzale Aldo Moro 5, I-00185, Roma, Italy. Correspondence and requests for materials should
be addressed to P.B. Alessandro Pacella1, Carlo Cremisini2, Elisa Nardi2, Maria Rita Montereali2, Ida Pettiti3 & Paolo
Ballirano 1,4 (email: paolo.ballirano@uniroma1.it) Scientific Reports | 7: 1319 | DOI:10.1038/s41598-017-01477-x 1 www.nature.com/scientificreports/ Oxides (wt.%)
Pristine
KCl treated
KCl treated
FeCl2
SiO2
60.06 (47)
57.35 (14)
58.58 (60)
Al2O3
12.81 (19)
12.78 (8)
12.82 (17)
Na2O
4.03 (27)
1.46 (11)
0.67 (27)
K2O
4.01 (42)
9.32 (13)
6.74 (67)
MgO
0.59 (24)
0.59 (9)
0.75 (22)
CaO
0
0
0
FeO
0
0
1.94 (38)
H2O*
18.50
18.50
18.50
Total
100.00
100.00
100.00
Si
28.76 (11)
28.51 (5)
28.62 (10)
Al
7.24 (11)
7.49 (5)
7.38 (10)
Na
3.75 (27)
1.41 (10)
0.63 (29)
K
2.45 (27)
5.91 (9)
4.20 (45)
Mg
0.42 (17)
0.44 (7)
0.55 (15)
Ca
0
0
0
Fe
0
0
0.79 (15)
O
72.10 (14)
72.35 (4)
72.07 (17)
H2O
29.60 (17)
30.73 (4)
30.20 (25)
R
0.799 (3)
0.792 (1)
0.795 (3)
M/(M + D)
0.936 (27)
0.944 (9)
0.896 (46)
E%
3.1
−8.6
−1.7
Tot. s.s. EF cat. (e−)
92.8
133.0
114.0
Table 1. Chemical analyses, by SEM-EDS, of both pristine16 and KCl treated fibres (3 cycles). Standard
deviations are reported in parenthesis. *Estimated. Oxides (wt.%)
Pristine
KCl treated
KCl treated
FeCl2
SiO2
60.06 (47)
57.35 (14)
58.58 (60)
Al2O3
12.81 (19)
12.78 (8)
12.82 (17)
Na2O
4.03 (27)
1.46 (11)
0.67 (27)
K2O
4.01 (42)
9.32 (13)
6.74 (67)
MgO
0.59 (24)
0.59 (9)
0.75 (22)
CaO
0
0
0
FeO
0
0
1.94 (38)
H2O*
18.50
18.50
18.50
Total
100.00
100.00
100.00
Si
28.76 (11)
28.51 (5)
28.62 (10)
Al
7.24 (11)
7.49 (5)
7.38 (10)
Na
3.75 (27)
1.41 (10)
0.63 (29)
K
2.45 (27)
5.91 (9)
4.20 (45)
Mg
0.42 (17)
0.44 (7)
0.55 (15)
Ca
0
0
0
Fe
0
0
0.79 (15)
O
72.10 (14)
72.35 (4)
72.07 (17)
H2O
29.60 (17)
30.73 (4)
30.20 (25)
R
0.799 (3)
0.792 (1)
0.795 (3)
M/(M + D)
0.936 (27)
0.944 (9)
0.896 (46)
E%
3.1
−8.6
−1.7
Tot. s.s. EF cat. (e−)
92.8
133.0
114.0
Table 1. Chemical analyses, by SEM-EDS, of both pristine16 and KCl treated fibres (3 cycles). Standard
deviations are reported in parenthesis. *Estimated. Table 1. Chemical analyses, by SEM-EDS, of both pristine16 and KCl treated fibres (3 cycles). Standard
deviations are reported in parenthesis. *Estimated. Table 1. Chemical analyses, by SEM-EDS, of both pristine16 and KCl treated fibres (3 cycles). Standard
deviations are reported in parenthesis. *Estimated. Results
ft Note: *Sample pre-treated at 65 °C for 15 hour and then at 200 °C for
2 hours. Figure 1. Drawing of (left) the framework of the K-exchanged form of erionite and of (right) the EF cations and
water molecules location within the erionite cage. H2O residing at OW sites may be partly replaced by K cations. Figure 1. Drawing of (left) the framework of the K-exchanged form of erionite and of (right) the EF cations and
water molecules location within the erionite cage. H2O residing at OW sites may be partly replaced by K cations. of traces of admixed impurities (see methods), being Ca absent in the pristine sample as indicated by SEM-EDS
analysis (Table 1). The calculated charge balance evidences that the number of Fe acquired charges is comparable
with that of released charges (Supplementary Table S1), highlighting that Fe(II) was mainly acquired by erionite
through ion-exchange with the EF cations, as reported by Ballirano et al.16 (Supplementary Table S1). However,
in the case of erionite-K, fibres fix Fe(II) within the structure through an ion-exchange process, mainly involving
K, while for erionite-Na the process mainly affected Na (Supplementary Table 2). SEM-EDS analysis of the Fe(II)
loaded sample shows a significant reduction of both K and Na content [from 5.91 (9) to 4.2 (4) apfu and from
1.41 (10) to 0.6 (3) apfu, respectively], counterbalanced by an upload of 0.79 (15) apfu Fe(II). However, ICP data
indicated only a very marginal Na release (Supplementary Table 2). The observed discrepancy between SEM-EDS
and ICP data may be attributed to the relevant Na migration occurring in the external layer of fibres during
micro-analysis17, 24. Summarizing, the following crystal chemical formula (Mg0.6Fe0.7Na1.5K4.2)[Al7.5Si28.5O72]∙
30.5H2O may be retrieved for Fe(II) erionite.i y
Pacella et al.17 indicated for erionite-Na (pristine material) a BET specific surface area, measured in the con-
ventional p/p0 0.05–0.3 range, of 252 (5) m2 g−1 and of 325 (5) m2 g−1 in the p/p0 0–0.1 range, typical of micropo-
rous materials (Table 3). The BET specific surface area of the K-exchanged samples collapses to about 12 m2 g−1. It is worth noting that erionite-Na (pristine material) possesses an external surface area of 10.1 (5) m2 g−1, i.e. a value very close to the BET surface area of K-exchanged samples (erionite-K), indicating that upon treatment
the sample behaves exclusively as a mesoporous material. Results
ft After an enrichment procedure, erionite was K-exchanged by immersion in a concentrated KCl solution (see
methods). ICP data indicate that erionite fibres released significant amounts of Na (581 nmol/mg) at the end of
the treatment with the KCl solution. SEM-EDS data of the erionite treated with the KCl solution provide clear
evidence that the K binding was successful, since the relevant increase of the K content from 2.5 (3) to 5.91 (9)
atoms per formula unit (apfu) in the fibres (Table 1). Coherently with ICP data, a marked reduction of the Na con-
tent from 3.8 (3) to 1.41 (10) apfu was evidenced. The final average crystal-chemical formula of (Na1.41K5.91Mg0.44)
[Al7.49Si28.51O72.35] · 30.73H2O allows a sample classification as erionite-K.i i
Fe(II)-loading of the K-exchanged fibres was performed by suspending erionite in a 500 µM FeCl2 solution. ICP data reveal that erionite fibres bind 290 (13) nmol/mg of Fe. Notably, the Fe amount acquired by erionite-K is
perfectly comparable with that observed by Ballirano et al.16 for erionite-Na after suspension in the 500 µM FeCl2
solution [291 (1) nmol/mg]. ICP analysis of supernatants for EF cation release evidences a significant net release
of K [445 (33) nmol/mg], coupled with a very minor release of Na, Ca, and Mg during the suspension of the fibres
in the FeCl2 solution (Table 2). It should be pointed out that the low Ca release detected is due to the presence Scientific Reports | 7: 1319 | DOI:10.1038/s41598-017-01477-x 2 www.nature.com/scientificreports/ Sample
BET surface
p/p0 0.05–0.3
(m2 g−1)
BET surface
p/p0 0.0–0.1
(m2 g−1)
Pore volume
overall (cm3 g−1)
Pristine*
252 (5)
325 (5)
0.151 (0.130)
KCl1
12.0 (5)
0.0213
KCl3
11.0 (5)
0.0195
Fe-exchanged
73.7 (17)
0.0495
Fe-exchanged*
308 (7)
393 (4)
0.182 (0.151)
Table 3. Results of N2 adsorption analyses. In italics, in parenthesis, volume of micropores. Data of the pristine
sample were taken from ref. 23. KCl1 and KCl3 refer to fibres subjected to, respectively, 1 and 3 KCl treatments
(see Materials and Methods for details). Note: *Sample pre-treated at 65 °C for 15 hour and then at 200 °C for
2 hours. Table 3. Results of N2 adsorption analyses. In italics, in parenthesis, volume of micropores. Data of the pristine
sample were taken from ref. 23. KCl1 and KCl3 refer to fibres subjected to, respectively, 1 and 3 KCl treatments
(see Materials and Methods for details). Results
ft Comparison between the site scattering (s.s.) of extra-framework (EF) cation sites calculated from
SEM-EDS chemical data (s.s. from partition) and Rietveld refinement (s.s. from Rietveld refinement). In italics,
in parenthesis, the same calculation for an estimated content of Na equal to that of the KCl treated sample, due
to the very small release of Na detected by ICP-OES. The low Na content observed by SEM-EDS is due to the
renewed Na (and possibly K) cation mobility under the electron beam arising from the leaching of the K cations
located at the OW sites. Table 4. Comparison between the site scattering (s.s.) of extra-framework (EF) cation sites calculated from
SEM-EDS chemical data (s.s. from partition) and Rietveld refinement (s.s. from Rietveld refinement). In italics,
in parenthesis, the same calculation for an estimated content of Na equal to that of the KCl treated sample, due
to the very small release of Na detected by ICP-OES. The low Na content observed by SEM-EDS is due to the
renewed Na (and possibly K) cation mobility under the electron beam arising from the leaching of the K cations
located at the OW sites. and water molecule sites is referred to (Supplementary Table S4). In the case of the K-exchanged sample we
observe a complete depletion of the Ca1 site, which is preferentially occupied by Mg and Na in the pristine sample
(erionite-Na) and a very strong reduction of the s.s. at Ca3 (occupied by Na). Conversely, the K2 site (occupied by
K) significantly increases its s.s. (Fig. 1). It is worth mentioning that the total EF s.s. drops from ca. 113 e− of the
pristine sample to ca. 94 e− of the KCl treated sample apparently indicating a significant cationic discharge during
the K binding process. The Fe(II) loading process induces a small refilling of the Ca1 site (ca. 4 e−), a significant
increase of s.s., from ca. 5 to ca. 20 e− at Ca3, whereas K2 remains substantially unchanged. Concerning the OW
sites occupied by H2O, the most relevant differences between pristine and KCl treated sample are related to a sig-
nificant s.s. increase at OW7, OW10 and OW12 and a marked reduction at OW11 in the case of the KCl treated
sample (Fig. 1). As a net result, the total OW sites s.s. rises from 245 (11) e− for the pristine to 282 (7) e− for the
KCl treated sample. Discussion Textural analysis of the KCl treated sample indicates values of the BET surface that are ca. 5% of the pristine
material. The corresponding values of ca. 10 m2 g−1 compare favourably with those observed in both amphibole
and chrysotile asbestos (3–20 m2 g−1) and are consistent with the 7–9 m2 g−1 reported by Eberly20 for erionite-K
from Rome, Oregon, USA. At the structural level, the abrupt abatement of the BET surface implies the occlusion
of all microporosity. Erionite possesses two apertures that have been considered to act as possible ways for cation
mobility, the so-called 8-member (8MR) and 6-member (6MR) rings. The first one, which is the largest, repre-
sents the preferential way for any exchange process, whereas the second one, that is shared between the cancrinite
and erionite cages, albeit of small dimensions, has been claimed to act as a revolving door for the so-called “inter-
nal ionic exchange” mechanism occurring at high temperature21, 22, 26. It is worth noting that the K2 site is located
approximately at the centre of 8MR. Therefore, the reported increased population at this site implies a more
extended occlusion of 8MR leading to a reduction of the BET surface. Despite an exchange process involving
the replacement by K (19 electrons) of (mainly) Na (11 electrons) and Mg (12 electrons), the total EF s.s (i.e. the
sum of the s.s. of Ca1, Ca2, Ca3, K1, and K2 sites) decreases (Supplementary Table S4). This is a clear indication
that a fraction of the EF cations was re-located at sites previously occupied by H2O (Fig. 1). This is confirmed
by the simultaneous increase of the total OW sites s.s. from 245 (11) e− of the pristine sample to 282 (7) e− for
the KCl treated sample mainly justified by a significant s.s. increase at OW7, OW10 and OW12 (Supplementary
Table S4). Recent investigations of the thermal behaviour of erionite21, 22 have detected relevant s.s. at both OW7
and OW12 at temperatures well exceeding that of dehydration (280–330 °C thermal range). This fact has been
attributed to the migration of EF cations toward those sites to obtain a favourable coordination with oxygen
atoms of the framework. We may hypothesize the onset of a similar mechanism in the case of the K-binding
process. Results
ft In the case of the Fe(II) loaded sample the s.s. of OW7, OW10 and OW12 reduces back and
the total water molecules s.s. decreases to 268 (9) e−. Results
ft The total volume of pores decreases from 0.151 cm3 g−1
of the pristine sample (of which 0.130 cm3 g−1 attributable to micropores) to ca. 0.02 cm3 g−1. The Fe(II) loaded
sample exhibited an increase of the BET specific surface area to 73.7 (17) m2 g−1 significantly smaller than that
of the pristine sample. In addition, the total volume of pores slightly increases with respect to the K-exchanged
samples to 0.0495 cm3 g−1. g
XRPD data reveal that the cell volume expansion of erionite-K is caused by the c-axis expansion only partly
counterbalanced by the a-axis contraction (Supplementary Table S2). Iron binding produces a further minor
contraction of both a- and c-axis leading to a cell volume smaller than that of erionite-Na (pristine material). The
c/a ratio passes from ca. 1.138 to ca. 1.140 of the two treated samples (Supplementary Table S2). As expected no
significant modifications of the framework (Fig. 1) were detected with the variation of <T-O> bond distances
(Supplementary Table S3) and T-O-T bond angles (not shown) being confined within a few standard deviations. The slightly higher R values as calculated from Jones’ determinative curves25 with respect to those from SEM-EDS
might be related to the effect of protonation at some oxygen sites of the framework progressively occurring dur-
ing treatments17. On the contrary, relevant differences are observed as far as the site scattering (s.s.) of both EF Scientific Reports | 7: 1319 | DOI:10.1038/s41598-017-01477-x 3 www.nature.com/scientificreports/ Site
KCl exchanged
Fe-exchanged
EF cation
s.s from
partition
(e−)
s.s. from
Rietveld
refinement
(e−)
EF cation
s.s from
partition (e−)
s.s. from
Rietveld
refinement
(e−)
Ca1
Mg0.6
7.2
4.1 (7)
Ca2
Na1.5K0.6
27.9
26.1 (8)
Na0.6(1.5)
6.6 (16.5)
24.3 (6)
Ca3
Mg0.3
3.6
5.3 (5)
Fe0.8
20.8
20.2 (9)
K1
K2
38
38
K2
38
38
K2
K1.3
24.7
24.7 (7)
K1.1
20.9
23.1 (6)
OW7–12
K2
38
37
K1.1
20.9
23
total
132.2
131 (2)
total
124.3 (134.2)
133 (3)
Table 4. Comparison between the site scattering (s.s.) of extra-framework (EF) cation sites calculated from
SEM-EDS chemical data (s.s. from partition) and Rietveld refinement (s.s. from Rietveld refinement). In italics,
in parenthesis, the same calculation for an estimated content of Na equal to that of the KCl treated sample, due
to the very small release of Na detected by ICP-OES. Results
ft The low Na content observed by SEM-EDS is due to the
renewed Na (and possibly K) cation mobility under the electron beam arising from the leaching of the K cations
located at the OW sites. Site
KCl exchanged
Fe-exchanged
EF cation
s.s from
partition
(e−)
s.s. from
Rietveld
refinement
(e−)
EF cation
s.s from
partition (e−)
s.s. from
Rietveld
refinement
(e−)
Ca1
Mg0.6
7.2
4.1 (7)
Ca2
Na1.5K0.6
27.9
26.1 (8)
Na0.6(1.5)
6.6 (16.5)
24.3 (6)
Ca3
Mg0.3
3.6
5.3 (5)
Fe0.8
20.8
20.2 (9)
K1
K2
38
38
K2
38
38
K2
K1.3
24.7
24.7 (7)
K1.1
20.9
23.1 (6)
OW7–12
K2
38
37
K1.1
20.9
23
total
132.2
131 (2)
total
124.3 (134.2)
133 (3)
Table 4. Comparison between the site scattering (s.s.) of extra-framework (EF) cation sites calculated from
SEM-EDS chemical data (s.s. from partition) and Rietveld refinement (s.s. from Rietveld refinement). In italics,
in parenthesis, the same calculation for an estimated content of Na equal to that of the KCl treated sample, due
to the very small release of Na detected by ICP-OES. The low Na content observed by SEM-EDS is due to the
renewed Na (and possibly K) cation mobility under the electron beam arising from the leaching of the K cations
located at the OW sites. Site
KCl exchanged
Fe-exchanged
EF cation
s.s from
partition
(e−)
s.s. from
Rietveld
refinement
(e−)
EF cation
s.s from
partition (e−)
s.s. from
Rietveld
refinement
(e−)
Ca1
Mg0.6
7.2
4.1 (7)
Ca2
Na1.5K0.6
27.9
26.1 (8)
Na0.6(1.5)
6.6 (16.5)
24.3 (6)
Ca3
Mg0.3
3.6
5.3 (5)
Fe0.8
20.8
20.2 (9)
K1
K2
38
38
K2
38
38
K2
K1.3
24.7
24.7 (7)
K1.1
20.9
23.1 (6)
OW7–12
K2
38
37
K1.1
20.9
23
total
132.2
131 (2)
total
124.3 (134.2)
133 (3) Table 4. Comparison between the site scattering (s.s.) of extra-framework (EF) cation sites calculated from
SEM-EDS chemical data (s.s. from partition) and Rietveld refinement (s.s. from Rietveld refinement). In italics,
in parenthesis, the same calculation for an estimated content of Na equal to that of the KCl treated sample, due
to the very small release of Na detected by ICP-OES. The low Na content observed by SEM-EDS is due to the
renewed Na (and possibly K) cation mobility under the electron beam arising from the leaching of the K cations
located at the OW sites. Table 4. Discussion Therefore, the extra 37 e− detected at the water molecule sites of the KCl treated sample with respect to
the pristine one may be attributed to EF cations, preferentially K. Summing this extra s.s. to that arising from the
EF cations sites a total of 131 e− is obtained in perfect agreement with that determined by SEM-EDS (Table 1). A close inspection of the spatial distribution of the OW sites indicates a few possible coordination types for EF
cations residing at (near) the OW7, OW10 and OW12 sites. However, it is expected that the reported fractional
coordinates of H2O (+cations) sites represent the average position of very close neighbouring sites. Analysis of
the s.s. at the various EF cations sites (Table 4) seems to suggest, except for Na, an unusual occurrence of K at
Ca2. This hypothesis is supported by the presence of several potential ligands in the 3.1–3.3 Å range (OW12 × 3,
OW9 × 3, O5 × 3). Both s.s. and coordination are consistent with the presence of Mg at Ca3 (Table 4). It must be
noted that, considering the s.s. from SEM-EDS data and those from Rietveld refinement, there is a remarkably,
albeit uncommon, good agreement, the possible mismatch being attributed to alkali-metal migration23. In the
present case, we may hypothesize that the almost complete pore occlusion caused by the additional K cations
prevent alkalies from migration/volatilization. Scientific Reports | 7: 1319 | DOI:10.1038/s41598-017-01477-x 4 om/scientificreports/
Figure 2. BET surface area as a function of the K content in the OW sites. www.nature.com/scientificreports/ tificreports/
Figure 2. BET surface area as a function of the K content in the OW sites. Figure 2. BET surface area as a function of the K content in the OW sites. It must be pointed out that, despite the collapse of the surface area and the occlusion of all microporosity, the
K-exchanged form unfortunately preserved its tendency to bind Fe whenever in contact with a source of Fe(II). Regarding the Fe(II) loaded sample, a significant increase of s.s. at Ca3 may be attributed to the segregation of
Fe(II) at this site (Table 4), similarly to the experiments by Ballirano et al.16. In addition, Ca1 site, previously
completely depleted during the K-exchange process, upon iron-loading acquires a s.s. that reasonably matches
that of Mg as determined by SEM-EDS. Discussion Mobilization of Mg from Ca3 to Ca1 is favoured by a relatively small,
non-occurring, distance between the two sites of 1.3 (2) Å. Therefore, we may hypothesize that Mg occupies Ca1
whereas Na is preferentially allocated at Ca2. However, the calculated s.s. of Ca2 is significantly smaller than that
retrieved from the Rietveld refinement (Table 4). We may suggest that the Na content has been underestimated
in the SEM-EDS analysis due to the well-known, above mentioned, analytical effects. The absence of a coupled
significant reduction of s.s. at K2 indicates that the Fe(II) → K exchange process, devised by ICP analysis, preva-
lently involves K ions located at the OW sites as well as those at Ca2. This hypothesis is confirmed by the reported
decrease of the total s.s. of the OW sites from 282 (7) to 268 (9) e− (Supplementary Table S4). Accordingly, the
renewed Na (and possibly K) cation mobility under the electron beam can be justified by the leaching of the K
cations located at the OW sites. On this basis, hypothesizing the same Na content as in the case of the KCl treated
sample (1.5 apfu instead of 0.6), the overall s.s. balance improves significantly. As above mentioned, the BET spe-
cific surface area fairly increases with respect to the KCl treated sample passing from ca. 10 to ca. 75 m2 g−1. Our
results showed that this is prevalently due to the release of K ions allocated in the OW sites, that therefore play a
primary role in governing the specific surface area of the fibres (Fig. 2).i p
y
g
g
pii
g
Notably, the BET specific of the Fe(II) loaded sample measured in the p/p0 0.05–0.3 range [and in the 0–0.1
range], significantly increases from 73.7 (17) m2 g−1 [and from 75.6 (17) m2] to 308 (7) m2 g−1 if the sample is fur-
ther pre-treated under vacuum at 200 °C for 1.6 hours (Table 3). The sample heating at this temperature promotes
its dehydration and consequently the migration of K hosted from the water molecular OW sites. Accordingly,
the sample reacquires the peculiarity of microporous material with the total volume of the sample increasing to
0.182 cm3 g−1 (of which 0.151 cm3 g−1 attributable to micropores), value comparable with that measured for the
pristine sample (0.151 cm3 g−1, of which 0.130 cm3 g−1 attributable to micropores). Materials and Methods Then, solid and solution were separated following the same
procedure described for KCl1 sample and stored for BET (KCl2 sample) and ICP-OES analysis, respectively. In
the third experiment, the procedure of KCl treatment was repeated three times (KCl3 sample). A blank proce-
dure, suspending the fibres in deionized water, was also performed. Notably, BET results (Table 3) showed no sig-
nificant differences in the surface area between samples undertaking one (KCl1) or three KCl treatments (KCl3). Accordingly, only one KCl treatment was performed on the enriched material for the K-binding experiment. Fe(II) binding to erionite experiment. Fe(II) binding was performed using the enriched erionite sample
previously treated with the KCl solution and following the procedure described in Ballirano et al.19. In detail,
25 mg of erionite fibres were suspended in 25 mL of a 500 µM FeCl2 solution, in a 50 mL FalconTM polypropylene
tube. All sample suspensions were prepared in a nitrogen-filled glove-bag to prevent iron oxidation. Later, all the
polypropylene tubes, closed and sealed with Parafilm®, were removed from the glove-bag and instantly placed
in an oscillating bath at 37 °C for 1 hour. After 1 h the tubes were placed again in the oxygen-free glove bag and
the supernatant solution was sampled and filtered, using a 0.22 µm nitrocellulose membrane filter, for ICP-OES
analysis. The fibres were recovered from the tube on filter, rinsed with ultrapure deionized water to remove any
residues of iron not bound, dried and stored under nitrogen prior to the SEM-EDS and XRPD investigations. Blank samples were prepared by suspending fibres in deionized water adjusted to the appropriate pH (ca. 5: i.e. the same pH of the 500 μM FeCl2 solution) by adding HCl (Ultrex II, ultrapure reagent, JT Baker). Experiments
were done in triplicate. ICP-OES analysis. To measure the concentration of released cations from the fibres suspended in both the
KCl and FeCl2 solutions, the filtered solutions were properly diluted with 1% nitric acid solution and analysed by
ICP-OES. All measurements were performed using an Optima 2000 DV ICP-OES spectrometer (Perkin-Elmer,
Waltham, MA, USA) equipped with a cross flow nebulizer placed inside a Scott spray chamber. ICP Aristar
(BDH) standard solutions in nitric acid for the investigated elements were used to prepare the calibrating solu-
tions for ICP-OES analyses. To ensure adequate quality assurance, the measures of the standard solutions were
regularly repeated after the analysis of a defined number of samples. Materials and Methods In the second experiment, the fibres after having been subjected to the first treatment were added again in a
fresh KCl solution and stirred for other two hours. Then, solid and solution were separated following the same
procedure described for KCl1 sample and stored for BET (KCl2 sample) and ICP-OES analysis, respectively. In
the third experiment, the procedure of KCl treatment was repeated three times (KCl3 sample). A blank proce-
dure, suspending the fibres in deionized water, was also performed. Notably, BET results (Table 3) showed no sig-
nificant differences in the surface area between samples undertaking one (KCl1) or three KCl treatments (KCl3). Accordingly, only one KCl treatment was performed on the enriched material for the K-binding experiment. K binding to erionite experiment. K binding was performed following the indications of Eberly20 except
for rescaling of the quantity of the materials. The KCl solution was obtained by dissolving 75 g of potassium
chloride (KCl anhydrous ACS ≥99%, Sigma Aldrich) in 250 mL of deionized water. About 500 mg of erionite
were placed in a 50 mL FalconTM polypropylene tube with 2 mL of KCl solution at 65 °C in an oscillating bath. A
non-enriched material was used for a trial to define the best operating conditions for the K-binding procedure. In detail, three different treatments of the fibres with KCl solution were done. In the first one, fibres were stirred
with KCl solution for 2 hours. Then, the fibres were separated from the solution by centrifugation at 4000 rpm for
10 min. The solution was filtered with a 0.2 µm membrane filter and stored for ICP-OES analysis. The fibres were
recovered on filter and repeatedly rinsed with ultrapure deionized water to remove any residues of Cl ions and
K not bound. The washing procedure was repeated until the absence of Cl ions was evidenced by the absence of
opalescence in the washing solution after the addition of few drops of a solution of AgNO3 (0.1N). At the end of
these washing cycles the fibres were dried and stored prior to the BET surface area measurement (KCl1 sample).iti g yi
p
(
p )
In the second experiment, the fibres after having been subjected to the first treatment were added again in a
fresh KCl solution and stirred for other two hours. Conclusions Erionite-Na experienced a dramatic reduction of the BET surface area of ca. 95% upon K-loading indicating
that the sample behaves exclusively as a mesoporous material, coherently with literature data. Although the large
potassium ions blocked off nearly all the adsorption cavities, erionite-K preserves its capacity of binding Fe(II)
in the erionite cavity by ionic exchange, with efficiency comparable to that observed for the pristine sample
(erionite-Na). Rietveld refinement highlighted that the K ions residing at the OW sites provide a significant con-
tribution to the reduction of the BET surface area. Coherently, the Fe(II) loaded sample showed a BET specific
surface reduced of ca. 25% with respect to that of the pristine sample (erionite-Na). Notably, since the well-known
relationship between surface properties of fibres and their interacting ability with biological medium27–31, this
abrupt reduction supposedly plays a fundamental role in governing the corresponding chemical reactivity of
erionite. It is worth noting that our experiments testify the very strong tendency of Fe(II) to bind to the erionite
structure owing to its relatively high ionic potential exceeding that of the common EF cations. In fact, it is able
to enter even into a very crowded erionite cage hosting additional large K cations at sites previously occupied by
water molecules. Therefore, yet in the case of a very peculiar and potentially hostile crystal chemical and struc-
tural environment for a Fe(II) ion-exchange process we found essentially the same kinetics observed in a typical
erionite sample16. This is a clear evidence of the very limited effect of the chemical composition of fibres on the
Fe(II) bind process and, accordingly, we may hypothesize that their chemical composition does not play a signifi-
cant role in inducing toxicity. Present results are of interest in future attempts to engineer alternative roads toward
the (partial) inactivation of those fibres. Scientific Reports | 7: 1319 | DOI:10.1038/s41598-017-01477-x 5 www.nature.com/scientificreports/ Materials and Methods Materials and Methods Materials. We used erionite-Na from Rome, Oregon, USA that has been previously characterized from the
chemical and structural point of view by Ballirano et al.15. It has a crystal chemical formula (Na3.75K2.45Mg0.42)
[Al7.24Si28.76O72.10] · 29.60H2O. About 5 g of the raw sample were enriched following the protocol devised by
Ballirano and Cametti32. SEM-EDS analysis. Chemical analyses were performed using a Quanta 400 SEM equipped with an EDAX
Genesis EDS system (FEI, Hillsboro, OR, USA) and operating at 15 kV accelerating voltage, 11 mm working
distance and 0° tilt angle. Chemical data were collected at least at 8 analytical points and the crystal chemical for-
mulae were calculated, after renormalization of the chemical analyses hypothesizing a water content of 18.5 wt.%
(corresponding to ca. 30 apfu), on the basis of 36 (Si + Al) apfu. The balance error formula E%33 and the K content
test34 were evaluated for selecting the reliable analyses. K binding to erionite experiment. K binding was performed following the indications of Eberly20 except
for rescaling of the quantity of the materials. The KCl solution was obtained by dissolving 75 g of potassium
chloride (KCl anhydrous ACS ≥99%, Sigma Aldrich) in 250 mL of deionized water. About 500 mg of erionite
were placed in a 50 mL FalconTM polypropylene tube with 2 mL of KCl solution at 65 °C in an oscillating bath. A
non-enriched material was used for a trial to define the best operating conditions for the K-binding procedure. In detail, three different treatments of the fibres with KCl solution were done. In the first one, fibres were stirred
with KCl solution for 2 hours. Then, the fibres were separated from the solution by centrifugation at 4000 rpm for
10 min. The solution was filtered with a 0.2 µm membrane filter and stored for ICP-OES analysis. The fibres were
recovered on filter and repeatedly rinsed with ultrapure deionized water to remove any residues of Cl ions and
K not bound. The washing procedure was repeated until the absence of Cl ions was evidenced by the absence of
opalescence in the washing solution after the addition of few drops of a solution of AgNO3 (0.1N). At the end of
these washing cycles the fibres were dried and stored prior to the BET surface area measurement (KCl1 sample). References Crystal structure and iron topochemistry of erionite-K from Rome,
Oregon, USA. Am. Mineral. 94, 1262–1270, doi:10.2138/am.2009.3163 (2009). g
2. Matassa, R., Famigliari, G., Relucenti, M., Battaglione, E., Downing, C., Pacella, A., Cametti, G. & Ballirano, P. A Deep Look Into
Erionite Fibres: an Electron Microscopy Investigation of their Self Assembly Sci Rep 5 16757 doi:10 1038/srep16757 (2015) 2. Matassa, R., Famigliari, G., Relucenti, M., Battaglione, E., Downing, C., Pacella, A., Cametti, G. & Ballirano, P. A Deep Look Into
Erionite Fibres: an Electron Microscopy Investigation of their Self-Assembly. Sci. Rep. 5, 16757, doi:10.1038/srep16757 (2015). 3 C
A All
i
M Ri
d
C G
di
G Y
H & C
b
M N
I
Ri h P
ti l
Li
th S
f 13. Croce, A., Allegrina, M., Rinaudo, C., Gaudino, G., Yang, H. & Carbone, M. Numerous Iron-Rich Particles Lie on the Surface of
Erionite Fibers from Rome (Oregon, USA) and Karlik (Cappadocia, Turkey). Microsc. Microanal. 21, 1341–1347, doi:10.1017/
S1431927615014762 (2015).i 14. Gualtieri, A. F., Bursi Gandolfi, N., Pollastri, S., Pollok, K. & Langenhorst, F. Where is iron in erionite? A multidisciplinary study of
fibrous erionite-Na from Jersey (Nevada, USA). Sci. Rep. 6, 37981, doi:10.1038/srep37981 (2016).f i
15. Eborn, S. K. & Aust, A. E. Effect of iron acquisition on induction of DNA single-strand breaks by erionite, a carcinogenic mineral
fiber. Arch. Biochem. Biophys. 316, 507–514, doi:10.1006/abbi.1995.1067 (1995).iii f
Biochem. Biophys. 316, 507–514, doi:10.1006/abbi.1995.1067 (1995 i
p y
6. Ballirano, P. et al. Fe(II) segregation at a specific crystallographic site of fibrous erionite: A first step toward the understanding of the
mechanisms inducing its carcinogenicity. Micropor. Mesopor. Mat. 211, 48–63, doi:10.1016/j.micromeso.2015.02.046 (2015). g
g
y
p
p
j
17. Pacella, A., Fantauzzi, M., Atzei, D., Cremisini, C., Nardi, E., Montereali, M. R., Rossi, A. & Ballirano, P. Iron within the erionite
cavity and its potential role in inducing its toxicity: Evidence of Fe(III) segregation as extra-framework cation. Microp. Mesop. Mat. 237, 168–179, doi:10.1016/j.micromeso.2016.09.021 (2017). j
18. Schwidder, M., Santhosh Kumar, M., Klementiev, K. V., Pohl, M. M., Brückner, A. & Grünert, W. Selective reduction of NO with
Fe-ZSM-5 catalysts of low Fe content I. Relations between active site structure and catalytic performance. J. Catal. 231, 314–330,
doi:10.1016/j.jcat.2005.01.031 (2005). j j
(
)
19. Zecchina, A., Rivallan, M., Berlier, G., Lamberti, C. & Ricchiardi, G. Materials and Methods Concerning the Fe(II) binding to erionite
experiments, the amount of Fe bound to the fibres (nmol/mg) was calculated by difference between the Fe con-
centration measured in the initial solution and that measured in the solution after 1 h of sample incubation. The net cation release was calculated by difference between the values measured after suspension in the FeCl2
solution and those measured after suspension of fibres in water at the appropriate pH (ca. 5). In order to verify
if Fe(II) was acquired by erionite through an ion exchange mechanism, a charge balance was calculated using
the same approach of Eborn and Aust15. The number of charges of each element was determined multiplying the
nanomoles by the valence of the corresponding element and therefore, the net charges released into solution were
compared to the total charges acquired in form of Fe. Surface area measurements. Surface area, Brunauer–Emmett–Teller (BET) multipoint method35, and
textural analysis were obtained by N2 adsorption/desorption measurements at the liquid nitrogen temperature
(−196 °C), using a 3-Flex analyser (Micromeritics, Norcross, GA, USA). Before analysis, samples were pre-treated
under vacuum at 65 °C for 15 hours. The pores distribution was determined from the adsorption curve by the
Barret–Joyner–Halenda (BJH) method36 and from the analysis of the micropore isotherm by the t-test37 taking
the curve of Harkins and Jura38. The total pore volume was determined by the rule of Gurvitsch39. Scientific Reports | 7: 1319 | DOI:10.1038/s41598-017-01477-x 6 www.nature.com/scientificreports/ X-ray powder diffraction (XRPD). XRPD data were collected in transmission mode, using SiO2-glass cap-
illaries, on a D8 Advance (Bruker AXS, Karlsruhe, Germany) equipped with incident-beam focussing Göbel
mirrors and a PSD VÅntec-1. XRPD patterns were collected in the 6–145° 2θ angular range, 0.022° 2θ step-size
and 10 s counting time. Data were evaluated by a mixed Rietveld/Pawley method described in ref. 26 using Topas
V.4.240. Starting structural data were taken from Ballirano et al.16 and refinement procedures follow Ballirano41. A content of chabazite (Ca2Al4Si8O24 ∙ 12H2O) and quartz (SiO2) of ca. 3 and 0.1 wt.% have been calculated by
the Rietveld method, respectively, and ≪5 wt.% of nontronite has been estimated. Miscellaneous data of the
refinements are reported as Supplementary Table S5. Conventional Rietveld plots are reported as Supplementary
Figure S1. References 1. Tschernich, R. W. Zeolites of the world pp. 156–166 (Geoscience Press, 1992).i 1. Tschernich, R. W. Zeolites of the world pp. 156–166 (Geoscience Press, 1992).i 2. Baris, Y. I. et al. An outbreak of pleural mesothelioma and chronic fibrosing pleurisy in the village of Karain/Urgup in Anatolia
Thorax 33, 181–192, doi:10.1136/thx.33.2.181 (1978). Thorax 33, 181–192, doi:10.1136/thx.33.2.181 (1978). h
(
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3. IARC IARC. Monographs on the evaluation of the carcinogenic risk to humans. Silica and some silicates. 42, 225–239 (1987). 4 IARC IARC Monographs on the evaluation of the carcinogenic risk to humans Arsenic metals fibres and dusts 100 311 31 h
3. IARC IARC. Monographs on the evaluation of the carcinogenic risk to humans. Silica and some silicates. 42, 225–239 (1987). 4. IARC IARC. Monographs on the evaluation of the carcinogenic risk to humans. Arsenic, metals, fibres and dusts. 100, 311–316
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3. IARC IARC. Monographs on the evaluation of the carc R
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g p
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k
,
(
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The financial support by Sapienza Università di Roma (P.R. Ateneo 2014, Prof. Ballirano) is acknowledged. g
The financial support by Sapienza Università di Roma (P.R. Ateneo 2014, Prof. Ballirano) is acknowledged. Author Contributions A.P. performed SEM-EDS, analysed the results, wrote and revised the manuscript; C.C., E.N. and M.R.M. engineered and performed binding experiments, carried out ICP-OES measurements, analysed the results, wrote
and revised the manuscript; I.P. performed surface area measurements, analysed the results, wrote and revised
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(2016).iil 32. Ballirano, P. & Cametti, G. Crystal chemical and structural modifications of erionite fibers leached with simulated lung fluids. Am. Mineral. 100, 1003–1012, doi:10.2138/am-2015-4922 (2015). 33 P
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12 8 1301 (19 0) 33. Passaglia, E. The crystal chemistry of chabazites. Am. Mineral. 55, 1278–1301 (1970). Scientific Reports | 7: 1319 | DOI:10.1038/s41598-017-01477-x 7 Additional Information Supplementary information accompanies this paper at doi:10.1038/s41598-017-01477-xh Competing Interests: The authors declare that they have no competing interests. Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and
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Isotope Effects in ESR Spectroscopy
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Molecules 2013, 18, 6679-6722; doi:10.3390/molecules18066679 Molecules 2013, 18, 6679-6722; doi:10.3390/molecules18066679 Keywords: effects of nuclear spin; mass dependency; magnetic moment; local symmetry;
time dependency; vibronics and tunnelling in ESR 1. Introduction The physical explanation of the phenomenon and the usage of isotopes for industrial or medical
purposes are highly developed technical and scientific areas [1,2]. This is also true for the method of
electron spin resonance (ESR) [3,4]. ESR supplies a well-developed instrumental as well as a
theoretical basis. The ESR method is suitable to examine systems with unpaired spins [3,5], which
interact with each other, as well as with stationary or time-dependent magnetic and electric fields,
coherent electromagnetic radiation (in general microwaves), and the magnetic moments of neighbouring
nuclei. On this the microscopic degrees of freedom of the system under examination act mediating and
modulating in addition to the local structure constraints. Based on the experimental findings and the
respective theoretical interpretation many basic phenomena of quantum mechanics can be understood. Moreover, important contributions to the solution of basic problems of physics, chemistry, biology,
medicine, geology, and environmental science could be delivered. The method is indispensable on
examining the effect of ionizing radiation of foodstuff and other objects. This requires the cooperation
of scientists from different fields of work. The difficulty of the method is and will remain the complex
interpretation of the experimental findings, even on considering the technical progress in the field. Essential problems of ESR can be solved by the use of isotopes. Last but not least the application of
the isotope methods in ESR requires good skills in the art of chemical preparation and a certain
“chemical feeling” for discussing the results. Moreover, using isotopes in spectroscopy has been done for a long time already, and is highly
developed nowadays [1]. A large number of publications speak for that fact. Finally, it is the task of
spectroscopy to deliver information about the system under investigation. Applications in mass
spectrometry, infrared spectroscopy, and nuclear magnetic resonance (NMR) prove that statement. Altogether, the thermal, mechanical, electrical, optical, magnetical, and chemical properties of the
samples, including their enclosed atoms, are specifically changed on using isotopes. The usage of isotopes in ESR spectroscopy supports the signal assignment and, thus, to obtain the
desired physical, chemical, biological, and geological information about the examined systems out of
the recorded spectra. Reinhard Stößer 1 and Werner Herrmann 2,* 1 Institute of Chemistry, Humboldt University of Berlin, Brook-Taylor-Str. 2, Berlin 12489,
Germany; E-Mail: rs1939@gmx.net 1 Institute of Chemistry, Humboldt University of Berlin, Brook-Taylor-Str. 2, Berlin 12489,
Germany; E-Mail: rs1939@gmx.net 2 Institute of Pharmacy, Free University Berlin, Kelchstr. 31, Berlin 12169, German * Author to whom correspondence should be addressed; E-Mail: wfh@zedat.fu-berlin.de
Tel.: +49-30-8385-0695; Fax: +49-30-8385-0685. * Author to whom correspondence should be addressed; E-Mail: wfh@zedat.fu-berlin.de;
Tel.: +49-30-8385-0695; Fax: +49-30-8385-0685. Received: 26 March 2013; in revised form: 14 May 2013 / Accepted: 29 May 2013 /
Published: 7 June 2013 Received: 26 March 2013; in revised form: 14 May 2013 / Accepted: 29 May 2013 /
Published: 7 June 2013 Abstract: In order to present the relationship between ESR spectroscopy and isotope
effects three levels are considered: (i) ESR spectroscopy is described on a general level up
to the models for interpretation of the experimental spectra, which go beyond the usually
used time and mass independent spin-Hamilton operator, (ii) the main characteristics of the
generalized isotope effects are worked out, and finally (iii) the basic, mainly quantum
mechanical effects are used to describe the coupling of electron spins with the degrees of
freedom, which are accessible under the selected conditions, of the respective paramagnetic
object under investigation. The ESR parameters and the respective models are formalized
so far, that they include the time and mass depending influences and reflect the specific
isotope effects. Relations will be established between the effects in ESR spectra to spin
relaxation, to spin exchange, to the magnetic isotope effect, to the Jahn-Teller effects, as well
as to the influence of zero-point vibrations. Examples will be presented which demonstrate
the influence of isotopes as well as the kind of accessible information. It will be
differentiated with respect to isotope effects in paramagnetic centres itself and in the
respective matrices up to the technique of ESR imaging. It is shown that the use of isotope
effects is indispensable in ESR spectroscopy. Keywords: effects of nuclear spin; mass dependency; magnetic moment; local symmetry;
time dependency; vibronics and tunnelling in ESR Keywords: effects of nuclear spin; mass dependency; magnetic moment; local symmetry;
time dependency; vibronics and tunnelling in ESR Molecules 2013, 18 Molecules 2013, 18 6680 1. Introduction Basically there are three fields of application on using isotopes: (i) Proof and
application of quantum effects by means of ESR, (ii) isotopes as means for signal assignment in case
of complex ESR spectra, and (iii) detection and interpretation of kinetic and isotope effects under
participation of the electron spin. Concerning the topic “isotopes as a means for the identification in
the case of complex ESR spectra” one can find a large number of papers, i.e., the respective
methodology has been developed farthest, while publications in the other two fields are relatively rare
due to their higher theoretical standard. The usage of isotopes may significantly contribute to simplify complex spectra, to explain the origin
of specific atoms in chemical products, or to allow the observation of structural and micro-dynamic
processes, respectively. This is based on the characteristic differences in the properties of isotopes such
as mass, nuclear volume, nuclear spin, and nuclear magnetic moment. Using these differences in properties
requires good skills in chemical synthesis for the defined placement of isotopes in the molecular
structure or in the lattice of a solid in case there is no possibility to use the natural abundance. Molecules 2013, 18 6681 All this is connected to the underlying theoretical models such as Jahn-Teller effects, tunnel effects,
vibronic couplings, zero-point oscillations, spin exchange, spin-phonon couplings, and magnetic
isotope effects. All this is connected to the underlying theoretical models such as Jahn-Teller effects, tunnel effects,
vibronic couplings, zero-point oscillations, spin exchange, spin-phonon couplings, and magnetic
isotope effects. The detection and identification of paramagnetic species in ESR is still a problem, e.g., in order to
prevent fast chemical reactions many radical systems have been made observable at low temperatures
or in a chemical way by introducing steric hindrances into their structures (spin probes, spin traps [6,7]). Simultaneously there has been a fast technical progress in the ESR equipment particularly with respect
to sensitivity and spectral resolution [3,8–13]. Nevertheless the isotopic marking is of great importance
for the decryption of the hyperfine structure patterns. Thus, it is an aim of the present paper to present the ‘state of the art’ of ESR (somehow deviating
from the existing monographs [3,14–16]) in such a way that the relations between the ESR parameters
and the characteristic properties of isotopes become evident. 1. Introduction These relations will be discussed by means
of selected properties and suitable examples starting with the schematic representation of the interactions
of a paramagnetic particle (see Figure 1). 2.1. Basic Principle of ESR Schematic representation of the realization of an ESR spectrum (blue) starting
from the different properties of a paramagnetic particle including different internal and external
interactions as well as specific influences of the matrix. The green marking shows those
parameters including the resulting effects which are not part of the common Spin-Hamiltonian. The possible isotope effects are marked red. Using the given models for interpretation
detailed information about structure and dynamics of the examined paramagnetic systems
will be accessible. Figure 1. Schematic representation of the realization of an ESR spectrum (blue) starting
from the different properties of a paramagnetic particle including different internal and external
interactions as well as specific influences of the matrix. The green marking shows those
parameters including the resulting effects which are not part of the common Spin-Hamiltonian. The possible isotope effects are marked red. Using the given models for interpretation
detailed information about structure and dynamics of the examined paramagnetic systems
will be accessible. ill be accessible. 2.1. Basic Principle of ESR ESR is the most important analytical instrument for the examination of paramagnetic compounds. At first this is related to the structure of molecules, distributions of spin densities [17,18] and the
dynamics of molecules. There are many applications of the aspects, which will be discussed in greater
detail further on, in the fields of biology, medicine, the chemistry of radicals [6,7], metal-organic
compounds, solid state physics and chemistry, food chemistry, pharmacy, in geology, and archaeology. ESR differs from nuclear magnetic resonance (NMR) only quantitatively [19] It belongs to those ESR is the most important analytical instrument for the examination of paramagnetic compounds. At first this is related to the structure of molecules, distributions of spin densities [17,18] and the
dynamics of molecules. There are many applications of the aspects, which will be discussed in greater
detail further on, in the fields of biology, medicine, the chemistry of radicals [6,7], metal-organic
compounds, solid state physics and chemistry, food chemistry, pharmacy, in geology, and archaeology. ESR differs from nuclear magnetic resonance (NMR) only quantitatively [19]. It belongs to those
spectroscopic methods which apply magnetic fields and coherent electromagnetic radiation. Usually the
high-frequency susceptibility χ”(ω) of a sample is measured in a device in which the high-frequency
magnetic induction
1
B
is perpendicular to the static field
0
B
. According to the resonance condition: compounds, solid state physics and chemistry, food chemistry, pharmacy, in geology, and archaeology. ESR differs from nuclear magnetic resonance (NMR) only quantitatively [19]. It belongs to those
spectroscopic methods which apply magnetic fields and coherent electromagnetic radiation. Usually the
high-frequency susceptibility χ”(ω) of a sample is measured in a device in which the high-frequency
magnetic induction
1
B
is perpendicular to the static field
0
B
. According to the resonance condition: h ν = g β B
or ω = γ B
(1) (1) where γ: gyromagnetic ratio, the internal magnetic moments (of the unpaired electrons) will flip. Thus,
the ESR experiment consists of microwave radiation entering a cavity (with a sample) which is
critically coupled to the microwave generator and absorbs the microwave completely. On passing the
resonance, e.g., by variation of the static field
0
B
, a mismatching of the resonator and hence, and a
part of the microwave radiation will be registered at the microwave diode. Molecules 2013, 18 6682 Figure 1. Molecules 2013, 18 6683 Figure 2(a) shows a simplified scheme of an ESR apparatus. The sample is located between the
poles on an electromagnet and will be exposed to microwave irradiation of frequency ν. Plotting the
microwave diode current iD versus the magnetic induction B0 gives a horizontal line with a dip in the
case of resonance (h ν = g β B0), which is an expression of the microwave absorption by the electron
spins of the sample at Bres. Figure 2. Strongly simplified scheme of an ESR spectrometer (a) and splitting of the
nuclear spin states with I = ½ in the zero field by the electron spin S = ½ (↓) (b). From a theoretical point view this means that if the energy levels and the wave function of
a paramagnetic system are known, the disturbance of the system by a magnetic field (Zeeman
effect, [3,20,21]) and transition between the Zeeman levels are the precondition for the ESR. Then that
and the resonance absorption of electromagnetic radiation in the microwave or radio frequency (RF)
range together with spin relaxation and other temperature and pressure depending effects (see Figure 1)
determine the resulting ESR spectra [3,19]. Generally many ESR spectra can be described by a simple
Spin-Hamilton operator (see [3,22]). Its matrix elements determine position and intensity of the
absorption lines in the microwave or RF range of the electromagnetic radiation. But explicit mass and
time dependent effects are ignored and only a part of isotope effects (magnetic moments
N
μ
and
nuclear spins I
) can be taken into account. To grasp the full spectrum of isotope effects further models
(see Figure 1 and Section 2.9.) are necessary. The electron and nuclear spin (S
and I
) as well as the
magnetic induction
0
B
(and their combinations; see Figure 1) are represented by operators connected by
spin coupling coefficients [17,18], which depend on structure and properties of the examined system
(see e.g., [23,24]). Favourably the arrangement of the Spin-Hamilton terms will be selected in such a
way that they transform as the irreducible presentation of the point groups of the system [25]. Next to
the experimental possibility to determine the components of the Spin-Hamiltonian (see e.g., [3,17,18,22]),
they can be calculated by quantum mechanical means on using electronic state (or wave) functions. 2.1. Basic Principle of ESR interaction with
0
B
(Zeeman effect)
interaction with
1
B
h ν = γ β B
properties of paramagnetic particles
(spin, orbits which can be described
by parameters independent of time
properties of paramagnetic particles
depending on m, T, p, and t
paramagnetic particles
S ≠ 0
(I ≠ 0)
ESR experiment
ESR spectrum
models
isotope effects
f(I, γN, μN, nuclear
volume)
spin-spin interaction
static Jahn-Teller effect
Spin-Hamiltonian
⋅ zero point energy
⋅ phonon effects
⋅ dynamic Jahn-Teller effect
⋅ orbital-lattice interaction
⋅ thermal modulation of the
crystal field and the zfs
⋅ molecular reorientation
⋅ spin relaxation
⋅ tunnel effect; spin
exchange
⋅ chemical reaction
isotope effects
f(m, (T, t) …)
equations of motion
[
]
B
dt
d
H
t
i
∧
=
Ψ
=
Ψ
μ
γ
μ
ϑ
ϑ
,
Matrix
(all states of
aggregation)
Characterization of the paramagnetic system with respect to dynamics, to the mechanisms
of its chemical reactions, to the spin density distributions in ground and excited states, to
local symmetry and to the mechanisms of couplings of the electron spin with the degrees of
freedom of the matrix
information properties of paramagnetic particles
depending on m, T, p, and t properties of paramagnetic particles
(spin, orbits which can be described
by parameters independent of time Matrix
(all states of
aggregation) paramagnetic particles
S ≠ 0
(I ≠ 0) spin-spin interaction
static Jahn-Teller effect interaction with
0
B
(Zeeman effect)
interaction with
1
B
h ν = γ β B Spin-Hamiltonian models information Characterization of the paramagnetic system with respect to dynamics, to the mechanisms
of its chemical reactions, to the spin density distributions in ground and excited states, to
local symmetry and to the mechanisms of couplings of the electron spin with the degrees of
freedom of the matrix Molecules 2013, 18 Which effects or
processes explicitly involve spins or which observables are produced by the spin? There are two more
items to be named: (i) Taking into account the Pauli principle in form of quantum numbers inclusive the spin
conservation, e.g., in chemical reactions, during Pauli repulsion (see Section 3.8.11.), and finally in
anti-symmetry of the electronic wave function. Due to the vector character of the spin the couplings
with the vector components of electric and magnetic fields are to represent by coupling matrices with
tensor character. If these matrices are determined (gˆ , Aˆ ,Tˆ , …, see [3,27]), important information
about structure and dynamics of the paramagnetic species can be gained on using further models (see
Sections 2.8. and 2.9. and Figure 1). Simplified the spin can be considered to be a further indicator of
the total state (wave) function [17,18]. Contrary to the indistinguishable electrons having only one spin
quantum number S = ± ½ (see also [17,28]), the nuclei including the isotopes are described by a
considerable number of nuclear spins and the corresponding magnetic dipole and electric quadrupole
moments. Together with this a large number of applications exist which are based on nuclear
moments. To name only the most important one: nuclear magnetic resonance (NMR). Which effects or
processes explicitly involve spins or which observables are produced by the spin? There are two more
items to be named: (ii) The electron-spin interaction leads to a splitting of the originally degenerated energy levels and
the transitions between them represent the fine structure (see also Section 2.3.). (ii) The electron-spin interaction leads to a splitting of the originally degenerated energy levels and
the transitions between them represent the fine structure (see also Section 2.3.). (iii) It is not always necessary to solve the complete many-electrons equation of motion (e.g., the
complete Schrödinger equation) in order to achieve an acceptable adaption to the experimental fine
structure. In most of theses cases the effects of spins are essential and a Spin-Hamilton operator can be
established which is (only) a function of the spin operators [17,18]. Thus, the Spin-Hamilton operator
connects theory and many of the spin depending experimental results. By means of ESR one could contribute to answering basic questions in physics, chemistry, geology,
archaeology, biology, and medicine [3,29]. Molecules 2013, 18 As
mentioned above the Spin-Hamiltonian described in such a way does not depend on m, T, p, n
(n: Amount of substance), …, phonons, etc. It is assumed, that on applying that spin-Hamilton model
the atomic nuclei are “fixed”. On doing so, vibronic effects cannot be considered explicitly, despite the
fact that they may change experimental spectra considerably. This is true, e.g., for the Jahn-Teller
effect [25], which in ESR spectroscopy is manifested in vibronic reduction, tunnel splitting, random-
strain, and relaxation effects, and causes e.g., a distinctive dependency of fine and hyperfine structure
on the temperature. These phenomena get eye-catching e.g., on observing the un-common
paramagnetic resonance properties of Cu(II) compounds [25,26]. A qualitatively correct interpretation Molecules 2013, 18 Molecules 2013, 18 6684 of the respective spectra can be achieved as a function of the Jahn-Teller dynamics of the nuclear
configuration (and therefore the nuclear masses, too [25]). Therefore there is a necessity for a considerable extension of the original Spin-Hamilton operator
for the interpretation of real ESR spectra, including the consideration of isotope effects. Before that a
deeper understanding about the phenomena and properties of electrons and nuclear spins should be
developed. Under aspects of applications, electron and nuclear spins have to be considered as follows: (i) Taking into account the Pauli principle in form of quantum numbers inclusive the spin
conservation, e.g., in chemical reactions, during Pauli repulsion (see Section 3.8.11.), and finally in
anti-symmetry of the electronic wave function. Due to the vector character of the spin the couplings
with the vector components of electric and magnetic fields are to represent by coupling matrices with
tensor character. If these matrices are determined (gˆ , Aˆ ,Tˆ , …, see [3,27]), important information
about structure and dynamics of the paramagnetic species can be gained on using further models (see
Sections 2.8. and 2.9. and Figure 1). Simplified the spin can be considered to be a further indicator of
the total state (wave) function [17,18]. Contrary to the indistinguishable electrons having only one spin
quantum number S = ± ½ (see also [17,28]), the nuclei including the isotopes are described by a
considerable number of nuclear spins and the corresponding magnetic dipole and electric quadrupole
moments. Together with this a large number of applications exist which are based on nuclear
moments. To name only the most important one: nuclear magnetic resonance (NMR). Molecules 2013, 18 That means in particular, the detection and characterization
of paramagnetic states including their surrounding in all states of aggregation, mainly in fluid systems,
crystalline and amorphous insulators and semiconductors. The majority of the up to now presented
papers is related ground state phenomena, but important and in part unique information about optically
excited states (e.g., triplet states [3,27]) can be obtained, too. The application of spin probes allows the characterization of chemically and biologically important
systems concerning their structures, dynamics, and function [6,7]. It has to be emphasized, that
investigations of the mechanisms of photosynthesis, other biochemical, as well as chemical reactions
have been carried out on using the techniques of spin trapping and spin polarization [6,7,30]. Unique
contributions to the consequences of the Jahn-Teller [25,31] and tunnel effects [32,33] could be
provided by ESR spectroscopy. The phenomenon of spin exchange [34,35] is an important field of
ESR because it not only allows the characterization of the matrix but also the differentiation between
chemically reactive and non-reactive collision of particles. Molecules 2013, 18 Molecules 2013, 18 6685 Last but not least, ESR delivered proofs for basic theories in physics and chemistry, as well as for
the existence of quantum effects (see e.g., Pauli principle, Hund’s rule, e.g., the quartet ground state of
N, exchange interactions [36]). For that the usage of isotopes plays an important role which should not
be underestimated (see Sections 3.3.2. and 3.8.1.1.). The technical progress contributed much to raise the information content of ESR spectra mainly
through higher sensitivity, the usage of non-stationary methods (e.g., pulse methods [14,15]), multiple
frequencies, multi-dimensional procedures, imaging, and finally the complete field of chemical means
for spectra interpretation (use of isotopes, introducing steric hindrances, trapping techniques). Nonetheless, the usage of isotopes remains of great importance for improving the spectral
assignments despite the latest technical progress in electronic equipment and the development of (new
and improved mathematical) models, and there is no sign for a replacement of isotope usage. This will
be clear on looking e.g., at the important element oxygen. The direct ESR detection of the
paramagnetic molecule is still difficult [3]. In compounds it can be observed only in case of its isotope
17O (I = 5/2, 0.0373% natural abundance) directly. Other spectroscopic methods (NMR, MS, IR, etc.)
have to use isotopic patterns for a doubtless interpretation of their results, too. It should be mentioned here, that the usage of isotopes as replacement of the naturally occurring
atoms is expensive. Moreover, the synthesis of isotopically labelled compounds requires high
technical skills. 2.2. Parameters of the Spin-Hamiltonian 2.2.2. The Hyperfine Interaction 2.2.2. The Hyperfine Interaction 2.2.2. The Hyperfine Interaction 2.2.2.1. Nuclear Spin, Nuclear Magnetic Moment, Hyperfine Structure, and General Relations to
Isotope Effects 2.2.2.1. Nuclear Spin, Nuclear Magnetic Moment, Hyperfine Structure, and General Relations to
Isotope Effects Due to the fact that the nucleus can be considered to be an electromechanic system it should have
electromagnetic moments. The first hypotheses concerning a nuclear spin and the nuclear moments
have been made by Allen in 1915, Oxlay in 1921, Pauli in 1924, and others, while Pauli considered the
nuclear spin to be reason for the hyperfine structure of optical spectra already [40]. First experimental results came from Back and Goudsmit [41] based in particular on their
observations of the bismuth nucleus (see also [28]). A first value for the nuclear magnetic moment (7Li)
was delivered by Breit and Doerman [42] and Jackson [43] tried to measure the nuclear moment of
133Cs directly by means of optical spectroscopy (it is interesting that starting from 1963 the transition
between two hyperfine levels of that isotope serves as the unit of time; see also [44]). In general, by improving the resolution of the atomic spectra it could be shown, that the fine
structure again splits (e.g., the further splitting of the doublet of the yellow sodium line by the nuclear
spin of sodium) and the originally four quantum numbers of the electronic states (n, l, m, s [45–47])
are not sufficient to explain that phenomenon. A nuclear spin had to be assigned to the respective
nuclei, too. It turned out that in case of isotope effects the charge distribution in the nucleus is no
longer spherically symmetric; the nucleus-energy level is different for different isotopes. Moreover,
another isotope effect comes along; the mass dependence of the Rydberg constant [46,47]. That
dependency results from a small ‘joint movement of the nucleus’ due to the movement of the
surrounding electrons. That effect is largest with the lightweight elements and it was used by Urey [48]
for discovering 2H (D). Comparably accurate (and unambiguous) values for the nuclear moments were given by Rabi [49]
by means of atomic beam method. Today the magnetic nuclear moments of all known isotopes have been determined with adequate
accuracy [1,50]. 2.2. Parameters of the Spin-Hamiltonian 2.2.1. The gˆ Tensor, the Interaction of Spin and Orbital Moments with the External Magnetic
Induction
0
B
2.2.1. The gˆ Tensor, the Interaction of Spin and Orbital Moments with the External Magnetic
Induction
0
B
The electronic gˆ tensor represents the coupling of the components magnetic induction B
and
electron spin S
[see Equation (2)]. With respect to its transformation behaviour that coupling element
(coupling matrix) is a tensor object. It mainly determines the Zeeman term: HZeeman =
S
gˆ
B
β
(2) (2) Under a physical aspect, gˆ is determined by the orbital momentum L
(see quenching of orbital
moments in molecular systems [3,17,18,23,24]) as well as the kind and energy levels of the excited
electronic terms. The frequently determined “mean value” of gˆ mainly inform about the nature of the participating
heavy atoms in the paramagnetic centre. For free electrons a value of ge = 2.0023 was determined,
while nitroxyl spin probes have value around 2.05 [6,7,37], and for heavy ion like Cu2+ it will be
around 2.2 [38]. In comparison to NMR the large difference in mass between the electron and the nucleus is obvious
and results in chemical shifts of some ppm in NMR, whereas it might be in the percentage range in
ESR. The difference between the variation range of the g-factor and the NMR chemical shift is based
on different facts: The magnetic moment is indirect proportional to the mass whereas the chemical
shift is the result of the interactions with the electron shell. This interaction is dominated by electron
states with non-zero orbital moments in the case of the g-factor and is much smaller for the shielding Molecules 2013, 18 6686 effect of the nuclei because the effects of higher electronic states reach the nuclei only by spin
polarization effects. But it should be mentioned that the isotopic influence on the gˆ tensor is relatively
small (see Section 3.2.). The nuclear gˆ factor is determined by the respective nuclear properties and is
specific for any nuclear paramagnetic isotope [1,39]. 2.2.2. The Hyperfine Interaction In general the nuclear moment is a function of the spin moment and the orbital
moment of the nucleus, whereas the nuclear spin and the integral orbital angular momentum contribute
to the total angular momentum of the nucleus. The magnetic dipoles of the nuclei contribute to the
following phenomena [50]: (i) hyperfine structure and magnetic splitting of the hyperfine structure in atomic and ESR spectra [3]; (i) hyperfine structure and magnetic splitting of the hyperfine structure in atomic and ESR spectra [3]; (ii) band spectra of homonuclear molecules [1]; (ii) band spectra of homonuclear molecules [1]; (iii) magnetic deflection and resonance with atomic and molecular beams [51]; (iv) resonance and relaxation effects of the nuclear paramagnetism [22]; (v) hyperfine structure of the microwave spectroscopy [52]. Molecules 2013, 18 Molecules 2013, 18 6687 rfine structure is caused by two phenomena: (i) interaction of the electrons with nuclear moments (magnetic dipole and electric
quadrupole moments), (ii) isotopic shifts in the atomic spectra, i.e., a splitting in isotopic mixture occur; there are no
effects with individual atoms. (ii) isotopic shifts in the atomic spectra, i.e., a splitting in isotopic mixture occur; there are no
effects with individual atoms. The hyperfine structure is usually around 103 smaller than the fine structure (see Sections 2.3.and 3.4.). Different values of the energy of magnetic interaction correspond to the values of the different mutual
orientations of electron and nuclear spin. The direct determination of the nuclear moments of atoms with unpaired electrons is challenging
due to the strong magnetic field at the nucleus caused by these electrons. On the other hand this is
advantageous, e.g., to obtain sensitively detailed information about the paramagnetism of the
respective sample by means of the magnetic resonance in the GHz range [50,53–57]. Nevertheless it
has to be considered that exchange interactions [36] average out the hyperfine structure on
magnetically undiluted samples [51]. If the nucleus of an atom in a paramagnetic system has a magnetic moment a magnetic field of
some mT will result that acts upon the electrons. The magnitude of the field depends on the orientation
of the nucleus, which is usually fixed during electronic transitions. Therefore any transition (or the
respective spectral line) will split in 2 I + 1 components. 2.2.2. The Hyperfine Interaction It has to be mentioned that the field strength
of ESR at about 10 GHz is about 0.3 T and does not have a strong influence on the orientation of the
nuclear moments. Thus the nuclear magnetic moment or the nuclear spin of the respective nucleus can
be identified. Gorter [58] developed the hypothesis that beside
0
B
the nuclear magnetic moment plays
a role on splitting the ground state of paramagnetic systems. At the nucleus that field should have a
magnitude of some 10,000 mT and should cause a hyperfine splitting larger than 0.01 cm−1. Penrose [59]
delivered the first successful experimental proof of the ESR hyperfine structure. The coupling constant
of the hyperfine structure of paramagnetic systems is one of the most important parameters in ESR and
from the very beginning it is connected to the different action of isotopes (e.g., 63Cu and 65Cu) [59–62]. The hyperfine structure of paramagnetic systems allows the determination of the nuclear spin simply
and directly, as well as the relation of the magnetic moments of two isotopes of the same atom. After Penrose’s discovery the nuclear magnetic moments could be determined by means of ESR as
there are 53Cr [63], 143Nd and 145Nd [64], 159Tb [65], 165Ho [66], 56Co and 57Co [67], 235U [68], 63Cu
and 65Cu [62], and 60Co [69] (see also [70,71]). After Penrose’s discovery the nuclear magnetic moments could be determined by means of ESR as
there are 53Cr [63], 143Nd and 145Nd [64], 159Tb [65], 165Ho [66], 56Co and 57Co [67], 235U [68], 63Cu
and 65Cu [62], and 60Co [69] (see also [70,71]). Another milestone in the sequence of discoveries derived from the hyperfine structure had been the
proof of hyperfine interactions in the system Na2[Ir(IV)Pt]Cl6 H2O [72,73]. The careful analysis of the
ESR spectra not only revealed the hyperfine contribution which results from the interaction of the
unpaired d-electrons and the nuclear moments of the iridium isotopes 191Ir (I = 3/2) and 193Ir (I = 3/2),
but the interaction with the ligand atoms 35Cl (I = 3/2) and 37Cl (I = 3/2), too. That had been the proof
that unpaired electrons are not only located at the central atom. In the following the models of
chemical bonding had been refined by assigning covalent contributions [55] (see also [74]). 2.2.2. The Hyperfine Interaction In general the analysis of hyperfine structures, in particular those of organic radicals and radical
ions [75], significantly contributed to the understanding of the phenomena of delocalization of electron
and spin densities in molecules and their (quantum mechanical) interpretation [3,18,19]. Spin density Molecules 2013, 18 Molecules 2013, 18 6688 as the difference of electron densities with α and β spin [18] can also have negative values contrary to
electron densities. Further on, by means of the hyperfine findings the spin and exchange polarizing action of unpaired
valence electrons or outer shell d and f states (i.e., electrons whose magnetization disappears formally near
the nucleus) onto the 1s states and, thus, the hyperfine fields at the nucleus could be discussed [18,19,76]. Actual ideas concerning the chemical bond are given in [74]. Real atomic nuclei have a finite mass, a charge, which is distributed over a finite volume, and
(possibly) a nuclear spin I different from zero. Due to that magnetic dipole moments and electric
quadrupole moments result, which couple to an overall moment. That property influences the atomic
energy level slightly (about 10−5 Rydberg [45–47]) but measurably. The finite mass leads to a “mass
shift” and the finite volume for the charge to a “volume shift” (some ppm) of the spectral lines, which
at best can be observed due to their isotopic shifts. With that elements with atomic numbers <40
deliver a positive shift and elements >60 negative shifts. The mass shifts give positive and the shifts in
nuclear volume negative contributions [32,33,76]. On the other hand the magnetic dipole and the
electric quadrupole moments lead to hyperfine structure, which is based on the respective splitting of
the energy levels. Today the importance of the coupling of magnetic moments and the surrounding
unpaired electrons goes beyond the determination of nuclear moments or structural and dynamic
details of atomic und molecular states, respectively. Due to the influence of the hyperfine structure
onto the optical selection rules and the transfer of moments, e.g., from light to atoms, laser
experiments allow the manipulation of atoms by means of light. The hyperfine structure is of greatest
importance in the case of free and bound atoms which have unpaired electrons. Particularly via these
interactions several isotope effects can be detected or used, respectively. where m: mass of the electron; M: mass of the nucleus where m: mass of the electron; M: mass of the nucleus Particularly for spectra of systems resembling that of hydrogen, the mass dependent isotope effect
may be interpreted considering the reduced mass
K
e
K
e
m
m
m
m
+
⋅
=
μ
instead of the real mass
(9.109 × 10−31 kg). In a descriptive way this can be explained by a joint movement of the nucleus
(proton mass: 1.672·× 10−27 kg, muonium mass: 9.106·× 10−31 kg. (9.109 × 10−31 kg). In a descriptive way this can be explained by a joint movement of the nucleus
(proton mass: 1.672·× 10−27 kg, muonium mass: 9.106·× 10−31 kg. The influence of the nuclear volume on the hyperfine interaction will be explained in the following
sub-chapter (under “static (stationary) hfs”) and [77]. The influence of the nuclear volume on the hyperfine interaction will be explained in the following
sub-chapter (under “static (stationary) hfs”) and [77]. 2.2.2. The Hyperfine Interaction According to the formula for
the Bohr energy levels the energy increases in the state n with increasing mass:
−
=
M
m
1
E
E
0
n
n
(3) (3) Molecules 2013, 18 Molecules 2013, 18 6689 This interaction involves electronic as well as nuclear properties. In the simplest case the splitting a
depends on the nuclear parameters gN (nuclear g factor), βN (nuclear magneton), and the spin density
|Ψ(0)|2 at the nucleus: This interaction involves electronic as well as nuclear properties. In the simplest case the splitting a
depends on the nuclear parameters gN (nuclear g factor), βN (nuclear magneton), and the spin density
|Ψ(0)|2 at the nucleus: 2
N
N
0
)
0
(
g
3
2
a
Ψ
β
μ
=
(4) (4) where μ0: magnetic field constant. By means of a well-known pair of isotopomers, hydrogen 1H and
deuterium D or 2H, the differences in hyperfine coupling (hfc) based on the nuclear constants (Table 1)
shall be shown. Table 1. Selected physical constants of 1H and 2H. 1H
2H
nuclear magnetic moment
μH = gN βN I = 1.4106 × 10−26 J T−1
μD = gN βN I = 1.4106·× 10−26 J T−1
nuclear spin
I = ½
I = 1
nuclear g factor
gH = 5.5856
gD = 0.8574
gyromagnetic ratio
γH = μH/I = 2.6752 × 108 s−1 T−1
γD = μD/I = 4.1067 × 107 s−1 T−1 Table 1. Selected physical constants of 1H and 2H. In a good approximation the ratio γi/γj for two isotopomers i and j can be obtained via the ratio of
the experimental hyperfine coupling constants ai and aj. E.g., from the experimental ratio
aH/aD = 50.685/7.780 = 6.514 follows γH/γD = 6.514. In a good approximation the ratio γi/γj for two isotopomers i and j can be obtained via the ratio of
the experimental hyperfine coupling constants ai and aj. E.g., from the experimental ratio
aH/aD = 50.685/7.780 = 6.514 follows γH/γD = 6.514. Generally that ratio may be larger/smaller than 1 depending on the degrees of freedom of the
respective paramagnetic molecule. In particular the zero-point vibration delivers about details of the
structure, e.g., the distribution of the spin density. 2.2.2.1.2. Static and Dynamic Aspects of the Hyperfine Interaction 2.2.2.1.1. Phenomena of Magnetic Hyperfine Structure Exemplified on the Pair of Isotopomers 1H and 2H 2.2.2.1.1. Phenomena of Magnetic Hyperfine Structure Exemplified on the Pair of Isotopomers 1H and 2H 2.2.2.1.1. Phenomena of Magnetic Hyperfine Structure Exemplified on the Pair of Isotopomers 1H and 2H As mentioned above the hyperfine structure (hfs) [78] is one of the most important parameters in
ESR spectroscopy. Due to the interactions of electron spin S
and nuclear spin I
energy levels of the
electron split. 2.3. The Zero-Field Splitting By means of ESR the phenomenon zero-field splitting (zfs) [3,27] can be observed with systems
with S≥1; i.e., there will be a splitting of the originally degenerated spin states (in spherical symmetry)
already in the absence of an outer magnetic field (B0 = 0) due to internal magnetic (dipole and spin orbit)
interactions. These splittings, giving the ESR fine structure, react sensitively on very small changes of
the symmetry of the electric field (e.g., of a coordination polyhedron) in which the unpaired spins are
located (see also [82]): )
O
b
O
b
(
60
1
O
b
3
1
S
gˆ
B
H
3
4
3
4
0
4
0
4
0
2
0
2
B
+
+
+
μ
=
(5) (5) The corresponding spin-Hamilton operator
i
j
S TS
, (collecting magnetic dipolar and exchange
spin-spin interactions) which is usually used for the parametrization of the ESR fine structure
[Equation (5)], does not contain a mass depending term. Thus, for the description of the respective
influence of isotopes the interaction with phonons have to be considered, e.g., in form of the spin-phonon
operators [29,83] as it was shown by Shrivastava [84] for the system 52Cr, 53Cr in the system
MgO:Cr3+. (ii) Dynamic hfs effects: These effects can be recognized easily by means of the (mostly temperature and concentration
depending) changes of the line width of the cw spectra. More detailed information can be obtained by
non-stationary ESR techniques (see e.g., [14]). These effects are caused by e.g., spin-rotation
interactions, molecular reorientation diffusion [6,7], dynamic polarization of S
and I
[30,34,35], spin
exchange [35], dynamic Jahn-Teller effect [25], tunnel effect [33,80], vibronic coupling, and others. Under a dynamic aspect the isotope effects act upon the zero-point energies by vibrational averaging
with amplitudes depending on isotopes. Morton and Preston used this effect for investigating the
hyperfine structure of F2NO [81]. (i) Static (stationary) hfs: Within the respective ESR spectrum the following hyperfine phenomena can be observed: isotropic
and anisotropic (Fermi contact and dipolar) contributions [17,18], number of lines and ratio of
intensities (as function of the number of involved atomic nuclei and their nuclear spins), and values
(and sign, respectively) of the hyperfine coupling constants. The stationary hfs is an important mean to
identify the kind of paramagnetic species. This is mainly related to stable (or stabilized) radicals in
solutions and the solid state, paramagnetic defects in the solid state, in transition metal ions in
chemical and biochemical processes, as well as in optically excited electronic states. Then the
influence of the isotopes is here mainly related to differences in the nuclear moment μN, the nuclear
spin I, and the nuclear volume. The importance of the nuclear volume for the hyperfine interaction
results from the following considerations: The electrostatic potential inside a nucleus is reduced and
does not behave like Ze/r. If the valence electrons penetrate into this region, especially the s electrons,
then their energy will become larger because of the reduced potential. In general the charge
distribution is spread out if neutrons are added to a nucleus because the energy is raised further. Therefore a reduction of the binding energy results and the transition energy is decreased. It means a
negative mass shift can be observed if the s electrons represent the lower energy state at the
transition [77]. The resulting volume correction is given by Sobel’man et al. [79]. Moreover, for Molecules 2013, 18 Molecules 2013, 18 6690 reducing the line width, caused by magnetic dipole interactions with atoms of the matrix, the isotopic
substitution may be favourable, too (e.g., exchange of hydrogen by deuterium in K2Cu(SO4)2·H2O). 2.4. Spin Relaxation Spin relaxation processes generally belong to the family of processes in which a retarded reaction of
the system proceeds after the end of an outer action. That means for spin systems, a process in an
(originally) magnetically ordered system returns in a state of equilibrium. E.g., experiments on
adiabatic magnetic cooling have shown that a sudden process of demagnetization in an ensemble of
electrons (S = 1/2) in a crystal lattice leads to an increase of the entropy ΔS. In other words: that ΔS
takes up a certain part of the thermal energy of the lattice vibrations produced via interactions with the
spins. In this connection, it is of interest to know how much time it takes for that exchange of thermal
energy [4] after the thermal contact of the ensemble of “electronic magnets” to the degrees of freedom
of the vibrations of the recent surrounding. That process will be named the spin-lattice relaxation, while
the phonon system (elementary excitation of lattices oscillations) plays an important role [29,83,84]. Under a mechanistic aspect the interaction proceeds via modulation of the electric field due to the Molecules 2013, 18 Molecules 2013, 18 6691 vibration of the neighbours with the consequence of the modulation of “orbital movement”. These
processes depend on the mass of the involved atoms, and therefore give rise to isotope effects in ESR. If one considers the spin-lattice relaxation with a time constant T1 (or other models [3,4]) two
important mechanisms have to be kept in mind; (i) direct and (ii) indirect (Raman) processes (Figure 3). In process (i) a spin of mS = +1/2 and the energy E = ½ gβB0 changes into the state mS = −1/2 and the
energy E = −½ gβB0 under emission of a phonon of the frequency ν = h
β gB0. Process (ii) is
characterized by the action of a phonon of the energy hν’ on a spin with mS = +1/2 and E = ½ gβB0
and in a non-elastic scattering process the spin state changes to mS = −1/2 and energy E = −½ gβB0
under emission of a phonon with the energy hν” The following energy results: hν’ + gβB0 = hν” [4] If one considers the spin-lattice relaxation with a time constant T1 (or other models [3,4]) two
important mechanisms have to be kept in mind; (i) direct and (ii) indirect (Raman) processes (Figure 3). 2.4. Spin Relaxation In process (i) a spin of mS = +1/2 and the energy E = ½ gβB0 changes into the state mS = −1/2 and the
energy E = −½ gβB0 under emission of a phonon of the frequency ν = h
β gB0. Process (ii) is characterized by the action of a phonon of the energy hν’ on a spin with mS = +1/2 and E = ½ gβB0
and in a non-elastic scattering process the spin state changes to mS = −1/2 and energy E = −½ gβB0
under emission of a phonon with the energy hν”. The following energy results: hν’ + gβB0 = hν” [4]. Figure 3. Mechanisms of spin-lattice relaxation. 2.5. Spin Exchange On colliding of atoms or molecules with incompletely occupied electronic states (unpaired
electrons), respectively, the process of spin exchange may occur [35]: On colliding of atoms or molecules with incompletely occupied electronic states (unpaired
electrons), respectively, the process of spin exchange may occur [35]: A(↑) + B(↓) Ý A(↓) + B(↑)
(6) (6) In doing so, the hyperfine state of the colliding particles will change [32]. Spin exchange can be
considered as an example of tunnelling exchange of electrons (see 2.6.). It is a process where electrons
of two atoms (or molecules) are exchanged via simultaneous tunnelling in opposite directions. E.g., if
one has a look onto the spin exchange of the collision of two particles with 1s electrons (e.g., hydrogen
atoms), the wave function of the particles with opposite spins (until collision) can be written as follows: ψ (t→−∞) = (α1 β2 ϕa (1) ϕb (2) − α2 β1 ϕb (1) ϕa (2))/
2 . (7) (7) On this ϕa and ϕb stand for the atomic orbitals of the two colliding atoms and α and β for the
spin functions. On this ϕa and ϕb stand for the atomic orbitals of the two colliding atoms and α and β for the
spin functions. The corresponding time-dependent Schrödinger equation supplies the following equation: The corresponding time-dependent Schrödinger equation supplies the following equation: ψ± (t) = ((ψ+ exp (−i
∞
−
+
t
U (τ) dτ)) − ( ψ− exp (−i
∞
−
−
t
U (τ) dτ))) /
2
(8) (8) where U+, U−: energy of the symmetric and antisymmetric states and ψ±: symmetric and antisymmetric
wave function, which in case of large distances can be written as: ψ± = ((α1 β2 α2 β1) ( ϕa (1) ϕb (2) ± ϕa (2) ϕb (1))/
2
(9) (9) Formally the spin exchange and resonance charge transfer coincide [32]. Formally the spin exchange and resonance charge transfer coincide [32]. Figure 3. Mechanisms of spin-lattice relaxation. Figure 3. Mechanisms of spin-lattice relaxation. Figure 3. Mechanisms of spin-lattice relaxation. The paramagnetic relaxation is mainly determined by the spin-phonon interactions in paramagnetic
crystals [85,86]. The oscillations of the neighbouring atoms and atomic groups, respectively, lead to
the modulation of the orbital moments of the unpaired electrons and, thus, to the induction of spin
transitions via spin-orbit couplings. The respective theoretical basic ideas have been developed by
Waller in 1932 [21] already. An example for the influence of isotope marking, i.e., for the shift of the fine structure parameters, has
been given by Shrivastava [84] by means of 52Cr and 53Cr doted MgO. Based on an effective spin-phonon
operator he was successful in a correct interpretation of observed isotope effects. Within the Bloch model the second kind of spin relaxation is named transversal relax Differently to the longitudinal relaxation, which is characterized by releasing energy to the
surrounding matrix (e.g., crystal lattice), spin-spin relaxation means the exchange of energy by spins of
similar type. This causes the homogenization of the temperature of a spin system within a
characteristic period of time T2. E.g., a nucleus which returns from the excited spin state releases energy to a neighbouring nucleus
which gets excited then. With this only the phase relation of the participating spins changes (for
applications see Section 3.8.2.1). Molecules 2013, 18 Molecules 2013, 18 6692 2.6. The Magnetic Isotope Effect Isotope effects, as they are usually observed on chemically kinetic examinations, are linked to
changes in the nuclear mass (and, thus, to the molecular mass), to changes of the moments of inertias,
and on shifts of the oscillation frequency. The theory of kinetic isotope effects [1] yields in some cases
quantitative descriptions of averaged energies of oscillation of molecules and activated complexes. In
contrast to this the magnetic isotope effect is based on differences in the magnetic properties of
isotopes which cause the change of the singlet-triplet evolution in radical pairs. Usually the hyperfine energies of different isotope nuclei differ (see Section 2.2.1.1.) and, thus,
there are different efficiencies for recombinations of radical pairs, which contain these isotopes. E.g.,
the hyperfine coupling constants of 1H and 2H differ by factor 6.514 (see [3]). The following will be
favourable combinations for isotope pairs for the observation of this isotope effect: 1H – 2H, 12C – 13C,
16O − 17O. Moreover, in the cases of 12C and 16O it is advantageous that these isotopes do not have
nuclear magnetic moments and hence the paramagnetic resonance spectra do not superimpose. According to [30] there are four remarkable findings, which make the difference between the
magnetic isotope effect and the common kinetic isotope effect, which results due to differences in the
mass of the isotopes [1]: Molecules 2013, 18 6693 (i) Contrary to the classical isotope effect the magnetic isotope effect only occurs in reactions
which involve the formation or recombination of radical pairs. (i) Contrary to the classical isotope effect the magnetic isotope effect only occurs in reactions
which involve the formation or recombination of radical pairs. (i) Contrary to the classical isotope effect the magnetic isotope effect only occurs in reactions
which involve the formation or recombination of radical pairs. (i) Contrary to the classical isotope effect the magnetic isotope effect only occurs in reactions
which involve the formation or recombination of radical pairs. (ii) The magnetic isotope effect may achieve the dimension of some per cent, even for the heavy
nuclei 13C, 15N, 17C, etc., while the classical kinetic effect is usually smaller. (ii) The magnetic isotope effect may achieve the dimension of some per cent, even for the heavy
nuclei 13C, 15N, 17C, etc., while the classical kinetic effect is usually smaller. 2.6. The Magnetic Isotope Effect (iii) The classical effect does not depend on the outer magnetic field, while the magnetic effect
shows a clear dependency on B
. It decreases with increasing
0
B
. In this case the triplet
states [3,27] T+ and T− of the singulet-triplet evolution are separated and only the S-T0 channel
is active. At lower fields all three channels contribute. (iv) The magnetic isotope effect depends on the hyperfine energy, the spin, the magnetic moments
of the nuclei, and parameters which determine the molecular radical pair dynamics, such as the
solvent viscosity, radical diffusion coefficients, etc. Beside the named kinetic-mechanistic
examinations it will be possible to separate the isotopes and to determine the magnetic
moments of nuclei in excited states. 2.7. Tunnel Effect Phenomenon and Its Relation to ESR and to Isotope Substitution The passage of a particle through a potential barrier can occur even if the kinetic energy of the
particle is smaller than the height of the barrier. The possibility of a tunnel event decreases rapidly
with increasing width of the barrier and decreasing energy of the particle. It is a typical wave
phenomenon [32,33,45], whose explanation is delivered by quantum mechanics: The particle (•)
“tunnels” the barrier (Figure 4). ransfer of an electron can be described as follows [32]: The tunnel transfer of an electron can be described as follows [32]: A− + B ↔ A + B−
(10) (10) where A: Donator, B: Acceptor, and its respective state (wave) function ψ is: eptor, and its respective state (wave) function ψ is: where A: Donator, B: Acceptor, and its respective state (wave) function ψ is: ψ ∝ exp (−γ r)
(11) (11) where γ: coefficient of the decay of ψ with distance r where γ: coefficient of the decay of ψ with distance r The probability W of the tunnel effect in a unit of time is proportional to ψ2 at the donator near
the acceptor: W(r) = ν exp (−γ r)
(12) (12) ν: frequency factor The tunnel effect is not only of importance on the decay of radioactive atoms, but for the kinetics of
low-temperature reactions with the transfer of atoms [88], e.g., of H+, H•, and H−, respectively, for
biologically relevant processes [1], for the field of spectroscopy, for processes at electrodes, solid state
phenomena, for the visualization of small and smallest particles (e.g., tunnel microscopy). The temperature dependence is another characteristic of the tunnel effect. While at elevated
temperatures nearly Arrhenius behaviour results, at lower temperatures quantum effects dominate the
movement of the nuclei and the temperature dependency decreases (double minima potentials). The
NH3 molecule is an example for this. The double minimum potential is indicated by two equilibrium
configurations. And the effect of tunnelling is manifested by doubling every energy level into two
levels with a difference according to the tunnel frequency. Some the empiric criteria for the ‘proof’ of the tunnel effect should be named. According to Bell [33]
and LeRoy [89] the following could be stated: Some the empiric criteria for the ‘proof’ of the tunnel effect should be named. According to Bell [33]
and LeRoy [89] the following could be stated: (i) The velocity of a reaction (process) is (mostly) larger than it is predicted by a semi-classical
kinetic treatment. (i) The velocity of a reaction (process) is (mostly) larger than it is predicted by a semi-classical
kinetic treatment. (ii) Deviations from the validity of the simple Arrhenius equation are detected, in which the energy
of activation decreases with decreasing temperature and at sufficiently low temperature it
becomes independent from temperature (e.g., giving strongly bent curves in the Arrhenius
plot). Even at smaller effects the Arrhenius parameters will be smaller as predicted by the
semi-classical methods. (iii) Isotope effects can be anomalously large as well as comparably small [90–92]. E.g., the activation energy ΔEa for the hydrogen abstraction by •CH3 in CH3CN after γ irradiation at
77 K will be 1.4 kcal, while it is 10.1 kcal in the gas phase at 300 K. The rate for the deuterium
abstraction is extremely low for low temperature. The ratio kH/kD at 77 K is about 20 times larger than
in the absence of the tunnel effect. ESR is one of the most favourite techniques for the detection of tunnel effects [32,33]. E.g.,
isomeric radicals show clearly different ESR spectra even if they have ‘identical’ energies. ν: frequency factor ν: frequency factor It is interesting that in general the frequency factor ν does not depend on the temperature and has a
dimension of the movement of the electron of about 1016 s−1 [32]. The parameter γ is associated to the
ionization potential Ip of the donator: γ2 = 2 mIp/
2
(13) γ2 = 2 mIp/
2
(13) m: mass 6694 Molecules 2013, 18 Figure 4. Allegory of the tunnel effect (according to an idea by J. H. Van Vleck cited
in [38]) with a classical barrier in Gauss form (particle (•) does not have sufficient energy
to get over the barrier) and the probability for tunnelling the barrier (at E’ the probability is
0.5; the dotted line represents the classical course; see also [33]). an electron transfer is considered, it proceeds from one discrete state of the donator to a d
of the acceptor. This requires changes in the coordinates of the nuclei, which again determi
ies of the discrete states of the electrons. i.e., the frequency factor ν does not characteri If an electron transfer is considered, it proceeds from one discrete state of the donator to a discrete
state of the acceptor. This requires changes in the coordinates of the nuclei, which again determine the
energies of the discrete states of the electrons. i.e., the frequency factor ν does not characterize the If an electron transfer is considered, it proceeds from one discrete state of the donator to a discrete
state of the acceptor. This requires changes in the coordinates of the nuclei, which again determine the
energies of the discrete states of the electrons. i.e., the frequency factor ν does not characterize the Molecules 2013, 18 6695 movements of the electrons but those of the nuclei. It is a function of characteristic properties of
donator and acceptor, and the medium (matrix) as well. The tunnel effect is not limited to changes of
the electron state. It appears at the substitution of isotopes, too. The largest effect will occur in the
sequence Mu → 1H, 1H → 2H, etc. (Mu: {μ+e−}, the “light hydrogen atom” (see [8,86,87]). As
expected the influence of the isotope substitution decreases with increasing atomic number. 2.8. The Jahn-Teller Effect (JTE) Jahn and Teller [25,31] stated on the basis of group-theoretical considerations in 1937 that a non-
linear molecule with a degenerated electronic ground state is instable. It changes its configuration in
such a way that the state of degeneration will be eliminated (Exceptions: Linear molecules and
molecules with Kramers’ degeneracy; see ions in crystals). Therefore the lifting the degeneracy electron states of a paramagnetic centre in a matrix by
distortion of the surrounding lattice is called JTE. At sufficiently strong interactions between the centre
and the lattice the surrounding lattice atoms can change their states of equilibrium in such way, that a
decrease of the local symmetry results, causing the lifting of the state of degeneration (static JTE). The
energy content of the system is lower than in the undistorted state. At weaker interactions the gain in
energy by distortion is comparable to the zero-point energy of the lattice vibrations and therefore no
stable static distortion next to the centre will be formed. Then the state of degeneration will be
terminated by the interaction with phonons (dynamic JTE). Due to that, e.g., interesting averaging
effects of ESR parameters as a function of the temperature of the solid occur. 2.9. Zero-Point Vibrations and Isotope Effects The zero-point energy of a system is the energy at absolute zero, i.e., the ground state of a system. With respect to the Heisenberg uncertainty principle [45] the kinetic energy of a system does not
disappear at absolute zero. Already the (quantum mechanical) harmonic oscillator (e.g., one
dimensional) supplies a frequency spectrum with the energy. En = h ν (n + 1/2)
(14) (14) Molecules 2013, 18 Molecules 2013, 18 6696 ν: frequency factor The
requirement, that the characteristic time t of the technique for measurement must be small compared to
1/νt (νt: tunnelling frequency), can be fulfilled by the relative wide time window of ESR [3,14,15]. Via
a tunnel correction Q value the contribution for the tunnel effect can be quantified [33]. For
1 < Q < 1.1 it can be neglected. For the range 1.1 < Q < 4 a correction is typical for chemical reactions
at room temperature. There are quantitative changes only, no new phenomena. There are nearly no chemical reactions at room temperature with large tunnel effects. At low
temperature Q might have values over several orders of magnitude and the examined system might
behave completely different (see also [93]). n: 0, 1, 2 …. Parameters Determining the Habit of the ESR Spectra (ESR Response) (i) parameters which influence the shape of experimental ESR spectra or which influence the ESR
response S: (i) parameters which influence the shape of experimental ESR spectra or which influence the ESR
response S: (i) parameters which influence the shape of experimental ESR spectra or which influence the ESR
response S: p
instrumental parameters with direct relation to the resonance effect: with direct relation to the resonance effect: S = S (νMW, νRF, PM, PRF,
0
B
, ti, Grad Bi, E
, …)
(16) S = S (νMW, νRF, PM, PRF,
0
B
, ti, Grad Bi, E
, …)
(16) (16) where νMW: microwave frequency (⊥ or ||
0
B
); νRF: radio frequency; PM, PRF: microwave or radio
frequency power;
0
B
: outer ‘static’ magnetic induction; ti: different time functions for the variation of
the other parameters (cw and impulse techniques); Grad Bi: gradient of one component of
0
B
, e.g., for
recording spatially dissolved spectra (ESR tomography); E
: electric field e.g., for interaction with
quadrupole moments. where νMW: microwave frequency (⊥ or ||
0
B
); νRF: radio frequency; PM, PRF: microwave or radio
frequency power;
0
B
: outer ‘static’ magnetic induction; ti: different time functions for the variation of
the other parameters (cw and impulse techniques); Grad Bi: gradient of one component of
0
B
, e.g., for
recording spatially dissolved spectra (ESR tomography); E
: electric field e.g., for interaction with
quadrupole moments. (ii) parameters which comprise the changes of the structure of paramagnetic species including the
interaction within the paramagnetic unit: anisotropies of the spin coupling matrices, exchange
interactions (particularly spin exchange parameters as well as exchange interactions within a species at
“fixed” geometry, i.e., mainly the parameters of the spin-Hamilton operator (see [18,22]))
(remark: the commonly used spin-Hamilton operator is independent of time and mass; thus isotope
effects mainly result in the number of lines and intensity of the hfs as well as on the value of the
hyperfine coupling). n: 0, 1, 2 …. With this the ground state has the energy: With this the ground state has the energy: E0 = h ν/2
(15) (15) E0 = h ν/2 At T = 0 K the movement of the particles cannot “freeze completely”, due to the fact that the
location would be fixed then (Δq = 0) and the impulse p would be zero (Δp = 0; Δq Δp ≥ /2). At T = 0 K the movement of the particles cannot “freeze completely”, due to the fact that the
location would be fixed then (Δq = 0) and the impulse p would be zero (Δp = 0; Δq Δp ≥ /2). Zero-point energy effects are responsible for finite rates of reaction at temperatures close to
absolute zero. This is true e.g., for hydrogen abstraction and others, whereas there are predictions for
large ratios of kH/kD (see e.g., [93]. The phenomenon of zero-point energy and its effect on processes
of dissociation in chemistry can be demonstrated easily by means of the dissociation of X-H and X-D
fragments. The force constants kdo not differ significantly for both isotopes (
2
1
2
1
m
m
m
m
;
/
k
2
+
⋅
=
μ
μ
=
πν
), but the reduced mass is smaller for the X-H than for the X-D fragment and consequently the oscillation
frequencies νH > νD (in reality the ratio νH/νD is about 0.7) and the zero-point energies behave as E0
H >
E0
D [33]. Thus, the dissociation energies are EH > ED (see Figure 5) and the dissociation of the hydrogen
component will be faster (there is a smaller activation energy). This is, among others, manifested in the
higher pH value of D2O in comparison to H2O at the same temperature. 6697 Molecules 2013, 18 Figure 5. Influence of the zero-point energy on the dissociation of R-H and R-D fragments
(E0
H and E0
D: zero-point energies of hydrogen and deuterium; adapted from [33]). Figure 5. Influence of the zero-point energy on the dissociation of R-H and R-D fragments
(E0
H and E0
D: zero-point energies of hydrogen and deuterium; adapted from [33]). 2.10. Parameters Determining the Habit of the ESR Spectra (ESR Response) 2.10. Molecules 2013, 18 Molecules 2013, 18 Molecules 2013, 18 6698 (b) preparation of the microscopic state of the sample by changing the electron configuration of the
atoms or molecules, respectively, by redox reactions, optical excitation or ionizing radiation (among
others there may be internal changes in concentration; it cannot be assumed that the nuclei are “fixed”
in all cases, but the respective movements have not to be considered in any case), respectively. (c) dynamics of paramagnetic centres: parameters of the dynamics of the complete paramagnetic
centre, i.e., diffusion, reorientation, rotation of molecular fragments, collisions, and spin exchange,
isotope effects in the matrix (isotopic dilution, zero-point energy effects, etc.; even here the atomic
nuclei can be considered as mainly “fixed” in the centres) (c) dynamics of paramagnetic centres: parameters of the dynamics of the complete paramagnetic
centre, i.e., diffusion, reorientation, rotation of molecular fragments, collisions, and spin exchange,
isotope effects in the matrix (isotopic dilution, zero-point energy effects, etc.; even here the atomic
nuclei can be considered as mainly “fixed” in the centres) (d) parameters of the phenomena which are caused or modified by the movement of nuclei in the
paramagnetic species: vibronic couplings, zero-point vibrations, dynamic Jahn-Teller effects, (tunnel
effects) … and the respective isotope effects via the mass of the nuclei or anharmonic contributions to
the interaction potentials. Table 2. Matrix arrangement of the spin (S
, I
), orbital ( L
), and quadrupole moments Q ††,
as well as electric (E
), and magnetic fields ( B
) ‡‡ for symbolizing the spin couplings (with
“fixed” atomic nuclei §§). Molecules 2013, 18 B
S
I
L
Q
E
B
I
II
II
IV
V
•
S
VI
VII
VIII
•
•
I
IX
X
•
•
L
•
•
•
Q
•
XI
E
*** †† nuclear quadrupole moments which interact with electric and magnetic fields; ‡‡ in form of the magnetic
induction; §§ • stands for small terms (see [87,94] within the total Hamilton operator, which are time and mass
independent and do not contribute much to the ESR response; I: diamagnetism 1st and 2nd order of
perturbation theory; II: Zeeman term HZ with coupling parameter
e
gˆ ; III: nuclear Zeeman term HN with
coupling parameter
N
gˆ
; IV: Zeeman term HL with coupling parameter
L
gˆ
; V: nuclear quadrupole
interaction with B
; VI: spin-spin interaction HSS with coupling parameter Tˆ (ESR fine structure) or J,
respectively; VII: ESR hyperfine interactions, Fermi-contact interactions, dipolar hyperfine splitting; VIII:
spin-orbit coupling with parameter λ; IX: nuclear spin-nuclear spin interaction Jij; X: nuclear spin-orbit
interaction; XI: nuclear quadrupole-E
interaction; *** these interactions will not be considered and explained. n: 0, 1, 2 …. (ii) parameters which comprise the changes of the structure of paramagnetic species including the
interaction within the paramagnetic unit: anisotropies of the spin coupling matrices, exchange
interactions (particularly spin exchange parameters as well as exchange interactions within a species at
“fixed” geometry, i.e., mainly the parameters of the spin-Hamilton operator (see [18,22]))
(remark: the commonly used spin-Hamilton operator is independent of time and mass; thus isotope
effects mainly result in the number of lines and intensity of the hfs as well as on the value of the
hyperfine coupling). (iii) parameters which determine the change of the macroscopic state and the structure of the
complete sample. In principle there many different kinds of influences which have to considered and
which act upon the thermal, mechanical, electrical, optical, magnetic, and chemical properties of
substances and their coupling with the spin properties (i.e., it is related to the coupling of the electron
spins with all accessible degrees of freedom of the recent sample). (a) preparation of the macroscopic state of the sample by variation of T, p, v, E
, H
, ci, …
(ci: concentration of components which, e.g., determine the pH value or the concentration of educts or
products of chemical reactions); E
is responsible for polarizations or chemical reactions (e.g.,
electrode reactions; see below); the state of magnetization of the sample may by varied by H
of
different origins. (a) preparation of the macroscopic state of the sample by variation of T, p, v, E
, H
, ci, …
(ci: concentration of components which, e.g., determine the pH value or the concentration of educts or
products of chemical reactions); E
is responsible for polarizations or chemical reactions (e.g.,
electrode reactions; see below); the state of magnetization of the sample may by varied by H
of
different origins. 2.11. Models for the Parameterization of ESR Spectra; Phenomenological ESR Parameters Phenomenology of the ESR parameters (i) “nearly model free” parameters (i.e., general spectrometric parameters) such as position of lines
(often given in effective g factors
h
g'
B
ν
= β
or g'
const. B
ν
=
), line form (Gauss, Lorentz, and Voigt
profiles) as well as line widths. (i) “nearly model free” parameters (i.e., general spectrometric parameters) such as position of lines
(often given in effective g factors
h
g'
B
ν
= β
or g'
const. B
ν
=
), line form (Gauss, Lorentz, and Voigt
profiles) as well as line widths. profiles) as well as line widths. (ii) parameters of spin depending but time and mass independent interactions. Similarly, the
concept of the spin-Hamilton operator
spin
Hˆ
will be in the central position [3,22,82] including the 6699 Molecules 2013, 18 introduction of statistical distributions of the coupling parameters [89,90]. The spin-Hamiltonian
spin
Hˆ
represent the disturbance energy of a system as a function of the spin operators. Individual terms
of Hˆ are shown in Table 2 and e.g., in [3,22]. A more general representation of the relations between
the properties of isotopes and the ESR response is given in Figure 1. (iii) models for determining time and mass, as well as spin depending effects such as: dynamic
models or equations of motions, respectively, for describing the molecular reorientation [10,95],
diffusion, spin exchange [35,96], tunnel effects [32,33], vibronic couplings, the dynamic Jahn-Teller
effect [25], chemical reactions, spin relaxation [97] with the parameters T1 and T2 [3,98], and
spin-phonon interactions [4,83,85,99]. (iv) quantum mechanical models for the calculation of energies, state functions, electron and spin
densities [100–102], calculations of the spin-Hamilton operator under consideration of perturbation
terms, solution of the time-independent Schrödinger equation considering isotope effects. 3.1. Determination of Concentrations of Paramagnetic Particles in a Sample by Means o On finding parameters for experimental ESR spectra the first question which arises is that for the
number of spins and their relevance in the system under investigation (similarly to all other fields of
spectroscopy). That question can be answered nearly without using theoretical models [16,75,103–106]. In other words, ESR can be used for the purpose of quantification. Nevertheless the determination of
concentrations is challenging. In ESR spectroscopy generally the first derivative of the signal is
registered and the signal area is proportional the number of spins. Thus, the double integration of the
spectrum is needed for the determination which easily gives large errors [16,75,103,105,106]. Considering the most important sources of errors, one can determine the concentration of paramagnetic
species e.g., as a function of time or other suitable spectral parameters. For this it is important that the spin
properties of the particles itself are used. In this way it will be possible to observe kinetic isotope effects. As an example the examinations of the reaction of H or D, respectively, with CH4 by Kurylo et al. [107]
shall be used. For the reactions: H• + CH4 Ý H2 + •CH3
(17) (17) 3.2. Influence of the H-D Substitution on the g Factor Coupling of the electron spins with the surrounding magnetic fields will be realized by the gˆ tensor
(g coupling matrix). Next to the outer magnetic induction
0
B
the contributions of the orbital
momentum has to be considered. The influence of the nuclear masses of the involved atoms is very
small, thus there are only very few investigations with respect to the influence of isotopes in that field. Walther et al. [110] was successful in measuring the ratio g(H)/g(D) = G for the 1s states with an
accuracy of 3 10−11 by means of hydrogen maser. With it the ratio (G – 1) could be determined to be
7.221 10−9 (see also [111]). For the g factor of 1H• a value of 2.0022838 is given by Weil and Bolton [3]
(see also [112,113]). The vibronic reduction factor should be applicable for all physical ground state properties of
electronic origin and thus have an influence on the orbital contribution of g, i.e., gL (see [25]). 3.3. Selected Hyperfine Effects 3.3.1. ESR Detection of Effect of Isotopes in Natural Abundance 3.3.1. ESR Detection of Effect of Isotopes in Natural Abundance An impressive demonstration of the ability of the simple cw ESR is supplied by Okazaki [114],
with respect to the detection of isotopes in natural abundance (see also [20,115,116]). Solutions of
K4[(SO3)2NO]2 (PADS) have been measured in a system of reversed micelles [117] in order to
increase the sensitivity and the spectral resolution. With that it was possible to detect beside the
well-known 14N hfs triplet (see Figure 6) the hfs of 17O (in SO3; 3.7 × 10−2% natural occurrence; I =
5/2; 6 lines with 0.537 ± 0.1 G hfs splitting), of 33S (0.74%; I = 3/2; 4 lines with 1.282 ± 0.1 G hfs
splitting), and of 15N (0.365%; I = 1/2; 2 lines with 18.35 ± 0.056 G hfs splitting) could be observed
(the 17O splitting in the NO fragment was 20.55 ± 0.26 G [116]). Altogether the authors were
successful in assigning the spectral contributions to the overall spectrum. Moreover they succeeded to
determine the different spin densities at 17O in the NO and SO3 fragments. The sign of the 17O
hyperfine splitting in Fremy’s salt was determined by Luz et al. [11]. Figure 6. and: and: D• + CH4 Ý HD + •CH3
(18) (18) the constants k1 and k2 have been determined to be k1 = 6.25 1013 exp [−11600 ± 150/RT] and
k2 = 4.5 1013 exp [−11100 ± 150/RT], i.e., in the expected relation for the isotopes. Using the much larger isotope effect of muonium [8,108] Roduner could obtain further
information [109]: The competing effects zero-point energy and tunnel effect could be separated from
the kinetic isotope effect as follows: if kMu/kH < 1 the zero-point energy dominates in the transition
state, and kMu/kH > 1 for the domination of the tunnel effect. Molecules 2013, 18 6700 3.2. Influence of the H-D Substitution on the g Factor 3.2. Influence of the H-D Substitution on the g Factor ESR hyperfine structure of K4[(SO3)2NO]2 in a system of reversed micelles
including the respective isotope splittings (inset) using the natural abundance of the
isotopes (adapted from [38]). Molecules 2013, 18 Molecules 2013, 18 6701 A specific aspect of the hyperfine interaction shall be mentioned here with respect to the application
of the isotope 99Tc in radio-pharmacy. ESR supplied much information for refining the structure of
99Tc coordination compounds, as well as the chemical knowledge about that isotope [12,13]. 3.3.2. Evidence for Trapped Muonium, Hydrogen, and Deuterium Atoms at Ambient Temperature Compounds with the structural unit Si8O12 (see Figures 7 and 8) have been proven to be useful for
trapping reactive species like 1H•, 2H•, and Mu (μ+e− [86,87,118,119]) and to stabilize them for longer
periods of time. These systems are not only interesting objects for investigations of the properties of
the named paramagnetic species but they are useful as probes in their surrounding (e.g., for the
detection and quantification of 3O2). Due to steric reasons of the cage there will be no real chemical
reaction between H• and 3O2 but via the spin exchange the concentration of 3O2 can be determined as
well as the frequency of non-reactive collisions in solution and solids. Figure 7. Model of a Si8O12R8 cage with incorporated H• (van der Waals radius). Figure 8. Photograph of a Si8O12R8:1H model. Figures 9 and 10 show the atomic hydrogen trapped in the Si8O12 cage which is symbolized by its
van der Waals radius. The respective ESR spectrum for the solid compound is displayed in Figure 9. Figure 7. Model of a Si8O12R8 cage with incorporated H• (van der Waals radius). Figure 7. Model of a Si8O12R8 cage with incorporated H• (van der Waals radius). Figure 8. Photograph of a Si8O12R8:1H model. Figure 8. Photograph of a Si8O12R8:1H model. Figure 8. Photograph of a Si8O12R8:1H model. Figures 9 and 10 show the atomic hydrogen trapped in the Si8O12 cage which is symbolized by its
van der Waals radius. The respective ESR spectrum for the solid compound is displayed in Figure 9. Figures 9 and 10 show the atomic hydrogen trapped in the Si8O12 cage which is symbolized by its
van der Waals radius. The respective ESR spectrum for the solid compound is displayed in Figure 9. Figures 9 and 10 show the atomic hydrogen trapped in the Si8O12 cage which is symbolized by its
van der Waals radius. The respective ESR spectrum for the solid compound is displayed in Figure 9. Molecules 2013, 18 Molecules 2013, 18 6703 Figure 11 reports about the origin of the 1H• and 2H•, respectively. EtT8 was irradiated at 300 K
dissolved in C6D12. About 82% of the ESR signal area originate from 2H•, while about 18% are related
to 1H•. That means, intermolecular processes take part in the trapping. Only about 18% of the 1H• can
have their origin from the CH groups of the cage itself. Figure 11. ESR spectrum of a γ irradiated Si8O12R8 cage dissolved in C6D12 at 300 K (in
the centre the line triplet of the D• atoms; at the outside the doublet of H•). The cages proved to be suitable not only for the trapping of 1H and 2H. The light hydrogen isotope
muonium could also be trapped inside these cages at room temperature [86]. The muonium is the ultra-light
isotope of hydrogen [87,109]. Under physical aspects μ+ is considered to be a heavy electron and in
chemistry a light proton. Its mass is only 1/9 of that of hydrogen and it can be incorporated in different
systems. Except the mass effect the μ behaves like a hydrogen isotope. It is the most sensitive probe
for all kinds of mass dependencies, like effects of zero-point energy and tunnel effects. E.g., in EtT8 a
hyperfine coupling constant of muonium of 4405.9 MHz compared to 1415.58 MHz for EtT8:1H, and
217.314 MHz for EtT8:D can be observed. Altogether, the absolute values of the hyperfine coupling
constants compared to the values of the isotopes in vacuum clearly show the interaction of these atoms
with their surrounding; they act as spin probes (see [123–125]). The cages proved to be suitable not only for the trapping of 1H and 2H. The light hydrogen isotope
muonium could also be trapped inside these cages at room temperature [86]. The muonium is the ultra-light
isotope of hydrogen [87,109]. Under physical aspects μ+ is considered to be a heavy electron and in
chemistry a light proton. Its mass is only 1/9 of that of hydrogen and it can be incorporated in different
systems. Except the mass effect the μ behaves like a hydrogen isotope. It is the most sensitive probe
for all kinds of mass dependencies, like effects of zero-point energy and tunnel effects. E.g., in EtT8 a
hyperfine coupling constant of muonium of 4405.9 MHz compared to 1415.58 MHz for EtT8:1H, and
217.314 MHz for EtT8:D can be observed. Molecules 2013, 18 Altogether, the absolute values of the hyperfine coupling
constants compared to the values of the isotopes in vacuum clearly show the interaction of these atoms
with their surrounding; they act as spin probes (see [123–125]). Molecules 2013, 18 6702 Molecules 2013, 18 As expected the trapped 2H• gives a 3-line spectrum with the reduced hyperfine coupling constant (a = 7.8)
due the smaller gyromagnetic ratio γH/γD = 6.51 and the nuclear spin I(2H) = 1. The proof for the location
of the hydrogen atom in the cage can be seen in Figure 10. The cages Q8M8 and EtT8 [120–122] had
been irradiated with γ-rays. The line widths in the degassed solution are in the range of 2 – 9 μT. The
symbol * indicates the signals of EtT8:1H and ** stands for Q8M8:1H. The satellites to the 1H doublet
are a result of the interactions with the 29Si atoms of the cages. It has to be considered that the number
of 29Si (I = 1/2) atoms per cage is determined by the natural abundance of 29Si (4.7%) and the
probabilities of the occurrence in the cages (1 times 29Si, 2 times 29Si, etc.). The calculated
probabilities and, thus, the percentage part of the ESR intensity correspond well with the experimental
findings. Altogether this is the proof for the trapping of the hydrogen atom inside the cage. Figure 9. ESR spectra of H• (I = 1/2) and D• (I = 1) in solid Si8O12R8 matrices. Figure 9. ESR spectra of H• (I = 1/2) and D• (I = 1) in solid Si8O12R8 matrices. Figure 9. ESR spectra of H• (I = 1/2) and D• (I = 1) in solid Si8O12R8 matrices. Figure 10. ESR spectra of degassed solutions of γ irradiated Si8O12R8 cages in C2Cl4 at
293 K. *: H• in the cage with R = propyl **: H• in the cage with R = methyl. Figure 10. ESR spectra of degassed solutions of γ irradiated Si8O12R8 cages in C2Cl4 at
293 K. *: H• in the cage with R = propyl **: H• in the cage with R = methyl. Figure 10. ESR spectra of degassed solutions of γ irradiated Si8O12R8 cages in C2Cl4 at
293 K. *: H• in the cage with R = propyl **: H• in the cage with R = methyl. 3.4. Selected zfs Effects Isotope effects in the ESR fine structure of Mn2+ in Ca(OH)2 and Ca(OD)2 have been examined by
Holuj and Kwan [126]. At low temperatures there are relatively large differences with respect to the
zfs parameter
0
2
b . 0
2
b symbolizes a spin coupling parameter of second order in the spin-Hamilton
operator [see [22,82] and Equation (5)] and it can be interpreted as a measure for stretching or
compressing of a Mn2+ coordination polyhedron. The analysis of the ESR parameters concerning the
lattices vibrations revealed, that the hyperfine coupling constant of 55Mn changes only slightly over a
large temperature range (about 4.3%), but the fine structure parameter
0
2
b changes even its sign. Next
to the thermal expansion of the sample with increasing temperature a modulation of the crystal electric
field by the lattice vibrations occurs. The development of that field in terms of displacement of the Molecules 2013, 18 Molecules 2013, 18 6704 participating atoms including orbital lattice interactions showed, that the contributions of the involved
acoustic modes to the modulation process are reciprocally proportional to the masses of 1H and D [126]. For these findings it is interesting to watch the subtle changes of the fine structure by isotopic
marking, but that the changes appear via changes in the vibrational modes of the matrix. The influence of isotopes on the fine structure of ESR spectra is described in [127–130]. The role of
the spin-phonon coupling was investigated by Böttger [99] on examining the line splitting of the ESR
spectrum of Ni2+ in MgO, while Tomioka et al. [131] studied steric and isotope effects in triplet
carbene systems. 3.5. Examples for the Jahn-Teller Effect and Vibronic Couplings The ESR detection of the static Jahn-Teller distortion in cationic radicals with originally
degenerated occupied molecular states has been done already with several examples such as SF6
+ [132],
benzene+ [133,134], etc. At higher temperatures the hyperfine structure for the benzene cation results
in six equivalent protons due to the fast exchange of the three equivalent distorted structures [135]. This
phenomenon is called pseudo-rotation. The influence of the isotopic substitution on the Jahn-Teller
distortion was demonstrated by means of cations of methane, cyclopropane, and cyclohexane [134]. The respective theoretical background can found in [136]. Partially deuterated benzene cation radicals
are the objects in the examinations of Toriyama et al. [134] while Iwasaki et al. [137] examined ethane
radicals in SF6. It was found that the kind of distortion of the cations is unique with respect to the sites
of the D substitution in all examined matrices. For the ground states D2h symmetry results and the
remaining C-H bonds are localized in the distorted structure at sites with higher spin density. In the simplest case the zero-point energy for the stretching vibrations of C-H is proportional to
(k/mH)1/2 (k: force constant). On exchanging H and D the complete zero-point energy depends on the
position in the cation. The criterion for that consists in the strongest decrease of the zero-point energy
in case the D atom occupies a position with a larger force constant. That can be realized with a shorter
bonding and smaller spin density. The addition of muonium to benzene gave an interesting effect as described by Eckert et al. [87]. This reaction was about twenty times faster than that of 1H and the activation energy was about two
third smaller [138]. That finding will be caused by a dominance of the tunnel effect which will
superimpose that of the zero-point energy in the transition state. 3.6. Examples for the Tunnel Effect For the first time Zamaraev and Khairutdinov [139] could provide the experimental proof that the
reactants have an unusual large distance from each other, i.e., about 1.4 Å, in the moment of reaction. This was found for the reaction: etr
− + O− → O2−
(16) (16) Both reactants are ESR active and can be observed separately because of the different spin-orbit
coupling contributions to the gˆ tensor. Moreover, from the line widths of the signals the distance
between the paramagnetic species can be determined. Further on there is a possibility to determine the
actual concentration of the paramagnetic reactants and products, respectively. It turned out that in the Molecules 2013, 18 Molecules 2013, 18 6705 range of 4.2–93 K the main reaction channel appears to be a non-activated tunnel process for the
electron transfer, which changed to an activated one at higher temperatures. range of 4.2–93 K the main reaction channel appears to be a non-activated tunnel process for the
electron transfer, which changed to an activated one at higher temperatures. Due to the fact that ESR spectra sensitively reflect changes in structure and the local environment
of the paramagnetic species, isomerizations, interconversions of radical pairs (see [30]) and isolated
radicals, respectively, as well as transformations of diradical pairs in crystals can be observed. Examples for this are described by Bell [33] and Williams et al. [140–143]. E.g., : CH3 + CH3X Ý CH4 + •CH2X (X = CN, NC, OH)
(19)
CH3 + CH3OD Ý CH4 + •CH2OD
(20) (19) (20) Due to the usage of CH3OD the line widths was reduced caused by the smaller magnetic moments
of the D nuclei. Due to the usage of CH3OD the line widths was reduced caused by the smaller magnetic moments
of the D nuclei. Another example for the influence of isotopes on the tunnel effect will be the isomerisation of
2,4,6-tributylphenol into 3,5-di-t-butylneophyl [144] which was carried out in comparison to the
completely deuterated species. In the range from 28–200 K a strong change in activation energy took
place indicating a distinctive isotope effect. For that the ratios of the rates kH/kD have been determined
which particularly at low temperatures are much above the predicted one for the model of the absolute
reaction rate. Thus, one can state that the complete process is dominated by the tunnel effect. 3.6. Examples for the Tunnel Effect The tunnel effect of H atoms could observed on changing radical pairs in γ irradiated crystalline
dimethylglyoxime, too. The vanishing activation energy in the range of 4.2–50 K is also a sign for a
tunnel process [32,145,146]. The respective 1H/2H isotope effects have been examined by
Jakimtschenko and Lebedev [145]. It could be shown that the conversion of radical pairs in the
temperature range 77–310 K occurs via intra and intermolecular migration of bonds. The isotope
effects are pronounced particularly at low temperatures. The basic mechanisms are mainly determined
by hydrogen tunnelling. Another interesting isotope effect at the para-elastic relaxation has been shown by Pfister and
Känzig [147] by means of ESR. The paramagnetic species 16O2
− and 18O2
− have been examined in
KCl, KBr, and KJ at temperatures of 1.3–4.5 K under uniaxial pressure. The observation of the elastic
relaxation of the systems after pressure release was done via recording the ESR intensity as a function
of the time. Under a molecular aspect the relaxation was expressed by the turning of a molecule from
one equilibrium orientation to another one due to undoing the distortion after the pressure release. Despite the ‘jump rate’ of the paramagnetic molecules had been very small at the selected
temperatures the sensitivity of ESR allowed the observation of the time-depending course via changes
of the line intensity of the ESR signals. At T < 4 K the rate of reorientation was directly proportional to
the temperature. On turning the molecules the present potential barriers have been tunnelled
successfully. On that a relatively large isotope effect of the rates of reorientation for 16O2
− and 18O2
−
could be detected. It is interesting to state that the differentiation between the species 16O2
− and 18O2
−
(both have I = 0) by classical ESR parameters is not possible. 3.8. Isotope Effects of the Matrix 3.8. Isotope Effects of the Matrix 3.7. Influence of the Zero-Point Vibrations The influence of the zero-point vibrations on the superhyperfine interactions of 1H• and 2H• in KCl
could be shown by Spaeth [148] by means of ESR. The isotropic superhyperfine splitting constants Molecules 2013, 18 Molecules 2013, 18 6706 had been smaller in case of 2H•. The ratio of the couplings with the potassium nuclei (I = 3/2 for 39K)
had been aH(K)/aD(K) = 1.165 and with chlorine (I = 3/2) 1.026. About 30% of aH(K) and about 10%
of aH(Cl) could ascribed to zero-point vibrations. The lighter 1H• causes a larger energy and amplitude of the zero-point vibration and a stronger
influence on the hyperfine interaction. Finally the average effect of the vibrations on the
superhyperfine structure was observed. This means an admixture of different core-orbital contributions
to the spin density of the ESR active centres takes place. Further results for H and D atoms in alkali
halide crystals are given in [149]. The examinations of Morton and Preston [81] supplied an example for the influence of isotopes on
the isotropic hyperfine interactions using the F2NO radical. The 19F coupling increases with the mass
of oxygen and nitrogen (15N and 17O substitution). As expected the original nitrogen coupling changes
from a triplet to the 15N doublet with a larger splitting. Hints to quantum-mechanical tunnelling processes of methyl protons at 20 K could be obtained
from the analysis of the ESR spectra of the partially deuterated tetramethysilanes [Si(CH3)4
+ and
others] [150]. By means of the 1H-2H substitution in radical cations of CH3OCH2F and CH3CCl3 and
the complete analysis of the ESR spectra, accompanied by ab initio DFT-MO calculations, the
conformation of the cations could be determined. The influence of the 2H substitution onto the conformation and rotation of the CH3 groups in the
dimethylether cation could be shown by Itagaki et al. [101]. The 1H hyperfine constant showed up to
100 K nearly no temperature dependency different to the 2H system because of the difference in the
zero-point vibrations of the different rotational conformers. The proof for intermolecular hydrogen bridges in the hydroxysemiquinone provided Gendell et al. [151]
by means of 1H-2H isotope effects on the hyperfine structure. Obviously the vibrational effects in a
hydrogen bridge play a decisive role. The ratio of the coupling constants a(1H)/a(2H) was in the range
of 7.2−7.8 larger than the expected value of 6.51 out magnetic data. 3.7. Influence of the Zero-Point Vibrations The reduced mobility of 2H has an effect on the values of the hyperfine splitting in isotopically
substituted 1-hydroxypyridil radicals [152]. Papers concerning the simulation of ESR spectra considering isotopic substitutions on the hyperfine
structure including the respective computer programmes are widespread in the literature
(see e.g., [101,153,154]). 3.8.1. Stationary Effects This concerns the detection of the properties of the surrounding of paramagnetic species. In this
connection the term matrix should be understood to be the lattice of a solid, as well as solvents, or
other fluid systems. Thus the isotopic substitution might be done in: (i) the spin probes as well as in
(ii) the units of the matrices. Further differentiation in: (iii) static and (iv) dynamic effects seems
to be useful. Molecules 2013, 18 Molecules 2013, 18 6707 3.8.1.1. H-D Exchange and Fermi Contact 3.8.1.1. H-D Exchange and Fermi Contact The values for the Fermi contact interaction [3] of the hydrogen isotopes in liquid and solid H2O are
below the vacuum values. They depend on the mass and give a negative temperature coefficient in the
liquid phase. It means there is some spin delocalization to solvent molecules. Moreover, there is a
strong isotope effect in mixtures of H2O and D2O [124]. Furthermore there is an indication for the existence of clathrate-like cages in water. Other
chemically interesting effects of H-D exchange were observed by Magin and Morse [155] and
Pfirrmann et al. [156]. 3.8.1.2. Spin Probes and Polarity of the Matrix Under practical chemical considerations the term polarity is used in chemical synthesis, e.g., to describe
the influence on the course of chemical reactions by selecting and applying suitable solvents. The relative
dielectric constant εr is a possible means to indicate the polarity of a solvent [157]. The hyperfine coupling
constants of spin probes, dissolved in the respective solvent are related to polarity [131]. The reason for
that is the fact that in polar media the accommodation of the polar constituents of the structure of the
spin probes is favoured and the spin density at the nitrogen atom will increase (see Figure 12). With it
the hyperfine coupling increases, too. As shown in Figure 12 fluid media can be formally subdivided
into polar and non-polar (εr < 25). In that way the selection of a suitable solvent for specific reaction
can be selected by their hyperfine coupling. For the determination of the polarity the usage of 15N spin
probes is useful, because the larger hyperfine coupling responds more sensitively on changes of εr. Distance measurements in complex systems have been performed by Jeschke et al. [158] using
marked nitroxyl spin probes. Figure 12. Formal differentiation of the polarity of solvents by means of the values of the
hyperfine coupling constants in relation to the respective dielectricity constants εR. The
ordinate shows the differences ΔAiso with respect to coupling constant of toluene. Molecules 2013, 18 6708 The literature provides a large number of papers concerning the simulation of ESR spectra of
selected transition metal complexes, as e.g., considering the surrounding matrix of complexes of
copper isotopes in their natural abundance [153]. 3.8.2.1. Spin Relaxation As mentioned in Section 2.2. the usage of isotopes is reflected in spin relaxation times T1 and T2. The findings of Du et al. [161] and Biller et al. [162] shall serve as examples for that. In the range of rapid tumbling (0.5–0.1 μs) the relaxation times T1 and T2 in liquids approach each
other (T1~T2). Biller et al. [162] found larger values for T1 as well as T2 for selected 15N spin probes
than for the respective 14N probes. This and the smaller line widths improve the signal-to-noise ratio, too. All this is based on the differences in the nuclear magnetic moments und the nuclear spin. Beside the
thermal modulation of the anisotropic nitrogen hyperfine structure the modulation of the spin-rotation
interaction contributes to T1. 3.8.1.3. Spin trapping The method is characterized by transferring short-living paramagnetic species, mainly radical
intermediates, to longer living radicals by reacting with so-called spin traps (e.g., DMPO). For that,
there are similar considerations as stated already [6,7]. Also in these cases the identification of the species
by isotopic marking (1H → 2D, 14N → 15N) will be easier and the sensitivity will be enhanced [159]. The
trapping of the superoxide anion and the identification of the trapped radical species could be
improved after applying isotopically marked spin traps as it is shown in [160]. 3.8.2. Dynamic Effects 3.8.2. Dynamic Effects 3.8.2.2. Diffusion of Spin Probes and ESR Tomography The isotopic marking of the spin probes 15N-2,2,6,6-tetramethylpiperidin-1-oxyl (TEMPO) and
4-hydroxy-2,2,6,6-tetramethylpiperidin-1-oxyl (TEMPOL) allows the observation of their lateral
diffusion in opposite directions in a one-phase system by means of ESR tomography [163]. Figure 13
displays the profiles of the signal amplitudes after 10 and 135 min, respectively, for the diffusion of
the spin probes in the ionic liquid butylmethylimidazolium tetrafluoroborate (BuMeImBF4) [163]. By
means of the marking the concentration profiles can be assigned unambiguously and specifically for
the respective probe including their spatial distribution. The lateral diffusion of two spin probes in a two-phase system can be similarly tracked by
15N-marking and ESR tomographic examination as shown in Figure 14. For that purpose 15N-TEMPO
was dissolved in Precirol®, while 14N-TEMPOL was dissolved in Miglyol® and brought into contact
within a capillary tube. The spectral-spatial images and the respective spectra in different depths show
the progress of the distribution after 5 and 240 min [37], respectively, are displayed in Figure 14. Particularly in biological systems, ESR imaging requires the usage of spin probes and conditions
for measurements which give acceptable signal-to-noise ratios. Such systems are usually characterized
by high dielectric losses due to microwave absorption and it might be generally advisable to perform
the examinations at smaller microwave frequencies than to use the standard frequency of about 10 GHz. Molecules 2013, 18 6709 Another method for improving the signal-to-noise ratio will be the increase of the spin probe
concentration. Unfortunately this is not always possible because of the toxicity of the spin probe and,
moreover, an increase in line widths, whereas the isotopic substitution of 1H by 2H will improve the
situation because the small nuclear moments of the 2H nuclei give smaller magnetic dipole-dipole
contributions to the line widths [164]. The 14N-15N substitution in the nitroxyl spin probes is
favourable, too, because to the reduction from three to two lines also improves the signal-to-noise ratio. Figure 13. Lateral diffusion of the spin probes 14N-TEMPOL and 15N-TEMPO dissolved
in the ionic liquid BuMImBF4 at 300 K. The signal amplitudes are displayed as function of
the spatial coordinates. 6710 Molecules 2013, 18 Figure 14. Reverse diffusion of the spin probes 15N-TEMPO and 14N-TEMPOL in Precirol
and Miglyol, respectively, after 5 and 240 min. Spectra-spatial images including of
selected ESR spectra in different depths of the two-phase object (black: 2.17 mm depth,
red: 2.71 mm depth, blue: 2.85 mm depth, green: 3.25 mm depth). Figure 14. Reverse diffusion of the spin probes 15N-TEMPO and 14N-TEMPOL in Precirol
and Miglyol, respectively, after 5 and 240 min. Spectra-spatial images including of
selected ESR spectra in different depths of the two-phase object (black: 2.17 mm depth,
red: 2.71 mm depth, blue: 2.85 mm depth, green: 3.25 mm depth). 3.8.2.3. Spin Exchange and Chemical Reactions 3.8.2.3. Spin Exchange and Chemical Reactions The direct determination of 3O2 in solution (e.g., in H2O) is very difficult due the small distribution
coefficient of 3O2 and the relaxation times of the respective spin states are very short and, thus, the
determination of
2
O
p
, too. Examples for this are the changes of
2
O
p
in the course of the Maillard
reactions [165], the analysis of water samples, in which
2
O
p
provides environmental information about
the sum of further dissolved substances and about activity and state of biosystems. Contrary to chemical or other spectroscopic procedures the investigation of the spin exchange
between stable spin probe radicals and the paramagnetic 3O2 by means of ESR has the advantage that
the concentration can be determined by observing the changes in line widths [166], i.e., the x axis is
precisely calibrated in units of frequency is used for finding the actual
2
O
p
. Molecules 2013, 18 The marking of the mainly
used nitroxyl spin probes with the isotope 15N instead of 14N is advantageous due to the increase in
signal amplitude because the complete signal intensity is distributed over two lines only. Additional
signal splittings can be avoided by substitution of 1H by 2H, which leads to smaller line widths. Altogether at comparable sensitivity the spin probe concentration can be reduced. Additionally the
reduction of the dipole-dipole interactions between the probes leads to an increase of sensitivity of the
2
O
p
. Disadvantageous seems to be the case that only one parameter (K [165]) is used which usually
even depends on the applied radical concentration. Moreover, the signal-to-noise ratio decreases
because the spectra are recorded with small modulation amplitudes. E.g., the reduced information
content results already from the fact that out of 18 hyperfine lines only two are used. In oximetry the influence of the spin-spin relaxation time T2 on the line widths of the spin probes
with 15N and 2H marking the sensitivity could be increased. In their considerations Halpern et al. [167] went further. They reduced the contribution of the
inhomogeneous component of the spectrum and used the advantage of a selective deuteration for an
additional reduction of the line width. In this they could find a compromise between the usage of the 6711 Molecules 2013, 18 spectral “richness” and the reduction of the line widths. That compromise is of importance at low ESR
frequencies (e.g., at 250 MHz) for in vivo investigations, including ESR imaging. E.g., after reduction
of the contribution of the inhomogeneous component it could differentiated which part of line
broadening results from interactions between the spin probe molecules themselves and the interactions
with 3O2. The spin exchange of the dissolved spin probes TEMPO, CAT-1, and TEMPOL (see Figure 15) has
been proven to be a valuable indicator for different interactions of the spin probes in H2O and D2O,
respectively [96]. So, the different structure of the probes gave different rate constants ke for the spin
exchange at 293 K (contrary to the values of the hyperfine coupling which differ on slightly between
H2O and D2O solutions) and make a differentiation between H2O and D2O possible. Different zero-point
and dissociation energies for both fluid systems are the reason for that. Moreover, these disparities are
responsible for other characteristic mainly macroscopic properties of water [168]. 4. Conclusions It is not only necessary to consider effects of naturally occurring isotopes for the interpretation of
ESR spectra, but further information about spin density distribution, reaction behaviour and other
phenomena of paramagnetic molecules, organic systems, and solids will be accessible. Finally, the exchange of isotopes up to the synthesis of isotopically marked compounds is
indispensable, despite the recent highly developed ESR technique. The conclusiveness of the
interpretation is out of doubt. The variety of applications of isotopes extends via nearly all spin
depending parameters, which provide a contribution to the ESR response. The relationship between
electron spin and specific properties of isotopes such as nuclear spin, nuclear magnetic moment, mass
and nuclear volume leads to characteristic phenomena such as electron spin, nuclear spin, vibronic
couplings, tunnel effects and others which have a direct connection to the quantum mechanical basic
effects. Well-planned experiments may approve the access to these phenomena. Further developments of the ESR technique, the chemical methods for stabilizing reactive
paramagnetic species, good command of isotopic marking on a chemical way, the adaption and
improvement of quantum mechanical techniques for the interpretation of experimental findings will
make it possible to follow the course of dynamic processes and chemical and biological reactions. Molecules 2013, 18 With respect to the influence of isotopes on chemical reactions further examples are discussed
in [1,33,155,169–171]. Furthermore it is of interest how the spin exchange in biradicals can be
elucidated by using the symmetrical and non-symmetrical isotope exchange [34]. Figure 15. ESR spectra of different concentrations of the three spin probes TEMPO,
CAT-1, and TEMPOL in H2O and D2O at 300 K. 6712 Molecules 2013, 18 Figure 15. Cont. 3.9. Indication of Some Sources Dealing with Non-cw Techniques and Modern Applications of ESR
Non-stationary and multiple resonance techniques are described in [14] and [15]. Problems of the
creation and handling of quantum bits are outlined in [172–176]. Figure 15. Cont. 3.9. Indication of Some Sources Dealing with Non-cw Techniques and Modern Applications of ESR 3.9. Indication of Some Sources Dealing with Non-cw Techniques and Modern Applicati Non-stationary and multiple resonance techniques are described in [14] and [15]. Problems of the
creation and handling of quantum bits are outlined in [172–176]. Non-stationary and multiple resonance techniques are described in [14] and [15]. Problems of the
creation and handling of quantum bits are outlined in [172–176]. Non-stationary and multiple resonance techniques are described in [14] and [15]. Problems of the
creation and handling of quantum bits are outlined in [172–176]. Acknowledgements We would like to express our thanks to M. Päch, G. Scholz, H.-H. Borchert, Christian Kroll,
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120–126. © 2013 by the authors; licensee MDPI, Basel, Switzerland. © 2013 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 license
(http://creativecommons.org/licenses/by/3.0/). Molecules 2013, 18 This article is an open access article
distributed under the terms and conditions of the Creative Commons Attribution license
(http://creativecommons.org/licenses/by/3.0/). © 2013 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 license
(http://creativecommons.org/licenses/by/3.0/).
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SARS-CoV-2 S1 Protein Persistence in SARS-CoV-2 Negative Post-Vaccination Individuals with Long COVID/ PASC-Like Symptoms
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SARS-CoV-2 S1 Protein Persistence in SARS-CoV-2
Negative Post-Vaccination Individuals with Long
COVID/ PASC-Like Symptoms Bruce K. Patterson
(
brucep@incelldx.com
) Rodrigo Mora Rodrigo Mora
Lab of Tumor Chemosensitivity, CIET / DC Lab, Faculty of Microbiology, Universidad de Costa Rica
Javier Mora
Lab of Tumor Chemosensitivity, CIET / DC Lab, Faculty of Microbiology, Universidad de Costa Rica Rodrigo Mora
Lab of Tumor Chemosensitivity, CIET / DC Lab, Faculty of Microbiology, Universidad de Costa Rica
Javier Mora
Lab of Tumor Chemosensitivity, CIET / DC Lab, Faculty of Microbiology, Universidad de Costa Rica g
Lab of Tumor Chemosensitivity, CIET / DC Lab, Faculty of Microbiology, Universidad de Costa Rica
Javier Mora
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i Short Report Short Report Short Report Page 1/14 Page 1/14 Page 1/14 Keywords: COVID-19, PASC, long COVID, long haulers, SARS CoV-2 S1 protein, non-classical monocytes,
CCR5, fractalkine Posted Date: July 12th, 2022 DOI: https://doi.org/10.21203/rs.3.rs-1844677/v1 Results We determined that post-vaccination individuals with PASC-like symptoms had similar symptoms to
PASC patients. When analyzing their immune profile, post-vaccination individuals had statistically
significant elevations of sCD40L, CCL5, IL-6, and IL-8. SARS-CoV-2 S1 and S2 protein were detected in
CD16 + monocytes using flow cytometry and mass spectrometry on sorted cells. DOI: https://doi.org/10.21203/rs.3.rs-1844677/v1 License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Page 2/14 Background We sought to determine the immunologic abnormalities in patients following SARS-CoV-2 vaccines who
experience post-acute sequelae of COVID-19 (PASC)-like symptoms > 4 weeks post vaccination. In
addition, we investigated whether the potential etiology was similar to PASC. Design: We enrolled 50 post-vaccination individuals who experience PASC-like symptoms, 10 healthy individuals,
and 35 individuals post-vaccination without symptoms. We performed multiplex cytokine/chemokine
profiling with machine learning as well as SARS-CoV-2 S1 protein detection on monocyte subsets using
flow cytometry and mass spectrometry. Conclusions Post-vaccination individuals with PASC-like symptoms exhibit markers of platelet activation and pro-
inflammatory cytokine production which may be driven by the persistence of SARS-CoV-2 S1 protein
persistence in intermediate and non-classical monocytes. Flow Cytometric S1 Quantification in Monocyte Lineage
Cells Flow Cytometric S1 Quantification in Monocyte Lineage
Cells Peripheral blood mononuclear cells were collected in EDTA anticoagulated whole blood collection tubes. Whole blood (200 uL) was lysed using 4 mL of 1X Red Blood Cell (RBC) Lysis Buffer (Abcam Part
#ab204733) for 10 min. and centrifuged at 400x g for 5 min. Cells were resuspended in 1 mL 2%BSA/D-
PBS and incubated for 5 min at room Temperature. The cells were then pelleted at 300x g for 6 min and
the supernatant was aspirated leaving 50–100 µL residual liquid. An antibody cocktail with the following
reagents: 5 µL True-Stain Monocyte Blocker, 5 µL CD45 FITC, 3 µL CD14 PE, 5 µL CD3 PC5.5, 1.5 µL CD19
PC7,1.5 µL CD16 AF700, 5 µL COVIDS1-AF647, 74 µL 2%BSA/D-PBS. (100uL) was added to each tube
and the mixture was incubated in the dark for 25 min. 37° C. Cells were washed in 1 mL 2% BSA,
centrifuged at 300x g for 6 min and re-suspended in 200 µL D-PBS for analysis. Single cells were
analyzed on a Beckman Coulter Cytoflex flow cytometer and gated as previously described8. Patients Fifty patients were enrolled following written informed consent. None of the patients reported any clinical
signs and symptoms of previous SARS-CoV-2 infection, with some also having documented multiple
negative polymerase chain reaction (PCR) tests. Lack of prior infection was determined using anti-
nucelocapsid antibody testing or Food and Drug Administration (FDA) Emergency Use Authorization
(EUA) T-Detect Test. Representative patients vaccinated with all four approved vaccines (Pfizer-BioNTech,
Moderna, Johnson and Johnson, and Oxford/AstraZeneca), were included in the study as well as the
duration of the symptoms post-vaccination. Thirty-five healthy controls all 90 days post-vaccination were
enrolled as the control group following informed consent. Introduction Over 1.5 billion doses of SARS-CoV-2 vaccine have been delivered to individuals worldwide. Vaccines
exhibit a > 80% protection against infection by the original alpha variant with some vaccines offering >
90% protection1. Most importantly, vaccines have protected against serious disease and death2. Since the launch of global vaccination programs, side effects of the vaccine have been reported including
increased thrombosis, cardiomyopathy, and other vascular events3–5. The possibility that long hauler
symptoms could occur following a breakthrough infection was published by the Center for Disease
Control (CDC). This publication did not discuss the possibility that long hauler symptoms could occur in
vaccinated individuals in the absence of infection6. Here, we report on 50 individuals with symptoms > 4
weeks following vaccination that resemble the spectrum of symptoms reported in long COVID or PASC7, 8. Page 3/14 Page 3/14 We used machine learning to analyze the immune profiles in these individuals. Further, we used high
parameter, single cell analysis to determine if S1 protein generated by vaccination persisted in immune
cells as previously described9. Multiplex Cytokine Quantification Fresh plasma was used for cytokine quantification using a customized 14-plex bead based flow
cytometric assay (IncellKINE, IncellDx, Inc) on a CytoFlex flow cytometer as previously described8 using
the following analytes: TNF-α, IL-4, IL-13,IL-2, GM-CSF, sCD40L, CCL5 (RANTES), CCL3 (MIP-1α),IL-6, IL-10,
IFN-γ, VEGF, IL-8, and CCL4 (MIP-1β). For each patient sample, 25 µL of plasma was used in each well of
a 96-well plate. Flow Cytometric Cell Sorting Cryopreserved PBMCs were quick-thawed, centrifuged, and washed in 2% BSA solution in D-PBS. Cells
were blocked for 5 min. in 2% BSA and then incubated at room temperature for 30 min. with Alexa Fluor® Page 4/14 Page 4/14 488 Anti-CD45 antibody (IncellDx, 1/100 dilution), 2.5 ug of Alexa Fluor® 647 Anti-CD16 antibody (BD,
Cat. # 55710), and 1 ug of PerCP/Cy5.5 Anti-human CD14 antibody (Biolegend, Cat. #325622). Cells were
washed twice with 2% BSA/D-PBS, filtered, and kept on ice for the duration of the cell sort. Data was
acquired on a Sony SH800, and only CD45 + cells staining positive for both CD14 + and CD16 + were
sorted into test tubes with 100 uL 2% BSA solution. Sort purity of control PBMCs was confirmed to be >
99% by re-analyzing sorted PBMCs using the same template and gating strategy. 488 Anti-CD45 antibody (IncellDx, 1/100 dilution), 2.5 ug of Alexa Fluor® 647 Anti-CD16 antibody (BD,
Cat. # 55710), and 1 ug of PerCP/Cy5.5 Anti-human CD14 antibody (Biolegend, Cat. #325622). Cells were
washed twice with 2% BSA/D-PBS, filtered, and kept on ice for the duration of the cell sort. Data was
acquired on a Sony SH800, and only CD45 + cells staining positive for both CD14 + and CD16 + were
sorted into test tubes with 100 uL 2% BSA solution. Sort purity of control PBMCs was confirmed to be >
99% by re-analyzing sorted PBMCs using the same template and gating strategy. Single Cell Protein Identification Patient cells were sorted based on phenotypic markers (as above) and frozen at -80o C. Six patient
samples with positive flow cytometry signal and sufficient cell counts were chosen for LCMS
confirmation. Frozen cells were lysed with the IP Lysis/Wash Buffer from the kit according to the
manufacturer’s protocol. 10 ug of anti-S1 mAb were used to immunoprecipitate the S1 Spike protein from
cell lysate of each patient. After overnight incubation with end-over-end rotation at 4oC and then three
washes with IP Lysis/Wash Buffer, bound S1 Spike protein was eluted with the elution buffer from the kit. IP elution fractions were dried in vacuo, resuspended in 20 uL of water, pooled, and purified by Agilent
1290 UPLC Infinity II on a Discovery C8 (3cm x 2.1 mm, 5 µm, Sigma-Aldrich, room temperature) using
mobile phase solvents of 0.1% trifluoroacetic acid (TFA) in water or acetonitrile. The gradient is as
follows: 5–75% acetonitrile (0.1% TFA) in 4.5 min (0.8 mL/min), with an initial hold at 5% acetonitrile
(0.1% TFA) for 0.5 min (0.8 mL/min). The purified protein was dried in vacuo and resuspended in 50 µL of
100 mM HEPES, pH 8.0 (20% Acetonitrile). 1µL of TCEP (100 mM) was added and the samples were
incubated at 37ºC for 30 min. 1 µL of chloroacetamide (500 mM) was added to the samples and
incubated at room temperature for 30 min. 1 µL rAspN (Promega 0.5 µg/µL) and 1 µL of LysC (Pierce, 1
µg/µL) were added and the samples incubated at 37ºC for 16 h, prior to LCMS analysis. Immune Profile Determined using a 14-Plex Cytokine/Chemokine Panel. To determine whether the PASC-like symptoms may be associated with similar cytokine/chemokine
abnormalities found in PASC8, we performed statistical analysis on the 50 post-vaccination patients with
PASC-like symptoms and compared the cytokine expression levels to individuals post-vaccination without
PASC-like symptoms. Post-vaccination patients with symptoms had statistically significant elevation in
CCL5 (p=0.006), sCD40L (P<0.001), IL-8 (P<0.001), and IL-6 (P=0.04) (Fig. 3). Vaccinated individuals
without PASC-like symptoms had elevated IL-2 (P=0.007) and reduced CCL4 (P=0.001) compared to the
group of vaccinated individuals with PASC-like symptoms. Elevated IL-8 is a key difference compared to
the elevated cytokines in PASC. Vaccine-Specific PASC-Like Symptoms We investigated 50 individuals that exhibited PASC-like symptoms similar to those previously
published7,8. On average these symptoms were reported after 105 days post-vaccination (Table 1) and
previously published in post-vaccination individuals10. There was variability in symptoms according to
the vaccine administered, however, the predominant symptoms were fatigue, neuropathy, brain fog and
headache. All of these symptoms were reported in all four of the vaccines administered in this cohort. Notably infrequent in the post-vaccination individuals with PASC-like symptoms compared to PASC itself
were shortness of breath and loss of taste/smell. Liquid Chromatography/Mass Spectroscopy (LC-MS)
analysis Digested recombinant SARS-CoV-2 Spike S1 protein was analyzed by a high accuracy mass spectrometer
to generate a list of detectable peptides with retention time and accurate masses. An Agilent 1290 Infinity
II high pressure liquid chromatography (HPLC) system and an AdvanceBio Peptide Mapping column (2.1
× 150 mm, 2.7 µm) were used for peptide separation prior to mass analysis. The mobile phase used for
peptide separation consists of a solvent A (0.1% formic acid in H2O) and a solvent B (0.1% formic acid in
90% CH3CN). The gradient was as follows: 0–1 min, 3% B; 1– 30 min, to 40% B; 30–33 min, to 90% B;
33–35 min, 90% B; 37–39 min, 3% B. Eluted peptides were electrosprayed using a Dual JetStream ESI
source coupled with the Agilent 6550 iFunnel time-of-flight MS analyzer. Data was acquired using the MS
method in 2 GHz (extended dynamic range) mode over a mass/charge range of 50–1700 Daltons and an
auto MS/MS method. Acquired data were saved in both centroid and profile mode using Agilent
Masshunter Workstation B09 Data acquisition Software. The same analytical method was applied to
immunoprecipitated samples from sorted patient cells except no ms/ms was acquired Page 5/14 Page 5/14 Discussion To date, clinical manifestations of post-vaccination side effects or injuries have been described but very
few mechanisms have been offered to explain these findings. In the present study, we investigated
whether an S1 protein mechanism of inflammation similar to what we published in PASC might underlie
the persistent, PASC-like symptoms that remain for months following vaccination with currently available
vaccines in the US. Given that ongoing viral replication may not be required for prolonged symptoms9 and given the overlap
in symptomatology, we applied machine learning to a panel of previously published immune biomarkers
to determine if an immune signature for post-vaccination PASC-like symptoms might exist. Using two
algorithms (severity score and long hauler index) previously derived from these biomarkers8, we found
that post-vaccination PASC-like symptoms were associated with an inflammatory profile with statistically
significant elevations in CCL5, sCD40L, IL-6, and IL-8. Further these patients were classified as PASC
using a single classifier and PASC with inflammation using a dual classifier. Elevated IL-8 was a unique
marker relative to PASC in post-vaccination individuals with PASC-like symptoms. We recently found a
statistically significant correlation between decreased IL-8 and improvement in the NYHA cardiac
symptom score in PASC following treatment with a CCR5 antagonist and statin11. Because of the similarities between PASC and patients with post-vaccination PASC-like symptoms, we
examined whether S1 protein persistence might also occur in patients with post-vaccination PASC-like
symptoms. We demonstrated a statistically significant elevation of S1 protein containing non-classical
monocytes (NCM) and in S1-containing intermediate monocytes (IM) in post-vaccination PASC-like
patients compared to normal controls. We sorted these CD16 + monocytes as previously performed and
used mass spectroscopy to interrogate whether S proteins (S1 and or S2) were present in these highly
mobile cells. We confirmed the presence of S1 sequences as well as S2 sequences in these monocytic
subsetss. Further, we found amino acid mutations in all six patients analyzed; the impact of which
remains to be elucidated. NCM bind to fractalkine expressed on vascular endothelial cells through the expression of the fractalkine
receptor CX3CR1 on the surface of NCM11. Fractalkine is also upregulated by IL-1, IFN-γ, and TNF-α12,
cytokines that we have reported to be elevated in PASC9. CX3CR1 also provides a survival signal to non-
classical monocytes through CX3CR1-dependent expression of the anti-apoptotic protein BCL213, 14. Stress and exercise mobilize non-classical monocytes including up to 4-fold with exercise15, 16. Analysis of S1 Protein Persistence Similar to our published findings of S1 persistence in non-classical and intermediate monocytes in
PASC9, we investigated whether a similar mechanism could account for the PASC-like symptoms in post-
vaccination individuals with PASC-like symptoms. We used flow cytometry to screen patients for S1
protein in their monocyte subsets. We screened 14 post-vaccination individuals with simultaneously
collected PBMCs and with PACS-like symptoms and 10 normal controls. As demonstrated in figure 4,
there was statistically significant elevation of S1 containing non-classical monocytes (13 of 14, P<0.001)
and S1 containing intermediate monocytes (9/14, P=0.006). Of the S1 positive post-vaccination patients, we sorted the CD16+ cells from six patients as previously
performed for PASC patients9. Upon isolation of the protein, we demonstrated by LC-MS that these CD16+
cells from post-vaccination patients also contained S1 protein months after vaccination (Fig 5A). Further
analysis revealed that these S1 positive, CD16+ cells also contained peptide sequences of S2, and
mutant S1 peptides (Fig 5B). Page 6/14 Discussion The
interaction between fractalkine and CX3CR1 has been reported to be involved in the pathogenesis of
atherosclerosis, vasculitis, vasculopathies, and inflammatory brain disorders17 and could also be
contributing to a vascular endotheliitis in post-vaccination individuals with PASC-like symptoms. Vascular inflammation has been shown to expose the collagen surface and platelet activation/adherence
by way of glycoprotein 1b-IX-V-receptor (GPIb-IX-V) with collagen-bound von Willebrand factor (vWF)18,19. Activated platelets also release soluble CD40 ligand (sCD40L) which leads to recruitment of both NCM bind to fractalkine expressed on vascular endothelial cells through the expression of the fractalkine
receptor CX3CR1 on the surface of NCM11. Fractalkine is also upregulated by IL-1, IFN-γ, and TNF-α12,
cytokines that we have reported to be elevated in PASC9. CX3CR1 also provides a survival signal to non-
classical monocytes through CX3CR1-dependent expression of the anti-apoptotic protein BCL213, 14. Stress and exercise mobilize non classical monocytes including up to 4 fold with exercise15, 16 The Page 7/14 Page 7/14 neutrophils and monocytes to the sites of vascular inflammation, thus activating the coagulation
cascade20. Activated platelets also release CCL5/RANTES which binds to endothelial cells, promoting
monocyte adhesion to inflamed endothelial tissues21 and acting as a chemoattractant for inflammatory
cells. Studies in atherosclerosis have shown that CCR5 antagonists reduce non-classical monocyte
recruitment to sites of atherosclerosis21,22. In addition, accumulation of non-classical monocytes can be
reduced by statin treatment through reduction in fractalkine expression23,24. Interfering with these
pathways may hold potential therapeutic targets for PASC and post-vaccination individuals with PASC-
like symptoms10. Further, activated platelets and endothelial cells also secrete (VEGF) which induces angiogenesis and
microvascular hyperpermeability. VEGF contributes to vasculitic neuropathy and also promotes a pro-
inflammatory-prothrombotic environment25. Given the elevated levels of sCD40L and the frequent co-
expression of VEGF, this pathway may also contribute to the thrombosis seen in some individuals post-
vaccination. Taken together, these findings suggest a possible mechanism for the debilitating symptoms found in
some patients weeks and months following vaccination. The findings that the immune profile and
persistent S1 protein in CD16 + monocytes suggest that S1 protein persistence is a major contributor not
only of symptoms in post-vaccination individuals with PASC-like symptoms but also may be a major
contributor of PASC itself given that S1 alone delivered by vaccination can cause similar pathologic
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10.1249/MSS.0000000000001703. PMID: 29957728. 18. Umehara H, Bloom ET, Okazaki T, Nagano Y, Yoshie O, Imai T. Fractalkine in vascular biology: from
basic research to clinical disease. Arterioscler Thromb Vasc Biol. 2004 Jan;24(1):34-40. doi:
10.1161/01.ATV.0000095360.62479.1F. Epub 2003 Sep 11. PMID: 12969992. 19. Gawaz M, Langer H, May AE. Platelets in inflammation and atherogenesis. J Clin Invest. 2005
Dec;115(12):3378-84. doi: 10.1172/JCI27196. PMID: 16322783; PMCID: PMC1297269. 20. Varga-Szabo D, Pleines I, Nieswandt B. Cell adhesion mechanisms in platelets. Arterioscler Thromb
Vasc Biol. 2008 Mar;28(3):403-12. doi: 10.1161/ATVBAHA.107.150474. Epub 2008 Jan 3. PMID:
18174460. 21. Flierl U, Bauersachs J, Schäfer A. Modulation of platelet and monocyte function by the chemokine
fractalkine (CX3 CL1) in cardiovascular disease. Eur J Clin Invest. 2015 Jun;45(6):624-33. doi:
10.1111/eci.12443. Epub 2015 Apr 24. PMID: 25832902. 21. Flierl U, Bauersachs J, Schäfer A. Modulation of platelet and monocyte function by the chemokine
fractalkine (CX3 CL1) in cardiovascular disease. Eur J Clin Invest. 2015 Jun;45(6):624-33. doi:
10.1111/eci.12443. Epub 2015 Apr 24. PMID: 25832902. 22. von Hundelshausen P, Weber KS, Huo Y, Proudfoot AE, Nelson PJ, Ley K, Weber C. References RANTES deposition
by platelets triggers monocyte arrest on inflamed and atherosclerotic endothelium. Circulation. 2001
Apr 3;103(13):1772-7. doi: 10.1161/01.cir.103.13.1772. PMID: 11282909. 23. Thomas G, Tacke R, Hedrick CC, Hanna RN. Nonclassical patrolling monocyte function in the
vasculature. Arterioscler Thromb Vasc Biol. 2015 Jun;35(6):1306-16. doi:
10.1161/ATVBAHA.114.304650. Epub 2015 Apr 2. PMID: 25838429; PMCID: PMC4441550. 24. Sakoda K, Yamamoto M, Negishi Y, Liao JK, Node K, Izumi Y. Simvastatin decreases IL-6 and IL-8
production in epithelial cells. J Dent Res. 2006 Jun;85(6):520-3. doi: 10.1177/154405910608500608. PMID: 16723648; PMCID: PMC3001137. 24. Sakoda K, Yamamoto M, Negishi Y, Liao JK, Node K, Izumi Y. Simvastatin decreases IL-6 and IL-8
production in epithelial cells. J Dent Res. 2006 Jun;85(6):520-3. doi: 10.1177/154405910608500608. PMID: 16723648; PMCID: PMC3001137. 25. Cimato TR, Palka BA. Fractalkine (CX3CL1), GM-CSF and VEGF-a levels are reduced by statins in
adult patients. Clin Transl Med. 2014 Jun 14;3:14. doi: 10.1186/2001-1326-3-14. PMID: 24995121;
PMCID: PMC4067646. 25. Cimato TR, Palka BA. Fractalkine (CX3CL1), GM-CSF and VEGF-a levels are reduced by statins in
adult patients. Clin Transl Med. 2014 Jun 14;3:14. doi: 10.1186/2001-1326-3-14. PMID: 24995121;
PMCID: PMC4067646. 26. Cuadrado MJ, Buendía P, Velasco F, Aguirre MA, Barbarroja N, Torres LA, Khamashta M, López-
Pedrera C. Vascular endothelial growth factor expression in monocytes from patients with primary
antiphospholipid syndrome. J Thromb Haemost. 2006 Nov;4(11):2461-9. doi: 10.1111/j.1538-
7836.2006.02193.x. Epub 2006 Sep 12. PMID: 16968331. 26. Cuadrado MJ, Buendía P, Velasco F, Aguirre MA, Barbarroja N, Torres LA, Khamashta M, López-
Pedrera C. Vascular endothelial growth factor expression in monocytes from patients with primary
antiphospholipid syndrome. J Thromb Haemost. 2006 Nov;4(11):2461-9. doi: 10.1111/j.1538-
7836.2006.02193.x. Epub 2006 Sep 12. PMID: 16968331. Data and materials availability: All requests for materials and raw data should be addressed to the corresponding author All requests for materials and raw data should be addressed to the corresponding author Competing interests: B.K.P, A.P., E.L, and EBF are employees of IncellDx, Inc Author contributions: R.Y., J.B, M.K. E.O. organized the clinical study and actively recruited patients. B.K.P, A.P., E.L., E.B.F, performed experiments and analyzed the data. J.G-C., R.A.M., J.M., C.B. performed the statistics and bioinformatics B.K.P., J.M., E.B.F, J.G-C., R.A.M., R.V. wrote and edited the draft of the manuscript and all authors
contributed to revising the manuscript prior to submission. B.K.P., J.M., E.B.F, J.G-C., R.A.M., R.V. wrote and edited the draft of the manuscript and all authors
contributed to revising the manuscript prior to submission. Funding: None
Tables
Table 1. Demographics of post-vaccination individuals with PASC-like symptoms. Patient Demographics
Gender-M
14
F
36
Average age
41.8 (range 13-65)
Time since last vaccine (mean)
105 days (range 38-245 days
Figures Ethics: Page 10/14 All the patients/participants provided their written informed consent to participate in this study. The study
was approved by the IRB or the Chronic COVID Treatment Center. Data and materials availability: Tables raphics of post-vaccination individuals with PASC-like symptoms. Table 1. Demographics of post-vaccination individuals with PASC-like symptoms. Patient Demographics
Gender-M
14
F
36
Average age
41.8 (range 13-65)
Time since last vaccine (mean)
105 days (range 38-245 days
Figures Table 1. Demographics of post-vaccination individuals with PASC-like symptoms. Patient Demographics
Gender-M
14
F
36
Average age
41.8 (range 13-65)
Time since last vaccine (mean)
105 days (range 38-245 days
Figures Figures Figure 1
Statistically significant elevation of cytokines in post-vaccination individuals with PASC-like symptoms
compared to vaccinated, healthy individuals. Figure 1 Figure 1 Statistically significant elevation of cytokines in post-vaccination individuals with PASC-like symptoms
compared to vaccinated, healthy individuals. Page 12/14 Figure 2 Flow cytometric quantification of S1-containing monocyte subsets as previously performed9. Increased
S1-conatining intermediate and non-classical monocytes was statistically significant compared to
vaccinated, healthy controls. Flow cytometric quantification of S1-containing monocyte subsets as previously performed9. Increased
S1-conatining intermediate and non-classical monocytes was statistically significant compared to
vaccinated, healthy controls. Page 13/14
Figure 3
(A) Liquid chromatography/mass spectrometry confirmation of S1 and S2 protein in flow cytometrically
isolated cells from post-vaccination individuals with PASC-like symptoms. (B) Protein sequences found in
CD16+ sorted monocytes including S1-mutated sequences. Figure 3 (A) Liquid chromatography/mass spectrometry confirmation of S1 and S2 protein in flow cytometrically
isolated cells from post-vaccination individuals with PASC-like symptoms. (B) Protein sequences found in
CD16+ sorted monocytes including S1-mutated sequences. Page 13/14 Figure 4 Figure 4 Figure 5 Page 14/14
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Influence of strength behavior in brick masonry prism and wallette under compression
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Matéria
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Influence of strength behavior in brick masonry prism and wallette
under compression Soundar Rajan M1
, Jegatheeswaran D2 1Sengunthar Engineering College, Civil Engineering, Namakkal, Tamilnadu 637205, Indi
2Sona College of Technology, Civil Engineering, Salem, Tamilnadu 636005, India. e-mail: soundarrajan06@gmail.com, profdjpillai@gmail.com ABSTRACT For decades, prisms and wallette have been used to explore masonry’s strength and deformation capabilities
under uniaxial compression; moreover, the link between these two main test methods needs to be better estab
lished. Using standard masonry design expressions and data, the prism or wallette test can determine compres
sion qualities. The researchers compared the standards and came to judgments on their conservatism or lack
thereof, independent of how the rules for those design standards were formed. As a result, an attempt was made
to link the behaviour of the enormous masonry prism to the wallette pressure behaviour. Prisms and wallette
were made and tested by three different types of units and three mortar compositions. According to test results,
the compressive strength of prism tests is consistently higher than that of identical wallette samples. It has
remained demonstrated that a linear relationship concerning the compressive strengths of prisms and wallette is
tolerable. To test data from the prisms and wallette, a simplified analytical model for the deformation properties
of masonry is given. Keywords: Strength under Compression; Initial Rate of Absorption; Peak Strain; Ductility. Keywords: Strength under Compression; Initial Rate of Absorption; Peak Strain; Ductility. Corresponding Author: Soundar Rajan M Accepted on 07/12/2022 Received on 12/10/2022 1. INTRODUCTION The laboratory-constructed prisms were tested, and predictive expressions touching masonry compressive Received on 12/10/2022 Accepted on 07/12/2022 DOI: https://doi.org/10.1590/1517-7076-RMAT-2022-0260 SOUNDAR RAJAN, M.; JEGATHEESWARAN, D.; revista Matéria, v.28, n.1, 2023 strength to the constituent ingredient compressive strengths and the masonry modulus of elasticity were
developed based on the experimental results. Masonry compression stress-strain numerical fashions have
been additionally developed to predict masonry stress-strain behaviour [5, 6]. In-plane shear strength of unreinforced masonry partitions relies upon in most cases, shear/tensile bond
strength, issue ratio and pre-compression levels; compressive strength of masonry solely influences when the
last failure is dominated. Failure of traditional unreinforced masonry shear partitions is characterized by brit
tle tensile/shear cracking via the susceptible bond between the unit and mortar [7]. The important mechanical
properties of masonry partitions are the compression, tensile, flexural and shear strengths. Of these properties,
the most essential is the compression strength because, in general, masonry partitions are submitted to greater
excessive vertical load than horizontal load produced through wind or seismic activity. Concrete hollow block
masonry buildings are currently being used conspicuously in many parts of the world. There is an urgent need
to conquer experimental and numerical information of special bonding preparations [8]. As mentioned, figuring out the last strength has been a primary study of masonry studies. Some of the
troubles that also want explanation consist of the implicit assumption that masonry failure takes place on the
last strength and that there may be no enormous distinction between masonry built with a susceptible and a
sturdy mortar. The observation herein indicates that the failure mechanism of whole concrete block masonry is a
chain of consecutive outcomes and is no longer an unmarried last event. The observation indicates that masonry
failure relies upon the relative strength of the mortar and block. This expertise might also assist engineers in
deciding a preferred overall performance degree for their masonry shape in place of, without a doubt the last
strength and very last mode of failure [9, 10]. Irrespective of the share of reinforcement, no proof of yielding of
the steel bar steel bar with confining detail may be determined in the literature; this suggests that the confining
factors used to date showcase very restricted cracking till the fall apart of the masonry, even though the masonry
energy is superior through the confining factors. 2.1. Materials A set of three different types of units and three types of mortar compositions were used to construct the spec
imens. These masonry units have been deliberately chosen to cover a range of geometric dimensions and
strengths. This work used three types of mortar compositions to construct the samples in combination with
five different types of units as per codes [19–22]. The cement-sand ratios of M1:3, M1:4 and M1:5 was used
for the mortar mix as per IS 269. The properties of six samples with different cement mortar compositions are
shown in Table 1. The Geometric property values of the units are shown in Table 2. Clay bricks are entitled in
the subsequent descriptions C.B. charted by their sequential figure. Six samples were cast, tested and analyzed
to determine the properties. 1. INTRODUCTION Since there’s clean proof within the literature that the steel bar
with confining factors no longer take part significantly in this research and most uncomplicated and not using a
shear tie has been used [11, 12]. Containment of cement-based materials is typically done using ribbons, spirals, or circular hoops. Such
a configuration is usually very long in cross-section in one dimension and challenging to achieve with relatively
thin masonry walls in the other dimension. For masonry, one approach to inclusion is to use thin galvanized
steel sheets placed at the mortar joints during construction. Boundary plates serve the same purpose as the lateral
rebar of standard concrete components. As the compressive strain of the masonry increases, the masonry grows,
and the tensile strain of the panel upturns. Next, the masonry is in a 3-axis compressed state, improving the
strength and elasticity of the masonry [13, 14]. Given the importance of seismic action and the potential seismic
susceptibility of masonry structures, an essential part of these efforts will be devoted to numerical simulations
of masonry rupture under tensile and shear forces [15, 16]. Due to changes in regulations and use, masonry
buildings often require structural reassessment and possibly retrofit measures. In this context, the compressive
response of masonry plays a decisive role in evaluating the strength of masonry buildings concerning both the
effects of vertical loads caused by vertical and horizontal actions. The response properties of masonry to com
pression include determining parameters such as the compressive strength, modulus of elasticity, and general
curve of compressive deformation under static and cyclic loading of the composite material [17, 18]. 1. INTRODUCTION Masonry has traditionally been a frequent and profitable potential of cladding and load-bearing structures. Today, it constitutes a vast share of global constructions regularly of ancient and cultural significance. Masonry
is a heterogeneous cloth with a complex, nonlinear, anisotropic behavior which can be attributed to the unique
fabric elements and the great interfaces. For centuries, masonry used to be specific with lime mortars. However,
as most limes construct energy slowly via carbonation, they have been superseded; first by using hydraulic
limes and then via Portland cement which rapidly develops strength on hydration. However, over two decades,
there has been a renewed focus on using hydrated and hydraulic lime mortars for repairs and new buildings. The
experience of masonry energy and deformation traits is vital as these decide overall masonry performance over
time and allowable stress and stiffness in diagram codes for new buildings [1]. The final years witnessed considerable advances in masonry mechanics, each with recognition of exper
imental trying out and numerical modelling. Despite this, the composite behavior of whole concrete block
masonry nevertheless represents a genuine challenge. Hollow concrete blocks are constructions constituted by
thin walls that interact between themselves and usually feature one-of-a-kind geometries. Besides the difficul
ties in symbolizing the mechanical property of mortar internal the composite, the mechanical strength of the
concrete from the blocks are commonly no longer known because the checks are carried out on entire blocks
[2]. The strength of masonry under compression is a fundamental property in the design of masonry structures. Although test specimens of wall panels for determining the compressive strength of masonry as per AS3700 of
stack bonded prisms tests. The compression behaviour of masonry prisms depends on the thickness of mortar
joints, the stiffness of masonry units and mortar, and the units’ shape [3]. Bond properties are essential for masonry walls’ integrity, serviceability, and flexural and shear
response. Various investigations address improving the bond between the masonry assemblies and the
mortar layers. The method of bond improvement commences as quickly as the clean mortar is utilized on the
masonry units. The absorption of mortar fluids precedes the cement compounds’ subsequent placement into
the masonry unit and the consequential transport of mortar fines in the joint to the mortar unit interface [4]. 2.2. Testing methodology The Bureau of Indian Standards codes [23] commends the examination of masonry prisms of least 40 cm in
height with height-to-thickness proportion in the middle of 2 to 5 for defining the strength of the masonry under
compression behaviour. The British standard [24] commends the analysis of masonry panels of range between SOUNDAR RAJAN, M.; JEGATHEESWARAN, D.; revista Matéria, v.28, n.1, 2023 Table 1: Properties of cement mortar compositions as per IS 269. DESCRIPTION
M1:3
M1:5
Density (kg/m3)
1900
1800
Water absorption (%)
8.6
8.5
Compressive strength (MPa)
6.5
4.2
Flexural strength (MPa)
1.15
1.02
Elastic modulus (MPa)
4500
3500 Table 1: Properties of cement mortar compositions as per IS 269. Table 1: Properties of cement mortar compositions as per IS 269. Table 2: Properties of masonry unit assembly as per IS 1905. DESCRIPTION
CB1
CB2
CB3
Density (kg/m3)
1900
2010
1700
Compressive strength (MPa)
5.3
15.8
3.8
Modulus of rupture (MPa)
1.83
3.66
1.26
Water absorption (%)
10.6
4.5
12.9 Table 2: Properties of masonry unit assembly as per IS 1905. Table 3: Details of casted specimens. Table 3: Details of casted specimens. DESCRIPTION
DIMENSIONS
(l × t × h) mm
h/t RATIO
Prism
CB 1
225 × 150 × 490
3.27
CB 2
210 × 100 × 410
4.10
CB 3
200 × 90 × 440
4.89
Wallette
CB 1
460 × 150 × 490
3.27
CB 2
430 × 100 × 410
4.10
CB 3
410 × 90 × 440
4.89 1.2 to 1.8 m in length and range between 2.4 to 2.7 m in height, which wants an extravagant test setup. Hence,
masonry Wallets of size are part of the masonry prisms and masonry wall panels that have been tried out in
this examination. The intention of taking such mortar compositions is to analyze the consequence of maximum
strength-stiff mortar and minimum strength-soft mortar on the strength of masonry under compression behaviour. The wallets would characterize the behaviour of walls superior to prisms due to the occurrence of joints [25]. In this study, 30 prism and 20 wallette samples were designed and tested for the three different dimensions
and with three cement mortar combinations to evaluate the strength and strain behavior of the masonry under
compression. The complete test matrix and sample dimensions are given in Table 3. The dimensions and the number of courses between the combinations varied since their units’
dimensions differed. 2.2. Testing methodology However, the relationship between the height and thickness of the prisms and the corre
sponding wallettes remained the same for each combination. The prisms were built and tested in accordance
with ASTM C1314-16 and illustrate similar prism test methods for evaluating the compressive strength of
masonry. The sample specimens were evaluated under the steady state in a Universal Testing Machine of
600kN capacity. A thin 3 mm plywood sheet was positioned on top and bottom of the sample specimen
overloaded in the middle of 25 mm thick steel plates. The sample Wallets were evaluated by insertion them
in a self-pulling loading frame and loaded using hydraulic jacks with capabilities of 500kN and 1000kN. The schematic diagram of the test setup for Prism/Wallets is shown in the Figures 1 and 2. Displacement
transducers were attached to the samples to record the vertical deformation of the prisms and wallets under
compression. SOUNDAR RAJAN, M.; JEGATHEESWARAN, D.; revista Matéria, v.28, n.1, 2023 The measurement of the mean deformation was carried out to eliminate possible eccentricities in the
direction of the height and thickness of the samples. Loads and displacements were measured and recorded with a
synchronized data acquisition system. The deformation measurements were carried out in the three test pieces [26]. 3. RESULT AND DISCUSSIONS
3.1. Compressive strength
Figure 1: Test setup for masonry prism. Figure 2: Test setup for masonry wallette. Figure 1: Test setup for masonry prism. Figure 1: Test setup for masonry prism. Figure 2: Test setup for masonry wallette. The measurement of the mean deformation was carried out to eliminate possible eccentricities in the
direction of the height and thickness of the samples. Loads and displacements were measured and recorded with a
synchronized data acquisition system. The deformation measurements were carried out in the three test pieces [26]. 3.1. Compressive strength The strength of the prisms and Wallets in compression was determined under a uniaxial pressure load
arrangement. The average compressive strengths of the tested prisms and wallets are given in Table 4 and SOUNDAR RAJAN, M.; JEGATHEESWARAN, D.; revista Matéria, v.28, n.1, 2023 SOUNDAR RAJAN, M.; JEGATHEESWARAN, D.; revista Matéria, v.28, n.1, 2023 However, evaluation of the compressive strength of masonry has been
reported in many studies in the past and has behaviored limited research on prism and wallette testing methods. The specimens exhibited a quasi-linear behaviour for a low load level and reduced their stiffness when they
exceeded approximately 50% of the maximum load [29]. The equation arrived from the correlation between
the compressive strength of Masonry prisms and wallettes Mortar Mix. The correlation between compressive
strength of masonry prism and wallette graphical figure is shown in Figures 5 and 6. as there may be inherent differences. However, evaluation of the compressive strength of masonry has been
reported in many studies in the past and has behaviored limited research on prism and wallette testing methods. The specimens exhibited a quasi-linear behaviour for a low load level and reduced their stiffness when they
exceeded approximately 50% of the maximum load [29]. The equation arrived from the correlation between
the compressive strength of Masonry prisms and wallettes Mortar Mix. The correlation between compressive
strength of masonry prism and wallette graphical figure is shown in Figures 5 and 6. For Mix M1:3 Y = 0.9238x − 0.2704
R2 = 0.9947
For Mix M1:5 Y = 0.9304x − 0.2217
R2 = 0.9949 For Mix M1:3 Y = 0.9238x − 0.2704
R2 = 0.9947
For Mix M1:5 Y = 0.9304x − 0.2217
R2 = 0.9949 SOUNDAR RAJAN, M.; JEGATHEESWARAN, D.; revista Matéria, v.28, n.1, 2023 SOUNDAR RAJAN, M.; JEGATHEESWARAN, D.; revista Matéria, v.28, n.1, 2023 graphical representation format as shown in Figures 3 and 4. Uniform strength has dominated the compressive
strength of wall prisms and wallets. However, a slight increase in the compressive strength of the masonry
prisms and wallets while changing the strength of the mortar was caused. Therefore, the results authenticate that
the compressive strength of mortar has a negligible influence on the compressive strength of masonry, which
is consistent with the results of preceding studies [27]. In some cases, high-strength bonding can cause block
failure. The thin mortar layer and high adhesion contributed to increasing the compressive strength of the bricks
due to the low lateral expansion of the mortar layer [28]. In the combinations tested, it can be seen that the compressive strength of the prism is higher than that
of the wallette. Prism-to-wallette compressive strength ratios range from 1.05 to 1.26, depending on the ratio of
filler to mortar. Although the lowest and highest ratios were recorded for the CB1 (M1:3) and CB3 (M1:3) mor
tar combinations, the reason for the discrepancy in strength values of the prism and wallette cannot be explained Figure 3: Compressive strength of masonry prism. Figure 4: Compressive strength of masonry wallette
Table 4: Compressive strength of specimens. DESCRIPTION
CATEGORY
MEAN COMPRESSIVE STRENGTH
M1:3
M1:5
CB 1
Prism
2.35
2.18
Wallette
1.75
1.59
CB 2
Prism
7.47
6.92
Wallette
6.65
6.25
CB 3
Prism
1.58
1.31
Wallette
1.32
1.18 Table 4: Compressive strength of specimens. Figure 3: Compressive strength of masonry prism. Figure 3: Compressive strength of masonry prism. Figure 4: Compressive strength of masonry wallette Figure 4: Compressive strength of masonry wallette. Figure 4: Compressive strength of masonry wallette. SOUNDAR RAJAN, M.; JEGATHEESWARAN, D.; revista Matéria, v.28, n.1, 2023 Figure 5: Correlation between compressive strength of masonry prism and wallettes (M1:3). Figure 6: Correlation between compressive strength of masonry prism and wallettes (M1:5). Figure 5: Correlation between compressive strength of masonry prism and wallettes (M1:3). Figure 5: Correlation between compressive strength of masonry prism and wallettes (M1:3). Figure 6: Correlation between compressive strength of masonry prism and wallettes (M1:5). Figure 6: Correlation between compressive strength of masonry prism and wallettes (M1:5). as there may be inherent differences. 3.2. Stress strain curve The axial stress values were calculated by dividing the recorded axial displacements by the gauge length (usually
more than one-third of the sample height). The matching stress values from the load measurement were fitted
to record the deformation of the stress curves of the sample. Under uniaxial compression, both masonry prisms
and Wallets displayed quasi-brittle behaviour. All samples had a nearly linear stress-strain response until they reached 25 to 50 per cent of their break
ing strength, then a nonlinear pattern until the break was detected and it was shown in the Figures 7–9. The
emergence of vertical fissures in the specimens was primarily responsible for their nonlinear behaviour. As a
result, the elasticity modulus of the bricks CB1, CB2, and CB3 is 750 MPa, 5300 MPa, and 1500 MPa, respec
tively. As a result, the brick’s strength and deformation qualities have significantly impacted the masonry’s
overall stress-strain behaviour. The stress-strain curves of the samples were impacted by the type of mortar used,
particularly beyond the linear elastic portions of the curves. The M1:5 mortar ratio has a lesser compressibility
than other mortar ratios. Furthermore, there was no apparent separation between the samples in the lower half of
the stress-strain curves. In most cases, the testing was stopped because the samples were significantly damaged,
posing a risk to the apparatus. SOUNDAR RAJAN, M.; JEGATHEESWARAN, D.; revista Mat
Figure 7: Stress – strain curve for CB1 type prism and wallette. SOUNDAR RAJAN, M.; JEGATHEESWARAN, D.; revista Matéria, v.28, n.1, 2023 Figure 7: Stress – strain curve for CB1 type prism and wallette. Figure 8: Stress – strain curve for CB2 type prism and wallette. Figure 9: Stress – strain curve for CB3 type prism and wallette. Figure 7: Stress – strain curve for CB1 type prism and wallette. Figure 8: Stress – strain curve for CB2 type prism and wallette. Figure 8: Stress – strain curve for CB2 type prism and wallette. Figure 9: Stress – strain curve for CB3 type prism and wallette. Figure 9: Stress – strain curve for CB3 type prism and wallette. As a result, the stress-strain curves’ whole downward regions need to be adequately recorded. The com
pressibility of the Wallets is higher than that of the matching prisms, as observed. Where the prisms are solely
in a stacked bond, including bed joints and pre-mortar in Wallets, has enhanced axial deformability. 3.2. Stress strain curve At one-
third of the maximum stress of the samples, the modulus of elasticity of the prisms and wallets was calculated
and tabulated in Table 5. The corresponding strain measured at one-third of maximum tension is called elastic
elongation. The maximum strain of the investigated samples was calculated based on their maximum stress. Simultaneously, the relatively elastic and peak strain shown in Tables 6 and 7 are observed and listed. The strain
at break was calculated based on 80% of the post-peak stress. The stress-strain curve, modelled as an elastic-per
fect-plastic curve, was used to determine the elasticity of the prisms and wallet [30, 31]. The intersection point
of the bilinear approximation corresponds to the yield strain. The mortar proportion may not affect the elasticity
modulus of the brickwork and its characteristics. This is especially true for the low-strength brick-and-mortar
combinations studied in this study. Because ductility is defined as the link between strain at break and elastic limit, there was no systematic
difference in ductility tested between prisms and Wallets; the ductility values listed in Table 8 support this con
clusion. Consequently, averaging the ten possibilities yielded a value of 1.7 for the elasticity of the brickwork
evaluated under pressure in this investigation. It should be noted, however, that every other standard data, with
the exception, is based on prism testing. As a result of the findings of this study, the relationships between the
modulus of elasticity and the compressive strength of prisms and Wallets have been established and are depicted SOUNDAR RAJAN, M.; JEGATHEESWARAN, D.; revista Matéria, v.28, n.1, 2023 Table 5: Elastic modulus of tested specimens. Table 5: Elastic modulus of tested specimens. DESCRIPTION
CATEGORY
ELASTIC MODULUS (MPA)
M1:3
M1:5
CB 1
Prism
1880
1567
Wallette
996
839
CB 2
Prism
4989
4912
Wallette
3962
3705
CB 3
Prism
1035
933
Wallette
696
506 Table 6: Elastic strain of tested specimens. Table 6: Elastic strain of tested specimens. Table 6: Elastic strain of tested specimens. DESCRIPTION
CATEGORY
ELASTIC STRAIN
M1:3
M1:5
CB 1
Prism
0.00039
0.00043
Wallette
0.00058
0.00065
CB 2
Prism
0.00041
0.00043
Wallette
0.00049
0.00054
CB 3
Prism
0.00045
0.00051
Wallette
0.00063
0.00087 Table 7: Peak strain of tested specimens. 3.2. Stress strain curve DESCRIPTION
CATEGORY
PEAK STRAIN
M1:3
M1:5
CB 1
Prism
0.0028
0.0028
Wallette
0.0030
0.0031
CB 2
Prism
0.0020
0.0021
Wallette
0.0023
0.0025
CB 3
Prism
0.0030
0.0032
Wallette
0.0033
0.0035 Table 7: Peak strain of tested specimens. Table 8: Ductility of tested specimens. DESCRIPTION
CATEGORY
DUCTILITY
AVERAGE
DUCTILITY
M1:3
M1:5
CB 1
Prism
1.8
1.5
1.65
Wallette
1.7
1.8
1.75
CB 2
Prism
1.6
1.4
1.50
Wallette
1.3
1.2
1.25
CB 3
Prism
1.9
2.1
2.00
Wallette
2.0
1.5
1.75 Table 8: Ductility of tested specimens. Table 8: Ductility of tested specimens. and expressed in pictorial representation in Figures 10–13. For the prism and wallette combinations, excellent
correlations were found. The elastic modulus of the prism is almost 34% larger than that of the comparable
wallettes elastic modulus. and expressed in pictorial representation in Figures 10–13. For the prism and wallette combinations, excellent
correlations were found. The elastic modulus of the prism is almost 34% larger than that of the comparable
wallettes elastic modulus. Furthermore, the strain peak is one of the primary characteristics that determine the stress-strain curve
of brickwork under pressure (p). The maximum elongation varies between 0.002 and 0.0032 for prisms and SOUNDAR RAJAN, M.; JEGATHEESWARAN, D.; revista Matéria, v.28, n.1, 2023 Figure 10: Comparison of elastic modulus of masonry prisms and wallette. Figure 10: Comparison of elastic modulus of masonry prisms and wallette. Figure 11: Comparison of elastic strain of masonry prisms and wallette. Figure 12: Comparison of peak strain of masonry prisms and wallette. 0.0023-0.0035 for wallets. As a result, various scholars have proposed formulas for calculating maximal defor
mations based on masonry strength, mortar strength, and modulus of elasticity [31–33]. Figure 10: Comparison of elastic modulus of masonry prisms and wallette. Figure 11: Comparison of elastic strain of masonry prisms and wallette. Figure 11: Comparison of elastic strain of masonry prisms and wallette. Figure 12: Comparison of peak strain of masonry prisms and wallette. Figure 12: Comparison of peak strain of masonry prisms and wallette. 0.0023-0.0035 for wallets. As a result, various scholars have proposed formulas for calculating maximal defor
mations based on masonry strength, mortar strength, and modulus of elasticity [31–33]. 0.0023-0.0035 for wallets. As a result, various scholars have proposed formulas for calculating maximal defor
mations based on masonry strength, mortar strength, and modulus of elasticity [31–33]. 4. CONCLUSIONS The experimental examination of masonry prisms and Wallets under uniaxial compression is presented in this article. To evaluate the strength and strain behavior, 30 prisms and 24 Wallets with three different units and three types of
mortar were tested. The experimental data acquired in this inquiry can be used to derive the following findings. •
According to the empirical connection determined using linear regression analysis, the prism’s compressive
strength is roughly 25% more than the wallette strength. Taking the property factor into consideration,
the compressive strength of the wallette may be safely estimated to be 0.67 times that of the prism why
Masonry standards overstate masonry’s compressive strength, mainly when low-strength units (less than
5 MPa) are applied. •
Prisms and Wallets’ modulus of elasticity may be predicted using relationships based on their compressive
strength. Other formulas are proposed to predict the maximum elongation of the prism and the bag under
compression based on the piece and mortar’s compressive strengths. •
Prisms and Wallets’ modulus of elasticity may be predicted using relationships based on their compressive
strength. Other formulas are proposed to predict the maximum elongation of the prism and the bag under
compression based on the piece and mortar’s compressive strengths. •
A simple stress-strain analytical model for the ascending section of the brick prism and Wallets under
pressure is provided, with a second-order polynomial function for the ascending part and a linear model for
the descending part. The suggested model requires the unit and mortar compressive strengths to create the
stress-strain curves. •
A simple stress-strain analytical model for the ascending section of the brick prism and Wallets under
pressure is provided, with a second-order polynomial function for the ascending part and a linear model for
the descending part. The suggested model requires the unit and mortar compressive strengths to create the
stress-strain curves. •
Using the wallette strength to prism connection presented in this publication, you may convert prism
strength to wallette strength and apply design standards to incorporate it into genuine load-bearing wall
construction. Solid blocks and bricks are the only materials that can be converted, while hollow block
masonry supported by a shell was not considered. SOUNDAR RAJAN, M.; JEGATHEESWARAN, D.; revista Matéria, v.28, n.1, 2023 SOUNDAR RAJAN, M.; JEGATHEESWARAN, D.; revista Matéria, v.28, n.1, 2023 Figure 13: Comparison of ductility of masonry prisms and wallette. Figure 13: Comparison of ductility of masonry prisms and wallette. Figure 13: Comparison of ductility of masonry prisms and wallette. case, the bricks will be beneath triaxial compression, and the mortar will be beneath uniaxial compression and
bilateral tension. In such a condition, the miscarriage of masonry is started by the tensile excruciating of the
mortar in the joint if the brick–mortar bond is unbroken. The mortar miscarriage will then extend to the brick,
causing masonry. case, the bricks will be beneath triaxial compression, and the mortar will be beneath uniaxial compression and
bilateral tension. In such a condition, the miscarriage of masonry is started by the tensile excruciating of the
mortar in the joint if the brick–mortar bond is unbroken. The mortar miscarriage will then extend to the brick,
causing masonry. The regular letdown of solid masonry under pressure is well understood from previous studies. The
incompatible elastic properties of the element and the mortar cause cracks in the masonry or mortar elements
parallel to the direction of loading under pressure. All prisms and Wallets failed with vertical cracks parallel
to the load direction on the front and side surfaces of the specimens. Most of the time, the cracks in the mortar
interfaces started around 70–85% of the final failure of the samples. For the safety of the instrumentation, the
test was cancelled after the maximum load was reduced by almost 20–50% due to the samples showing severe
cracks. The axial stress values were calculated by dividing the recorded axial displacements by the gauge length. The matching stress values from the load measurement were fitted to record the stress curves deformation of
the sample. Under uniaxial compression, both masonry prisms and Wallets displayed quasi-brittle behaviour. [1]
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mechanical behaviour of unreinforced, lime-mortar masonry under compression”, Journal of Building
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brick–mortar interface. The theories do not interpret for nonlinear behaviour of cement mortar [26, 27]. Accord
ing to these theories, the state of stress established in brick-and-mortar masonry constituents is influenced by
their relative elastic properties. In Indian conditions, the bricks are moderately easier than the mortar in brick
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concrete masonry”, Acids Structural Journal., v. 99, n. 6, pp. 819–826, 2002.ii [13] EWING, B.D., KOWALSKY, M.J., “Compressive behaviour of unconfined and confined clay brick
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mortared concrete masonry”, International Journal of Masonry Research and Innovation, v. 1, n. 1, pp. 5–26, 2016. doi: http://dx.doi.org/10.1504/IJMRI.2016.074727. [17] SEGURA, J., PELA, L., ROCA, P., “Monotonic and cyclic testing of clay brick and lime mortar masonry
in compression”, Construction & Building Materials, v. 193, pp. 453–466, 2018. doi: http://dx.doi. org/10.1016/j.conbuildmat.2018.10.198. [18] RAVULA, M.B., SUBRAMANIAM, K.V.L., “Experimental investigation of compressive failure in
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Sampling and Testing Brick and Structural Clay Tile, West Conshohocken, ASTM International, 2017. [22] AMERICAN SOCIETY FOR TESTING AND MATERIALS, ASTM C1403-15, Standard Test Method for
Rate of Water Absorption of Masonry Mortars, West Conshohocken, ASTM International, 2015. [23] BUREAU OF INDIAN STANDARDS, IS: 1905-1987 Code of Practice for Structural Use of Unrein
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Houston, Tex., Gulf Pub. Company, pp. 34–41, 1969. [27] FRANCIS, A.J., HORMAN, A.J., “The effect of joint thickness and other factors on the compressive
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93936-6_56.
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Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan Sosial Anak
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Abstrak Anak yatim - piatu dan anak terlantar mereka merupakan seorang anak. Mereka memperlukan pendampingan
dan pengawasan. Menyantuni anak yatim, yatim piatu dan terlantar merupakan perintah agama. Namun
santunan yang berlebihan akan menjadikan anak memiliki karakter kemandirian rendah. Negara mengemban
amanat memelihara dan melindungi segenap dan seluruh anak yang berada dalam kondisi kurang
pendampingan. Masyarakat juga memiliki peran penting dengan membentuk lembaga sosial. Tujuan
penelitian ini berupaya mengetahui landasan filsafat pendirian lembaga sosial dan mengetahui praktek
lembaga sosial yang tidak hanya mengurusi masalah kesejahteraan, namun juga dapat berperan aktif dalam
pendidikan karakter kemandirian. Dengan pendekatan kualitatif dan metode studi kasus, penelitian ini
menyimpulkan bahwa pendirian lembaga sosial merupakan aktualisasi dari filsafat nilai-nilai moral dan ajaran
agama serta sebagai jalan melaksanakan amanat pendiri bangsa. Sebagai pendampingan alternatif lembaga
kesejahteraan sosial anak berdasarkan landasan filsafat dapat melakukan inovasi pembinaan anak asuhnya
dengan prinsip akuntabilitas dan transparansi dalam pengelolaan. g
p
p
p
p
g
Kata Kunci: karekater kemandirian, Anak yatim, lembaga residensial, landasan filsafat. Edukatif : Jurnal Ilmu Pendidikan Volume 4 Nomor 3 Tahun 2022 Halm 3979 - 39
EDUKATIF: JURNAL ILMU PENDIDIKAN
Research & Learning in Education
https://edukatif.org/index.php/edukatif/index Edukatif : Jurnal Ilmu Pendidikan Volume 4 Nomor 3 Tahun 2022 Halm 3979 - 3989
EDUKATIF: JURNAL ILMU PENDIDIKAN
Research & Learning in Education
https://edukatif.org/index.php/edukatif/index Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim
di Lembaga Kesejahteraan Sosial Anak
Arif Hidayat1, Abdul Wachid Bambang Suharto2
UIN SAIZU Purwokerto, Indonesia1
UINSAIZU Purwokerto, Indonesia2
E-mail : rif99rif@gmail.com1, abdulwachidbs33@gmail.com2 PENDAHULUAN Disekitar kita masih banyak calon generasi penerus bangsa yang hidup dalam keadaan memprihatinkan. Ada yang secara ekonomi serba kekurangan. Ada yang harus hidup sebatang kara karena orang tuanya
meninggal. Ada juga anak-anak terlantar akibat permasalahan orang tuanya sehingga perhatian terhadap anak-
anak sangat kurang. Permasalahan-permasalahan tersebut dapat menghambat pertumbuhan kepribadian
mereka baik mental maupun spiritual. Kementerian sosial merilis data per tanggal 7 September 2021
mengungkap jumlah anak yatim maupun anak yatim-piatu korban pandemi Covid-19 berjumlah 252.021 anak. Jumlah tersebut berdasarkan data pemerintah kabupaten kota di provinsi seluruh Indonesia. Anak yatim, piatu
dan anak dari kaum dhuafa serta anak-anak terlantar karena faktor lain tentu jumlahnya lebih banyak lagi. Pasal 334 ayat Undang-Undang Dasar 1945 menyebutkan bahwa tanggung jawab anak-anak terlantar
dipelihara oleh negara. Negara tidak dapat lepas dari persoalan sosial tersebut. Salah satu kebijakan negara
dalam hal ini adalah Kementerian Sosial adalah dengan mengeluarkan kebijakan tentang Lembaga
Kesejahteraan Sosial Anak yang disingkat dengan LKSA. Dalam surah al- Baqarah ayat 220 dijelaskan
tentang anak yatim (Ikhsan, 2015). Mendampingi dan mengurus anak yatim merupakan perbuatan yang baik. Mengurus anak yatim tentu sama seperti mengurus anak-anak pada umumnya. Berdasarkan ayat ini,
pendampingan anak yatim tidak cukup negara yang mengurus, namun masyarakat juga memiliki kewajiban
mengurus anak yatim. Kebiasaan masyarakat, setiap bulan Muharram, dibentuk panitia-panitia dalam rangka santunan anak
yatim. Panitia tersebut mengumpulkan dana dari masyarakat yang berniat untuk memberikan sumbangan
kepada anak yatim. Kegiatan seperti ini tentu sangat baik. Tidak ada yang salah dalam tradisi santunan anak
yatim pada bulan Muharram. Namun tidak sedikit keluarga anak yatim dan anak yatim menjadikan bantuan
tersebut tidak mandiri. Masa anak adalah masa berkembang, dan memiliki sifat keterganungan kepada orang
lain. Situasi dan kondisi keadan mutlak masih membutuhkan bantuan, bimbingan dari orang tua, keluarga atau
pengganti dari orang tua. Mendidik, membimbing dan mengarahkan adalah beberapa tugas dari orang
tua(Desmita, 2009). Lembaga panti asuhan merupakan lembaga pendidikan komunal bagi anak-anak terlantar, keterlantaran
anak terjadi karena anak tidak mendapat penghidupan atas keluarga yang tidak layak, sehingga kebutuhan
anak tidak terpenuhi secara memadai dalam ekonomi dan sosial. Dalam melaksanakan fungsinya, lembaga
kesejahteraan sosial anak harus menyesuaikan lingkungan kelembagaan untuk menciptakan sebuah suasana,
pola kehidupan di dalam sebuah keluarga yang harmonis. Penyelenggaraan kesejahteraan sosial memiliki
tujuan untuk menaikan taraf kualitas, kualitas hidup, dan kesejahteraan serta kelangsungan hidup. 3980 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 3980 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 Abstract Orphans and their abandoned children are children. They need assistance and supervision. Caring for
orphans, orphans and displaced people is a religious order. But excessive compensation will make children
have a low independence character. The State carries out the mandate to maintain and protect all and all
children who are in a state of under-assistance. Society also has an important role by forming social
institutions. The purpose of this research seeks to find out the foundation of the philosophy of the
establishment of social institutions and know the practice of social institutions that not only deal with welfare
problems, but can also play an active role in the education of the character of self-reliance. With a qualitative
approach and case study methods, the study concluded that the establishment of social institutions is an
actualization of the philosophy of moral values and religious teachings and as a way of carrying out the
mandate of the nation's founder. As an alternative assistance, children's social welfare institutions based on
the foundation of philosophy can innovate foster children with the principles of accountability and
transparency in management. Keywords: the character of independence, orphans, residential institutions, philosophical foundations. Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071
Copyright (c) 2022 Arif Hidayat, Abdul Wachid Bambang Suharto
Corresponding author
Email
: rif99rif@gmail.com
ISSN 2656-8063 (Media Cetak)
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716
ISSN 2656-8071 (Media Online) Copyright (c) 2022 Arif Hidayat, Abdul Wachid Bambang Suharto Copyright (c) 2022 Arif Hidayat, Abdul Wachid Bambang Suharto Corresponding author
Email
: rif99rif@gmail.com
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 Corresponding author
Email
: rif99rif@gmail.com
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 ISSN 2656-8063 (Media Cetak)
ISSN 2656-8071 (Media Online) ISSN 2656-8063 (Media Cetak)
ISSN 2656-8071 (Media Online) Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 3980 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 PENDAHULUAN Selain itu
memiliki arah untuk memulihkan fungsi sosial dalam rangka mencapai kemandirian serta meningkatkan
sosial masyarakat dalam mencegah , mengontrol dan menangani masalah terkait kesejahteraan
sosial(Kuntjorowati, 2018). Terlebih saat pandemi covid, perhatian dalam bidang pendidikan terhadap anak
yatim cenderung terabaikan. Namun dengan adanya lembaga kesejahteraan sosial anak, pemberian pendidikan
kepada anak yatim dapat diatasi dengan baik. Beberapa LKSA menggunakan model semi homeschooling anak
asuhnya. Dengan model ini anak asuh masih dapat melaksanakan pembelajaran daring dengan baik (Hidayat
& Fauzi, 2022). Penempatan anak-anak yatim-piatu di Lembaga Kesejahteraan Sosial Anak adalah sebuah usaha
terakhir. Artinya keberadaan lembaga ini merupakan alternatif terakhir, jika tidak ada keluarga dekat maupun
keluarga lain yang tidak menghendaki mengasuh anak tersebut. Pertumbuhan dan perkembangan anak-anak
yatim miskin dalam segi biaya hidup, mental, maupun rohani perlu diberi perlakukan dan perhatian yang
sesuai dan sebaik mungkin sebagaimana anak-anak umumnya atau sebaya dengan mereka. Dengan adanya
Lembaga Kesejahteraan anak dapat mengurangkan beban pemerintah dalam menjaga dan melindungi anak-
anak yatim miskin ini dari belenggu kemiskinan atau masalah-masalah sosial lainnya. Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 3981 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 3981 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 Keberadaan LKSA sangat penting untuk pendidikan karakter kemandirian. Ikhwani dalam kajiannya
menyebutkan bahwa lembaga panti asuhan atau LKSA (lembaga kesejahteraan sosial anak) memiliki
hubungan yang signifikan dalam penanganan anak yang mengalami masalah seperti pelecehan, bullying dan
penelantaran (Ikhwani, 2020). Penguatan pembinaan karakter kemandirian pada lksa atau yatim piatu juga
oleh Najmi, bahwa lksa ataupun panti asuhan lebih mengembangkan aspek-aspek kemandirian dan membuat
standar pembinaan kemandirian. Dengan demikian lembaga seperti LKSA sangat diperlukan bagi anak yatim
dan anak dhuafa, sebagai tempat pengasuhan alternatif(Kirana, 2017). LKSA memiliki peran membentuk life
skill pada anak asuh, dengan pelatihan kewirausahaan baik keterampilan soft skill maupun keterampilan hard
skill. Hal ini sesuai dengan penelitian yang dilakukan oleh Patimah. Dalam penelitian tersebut pelatihan life
skill bertujuan agar anak asuh memiliki kemandirian dan mempunyai bekal untuk mereka kelak saat dewasa. PENDAHULUAN Dengan kemandirian yang ada pada peserta didik atau anak yatim dapat mendorong terlecutnya motivasi
untuk belajar secara mandiri, atas kesadaran sendiri, sehingga timbul tanggung jawab dan percaya diri dalam
menghadapi masalah yang ada pada diri sendiri(Patimah & Sumartini, 2022). Hasil skripsi yang disusun oleh Syamsul Bahri menjelaskan tentang keberadaan Panti Asuhan Al-
Khairiyah yang memberikan pendidikan karakter di daerah Cilandak Barat. Hasil pendidikan di panti asuhan
tersebut terbukti melahirkan remaja-remaja yang mandiri. Model panti asuhan tersebut dalam pembinaan
karakter kemandirian adalah melalui pendidikan agama, seperti membaca AL-Quran, mengkaji kitab,
pendidikan akhlak dan ceramah. Keberhasilan tersebut juga atas dukungan dari masyarakat sekitar serta dari
pemerintah(Bahri, 2017). Wahidin dalam tesisnya yang berlatar belakang problem minimnya perhatian
terhadap pendidikan karakter di lembaga sosial. Penelitian berlokasi di Panti Asuhan Muhammadiyah
Ajibarang Banyumas, menyimpulkan tiga tahapan dalam pengembangan pendidikan karakter di lembaga
sosial. Pertama, menentukan tujuan pendidikan karakter, kedua menentukan sasaran pendidikan karakter, dan
yang ketiga adalah tahap pengembangan. Jadi hasil temuan dalam tesis ini pendidikan karakter juga harus
dirancang dan diprogram(Wahidin, 2020). Penelitian tentang kemandirian anak asuh juga ditulis oleh Darmawati, dilatarbelakangi pentingnya
pendidikan karakter mandiri anak berkebutuhan khusus yang tinggal di Panti Asuhan Bina Siwi Bantul,
menyimpulkan ada dua bentuk penguatan karakter, yaitu penguatan emosi dan sosial (Darmawati &
Indriawati, 2020). Peran penting lembaga sosial dalam menanamkan pendidikan karakter anak asuh, ditulis
oleh Winda Anggunita Lestari, Ia menyebutkan bahwa salah satu faktor penghambat pendidikan karakter di
panti asuhan adalah kecenderungan pengurus melakukan pengasuhan sebatas pada tataran kognitif(Lestari,
2016). Selain itu pengurus atau pengasuh masih menomorduakan pendidikan karakter. Hal yang sama terkait
faktor pengurus lembaga sosial yang menjadi hambatan juga ditemukan dalam penelitian oleh Judika Yona
Silvia dalam penelitian tentang pendidikan karakter di panti asuhan Aisyiyah Kabupaten Agam. Silvia
menemukan faktor penghambat pembinaan karakter di panti tersebut adalah ketidak kompakan
pengurus(Silvia & Angraini, 2018). Penelitian ini memiliki topik yang sama dengan penelitian yang sudah diuraikan sebelumnya bahwa
pendidikan karakter dan kemandirian di lembaga sosial anak, merupakan hal penting. Namun kajian penelitian
ini berbeda dengan penelitian-penelitian sebelumnya. Dalam tulisan hasil penelitian ini mengkaji latar
belakang secara filsafati pendirian dan menguatkan pentingnya pendidikan karakter kemandirian bagi anak
asuh terutama anak yatim, yatim piatu berdasarkan standar pengasuhan sesuai kebijakan pemerintah. Mengacu
pada salah satu faktor penghambat kemandirian yaitu anak terbiasa menerima bantuan yang berlebihan dari
orang tua ataupun dari orang dewasa lainnya (Ferawati & Multahada, 2021). PENDAHULUAN Bantuan berlebihan dapat
memberi kesempatan anak memanipulasi bantuan, anak cenderung tidak berusaha dikala mengalami kesulitan. Maka penelitian ini bermaksud untuk menjawab rumusan masalah, apakah pendirian dan pembinaan karakter
kemandirian anak asuh LKSA Iklil Mahya Insani sesuai standar pengasuhan berdasarkan landasan filsafat?. Dari rumusan masalah tersebut penelitian ini bertujuan mengetahui landasan pendirian lembaga sosial sebagai Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 3982 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 3982 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 pondasi utama pembinaan karakter anak asuh di LKSA Iklil Mahya Insani. Sehingga kebijakan Permensoso
RI No. 30/HUK/2011, menyebutkan bahwa anak anak yatim terjamin pengasuhannya dan keterikatan dengan
keluarga inti tetap terjamin pada lembaga kesejahteraan sosial(Wijayanti et al., 2015). pondasi utama pembinaan karakter anak asuh di LKSA Iklil Mahya Insani. Sehingga kebijakan Permensoso
RI No. 30/HUK/2011, menyebutkan bahwa anak anak yatim terjamin pengasuhannya dan keterikatan dengan
keluarga inti tetap terjamin pada lembaga kesejahteraan sosial(Wijayanti et al., 2015). METODE PENELITIAN Pendekatan yang digunakan dalam penelitian ini menggunakan pendekatan kualitatif. Pendekatan
kualitatif adalah pendekatan yang diwarnai dengan pemikiran filsafat platonik, yang berkembang dari ilmu-
ilmu sosial di Jerman. Filsafat platonik tergambar seperti pemikiran Kant dan Hegel. Paradigma penelitian
kualitatif menurut Muhadjir dalam (Ginting; 2008,81) diilhami falsafah rasionalisme yang bertujuan adanya
pembahasan holistik, sistemik dan mengungkap makna di balik fakta empiris sensual. Selanjutnya metode
yang digunakan dalam penelitian ini adalah studi kasus. Studi kasus menurut Nugrahani(2018) yaitu penelitian
yang memandu secara rinci dan mendalam dalam bentuk pendeskripsian terhadap konteks yang terjadi di
lapangan. Lokasi penelitian ini adalah Lembaga Kesejahteraan Sosial Anak (LKSA) Iklil Mahya Insani Desa
Dagan Kecamatan Bobotsari, Purbalingga, Jawa Tengah. Untuk menguji hasil penelitian dengan teknik
triangulasi data sebagai uji kredibilitas. Penelitian ini mengkaji tentang latar belakang pembentukan LKSA Iklil Mahya Insani yang memiliki
tujuan dalam hal pembinaan karakter kemandirian anak yatim dan dhuafa. Untuk memperinci pembahasan,
dalam pembahasan ini diuraikan dalam beberapa sub judul yaitu: perspektif filsafat (ontologis, epistemologis,
aksiologis) LKSA Iklil Mahya Insani, pendidikan karakter kemandirian anak asuh di LKSA Iklil Mahya
Insani. Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 HASIL DAN PEMBAHASAN PENELITIAN Kedua kata tersebut asalnya dari bahasa Yunani. Hal tersebut merupakan
pengertian secara istilah dari epistemologi. Berdasarkan maksud tersebut, maka epistemologi secara etimologi
adalah teori pengetahuan. Epistemologi jika diterapkan dalam kajian lembaga sosial anak maka
pembahasannya antara lain seluk beluk lembaga sosial. Arah membangun lembaga sosial, unsur unsur
lembaga sosial, sasaran dan tujuan, serta macam macam bentuk lembaga sosial. Epistemologi merupakan
sebutan yang berbeda dari logika material disebut juga logika mayor. Istilah tersebut membahas dari sumber
akal manusia yaitu pikiran yang melahirkan pengetahuan. Dengan adanya pengetahuan berupaya menjawab
persoalan-persoalan yang terjadi. Manusia merupakan bagian dari masyarakat. Manusia adalah makhluk yang berakal, makhluk yang
senantiasa ingin memecahkan persoalan yang ada dan nyata ada disekitar. Manusia selalu ikut merancang dan
mencipta kehidupan sesuai dengan apa yang dikehendaki. Menurutnya manusia tidak sekedar ‘makhluk yang
berada’ “being creature”, akan tetapi ia adalah makhluk menjadi “becoming creature”. Artinya eksistensi
manusia adalah eksistensi yang selalu berubah dinamik dari waktu ke waktu. Manusia mengubah lingkungan
sera kreatif sesuai dengan keinginannya. Manusia memiliki kompetensi mengubah nature menjadi culture
(Nuddin, 2017). Lembaga kesejahteraan sosial anak, atau istilah/pengertian lain yang memiliki fungsi dan
tujuan sama, merupakan fenomena sosial objektif. Dalam fenomena sosial objektif memiliki eksistensi riil dan
material seperti aktor, tindakan, interaksi, struktur birokrasi, hukum dan aparatur negara. Disamping fenomena
sosial objektif, ada juga fenomena sosial yang hanya dalam ranah gagasan atau subjektif. Fenomena sosial
subjektif tidak memiliki eksistensi materi seperti proses mental, konstruksi sosial atas realitas, norma dan nilai
serta elemen kebudayaan lainnya. Baik fenomena objektif maupun subjektif adalah dua elemen yang
membentuk pola kehidupan masyarakat dan berhubungan secara dialektis. Lahir dari pemikiran yang skeptis, bahwa sumbangan yang diberikan donatur kepada anak yatim
menjadikan anak memiliki jiwa pengemis. Maka perlu orang atau lembaga yang harus memenej kuangan
mereka, agar mereka tidak salah jalan. Skeptis merupakan salah satu kajian bidang epistemologis. Dari
pemikiran ini maka yayasan iklil mahya insani melakukan kegiatan pendidikan karakter kepada anak yatim
atau anak asuh. Pendidikan karakter bagi anak yatim dan anak asuh merupakan hal yang mendasar. Karakter
anak yatim harus kuat karena ketiadaan orang tua menjadikan mereka harus siap menerima apapun yang ada
di kehidupan mereka kelak saat mereka dewasa. Secara kebahasaan istilah yatim memiliki dua pengertian. Pertama istilah yatim berasal dari perkataan al-yummu yang memiliki pengertian terputusnya anak yang
belum mencapai usia baligh dengan orang tua. Pengertian yang kedua mengacu pada pengertian seseorang
yang sendiri, menyendiri, tunggal, dalam istilah kebahasaan sering disebut dengan sebatang kara. HASIL DAN PEMBAHASAN PENELITIAN Keberadaan anak yatim dan piatu merupakan hal nyata ada di dalam masyarakat. Keberadaan anak
yatim adalah sebuah realitas yang konkret yang ada dalam masyarakat. Sebagai bentuk rasa kemanusiaan
lembaga kesejahteraan sosial anak merupakan wujud dari aspek ontologis anak yatim piatu yang tidak
memiliki ayah, ibu atau kedua duanya. Mereka tentu tidak menginginkan hidup sendiri ditinggal orang
tuanya. Pengasuhan bagi anak yatim piatu, adalah hal yang sangat penting dilakukan. Lembaga sosial anak adalah lembaga yang bergerak dalam bidang sosial. Ia ada karena adanya anak
yatim piatu. Lembaga ini terbentuk atas respon sosial atas keberadaan anak yatim. Tujuan LKSA adalah
mengasuh, melindungi dan memberikan pelayanan akses kebutuhan anak. LKSA Iklil Mahya Insani berdiri
atas dasar respon anak anak yatim yang menerima berbagai santunan , namun karena santunan tersebut,
beberapa dari mereka tidak dapat mengelola uang, sehingga jika dibiarkan akan berdampak pada
permasalahan sosial lainnya yaitu berjiwa konsumerisme. Jika mereka tidak menerima santunan akan timbul
rasa kesal. Pengasuhan, pembinaan, pendidikan anak yatim dan dhuafa tidak bisa diserahkan sepenuhnya kepada
negara. Artinya negara tidak mungkin mampu menjalankan amanat pasal 34 empat ayat dua Undang-Undang
Dasar(UUD) tahun 1945, tanpa peran serta masyarakat. Berdasarkan pasal Peraturan Menteri Sosial,
masyarakat dapat membentuk LKSA sebagai tempat pembinaan anak yatim dan dhuafa. Berdasarkan tulisan
yang dikemukakan oleh (Hasibuan, 2018), bahwa anak yatim yang hanya dipenuhi kebutuhan hidupnya, tanpa
memberikan pembinaan, dapat menimbulkan karakter yang jauh dari karakter kemandirian. Pengasuhan anak terlantar di LKSA adalah alternatif terakhir, jika tidak ada keluarga yang berkenan
menjadi orang tua asuh. Tentunya keberadaan LKSA sebagai alternatif terakhir harus benar benar menjadi
sebuah tempat yang layak untuk mendampingi anak yatim dan anak keluarga dhuafa. Landasan moral
keberadaan LKSA harus dicermati. Dari landasan inilah tentu LKSA dalam pembinaan anak yatim dan Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 3983 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 3983 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 dhuafa. LKSA yang asal-asalan dalam mengelola kelembagaan lebih baik ditutup dan dilarang. Keberanian
inilah yang harus dimiliki kementerian sosial dalam mengambil keputusan akan adanya lembaga sosial anak
yang berlaku sewenang-wenang. Epistemologi bersumber dari kata yaitu episteme. Epistime memiliki arti pengetahuan. Sedangkan logos
yang memiliki makna teori. HASIL DAN PEMBAHASAN PENELITIAN Aksiologi adalah abang filsafat yang membahas berkaitan tentang prinsip dasar dan tujuan manfaat
pengetahuan atau menyelidiki hakekat value. Dalam kajian lembaga maka landasan aksiologi adalah mengkaji
tentang nilai nilai atau kegunaan dari lembaga sosial anak baik bagi anak, masyarakat, maupun negara. Cabang filsafat yang membahas dan mendiskusikan tentang hakikat nilai disebut dengan aksiologi. Penjelasan
Frondizi dalam Wijaya (1993: 38), bahasan dalam aksiologi yang merupakan permasalahan pokok psikologi
merangkum empat hal, yaitu: persoalan nilai dalam lingkungan sehari-hari, persoalan nilai yaitu objektif dan
juga nilai subjektif, persoalan cara pemahaman nilai, dan persoalan bagaimana kita memahami dan
mengetahui nilai. Pembahasan nilai dalam kehidupan sehari-hari terkait dengan pembentukan LKSA Iklil Mahya Insani
tidak lepas dari persoalan ini. Ironi dari keadaan anak yatim dan anak dhuafa yang mendapat bantuan,
sumbangan, donasi dari masyarakat saat bulan Muharram. Pada bulan ini anak yatim dan dhuafa mendapat Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 3984 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 3984 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 sumbangan atau santunan. Tentu ini tidak lepas dari ajaran agama, bahwa menyantuni anak fakir miskin
adalah perbuatan yang baik. Namun bantuan tanpa pengawasan, dapat menjadikan anak memiliki sifat
mengharap. Mengharap akan adanya santunan. Dari pokok persoalan inilah LKSA Iklil Mahya Insani
dibentuk. sumbangan atau santunan. Tentu ini tidak lepas dari ajaran agama, bahwa menyantuni anak fakir miskin
adalah perbuatan yang baik. Namun bantuan tanpa pengawasan, dapat menjadikan anak memiliki sifat
mengharap. Mengharap akan adanya santunan. Dari pokok persoalan inilah LKSA Iklil Mahya Insani
dibentuk. Aksiologi merupakan salah satu bagian dari trilogi, selain ontologi dan epistemologi. Dalam perspektif
filsafat, aksiologi menunjuk pada ilmu pengetahuan yang menyelidiki hakikat nilai dilihat dari sudut
kefilsafatan. Aksiologi dapat diartikan dengan teori nilai yang berhubungan dengan manfaat dari pengetahuan
yang diselidiki atau diperoleh. Dengan penjelasan tersebut aksiologi dapat diartikan sebagai nilai kegunaan
pengetahuan (Giri, 2020) . Berdasarkan hal tersebut landasan aksiologi kegunaan atau fungsi atau keberadaan
LKSA Iklil Mahya Insani melihat dari kegunaan lembaga tersebut. LKSA Iklil Mahya Insani memiliki
kegunaan untuk membantu penanganan anak yatim piatu. Tanpa peran lembaga tersebut, anak yatim dan piatu
akan hidup. HASIL DAN PEMBAHASAN PENELITIAN Kedudukan anak yatim dalam Islam merupakan hal yang mendapat perhatian khusus. Dalam ayat-ayat
Al-Quran kaum muslimin diharapkan untuk menyantuni, membela, dan melindungi anak yatim. Mengapa Al-
Quran sangat konsen terhadap anak yatim, karena pada diri anak yatim terdapat beberapa kelemahan dan
kekurangan yang memerlukan pihak lain untuk membantu. Dalam al-Quran terdapat ayat yang jelas-jelas
memerintahkan segenap umat Islam untuk melindungi, menjaga, dan menyantuni serta memelihara anak
yatim, seperti pada surat al-Maun ayat satu sampai tiga yang menerangkan sebutan bagi kaum muslimin yang
menzalimi anak yatim. Pada surah al-Baqoroh ayat 220 dan surah an-Nisa ayat dua berisi tentang
pemeliharaan anak yatim. Berdasarkan hal tersebut tentu keberadaan lembaga kesejahteraan sosial jika dilihat
dalam sudut pandang agama, dalam hal ini agama Islam adalah bentuk perintah Tuhan. Perintah Tuhan jika
dilaksanakan dengan tulus ikhlas termasuk ibadah. Selain sebagai perintah ajaran agama, Lembaga
kesejahteraan sosial anak juga bentuk pengabdian masyarakat terhadap negara. Dan negara dengan segala
kewenangannya memberikan kebijakan berupa peraturan baik peraturan menteri maupun peraturan kepala
daerah sebagai langkah melaksanakan amanat Undang-Undang Dasar 1945 khususnya pasal 34 (Grasindo,
2017). Dengan pembentukan lembaga ini diharapkan anak yatim dan dhuafa dapat memiliki karakter
kemandirian sebagai bekal ia dewasa kelak. Pembentukan LKSA tentu berdasarkan nilai-nilai moral, dan ini
yang semestinya. Sebagaimana LKSA Iklil Mahya Insani dibentuk berdasarkan pertimbangan-pertimbangan
nilai-nilai moral. Nilai moral yang menjadi pertimbangan pendirian LKSA antara lain: 1) agar anak yatim dan
dhuafa selalu terpenuhi kebutuhan baik fisik maupun non fisik, 2) agar donatur dapat memberikan santunan
yang lebih bermanfaat, 3) agar anak yatim dan dhuafa memiliki pikiran positif terhadap santunan yang
diberikan oleh donatur. Secara aksiologis, pengembangan LKSA harus selalu mengacu pada sumber yang murni dan
berwawasan kemanusiaan. Dengan kata lain penekanan pengembangan lembaga sosial anak yatim harus
memiliki ‘value’ secara sosial masyarakat dan juga tidak lepas dari nilai tanggung jawab kepada Tuhan sang
pencipta. Dua hal tersebut sebagai landasan iman dan landasan kemaslahatan. Untuk itu, dalam konteks ini,
agama, etika, estetika, dan aturan adat harus tetap terjaga. Aksiologis meliputi nilai-nilai (value) yang bersifat normatif. Nilai-nilai yang bersifat normatif adalah
nilai yang menentukan tingkah laku sesuai harapan dalam sistem masyarakat disekitar, dengan
mengesampingkan fungsi bagian- bagiannya. Secara umum, rujukan normatif disandarkan pada sesuatu yang
ideal atau model yang seharusnya berada dalam masyarakat. Pernyataan normatif dapat diartikan adalah suatu
pertimbangan nilai baik dan buruk, salah atau betul, diterima atau ditolak. HASIL DAN PEMBAHASAN PENELITIAN Lebih dari itu nilai-nilai yang
ditonjolkan pada aspek aksiologi sebagai suatu conditio since quanon yang wajib ditaati oleh lingkungan
masyarakat(Musliichah, n.d.). Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 3985 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 Dalam membentuk kepribadian karakter, warga masyarakat harus patuh dan mengikuti norma-norma
yang berlaku didalam masyarakat. Norma merupakan aturan yang diwariskan secara turun temurun. Masyarakat dengan interaksi yang kuat dapat memberikan penguatan karakter kepada anak. Masyarakat
melahirkan komunitas-komunitas yang berbasis kepedulian moral tumbuh dan berkembang. Dalam
menumbuhkan karakter pada anak perlu pembiasaan dan bukan hanya sekedar teoritis, sebagaimana menurut
Al-Ghazali dalam kitab Ayyuha al-walad menyebutkan bahwa salah satu cara agar anak memiliki karakter
mandiri adalah dengan metode pembiasaan(Aminuddin & Wahidin, 2022). Pembentukan LKSA Ilkil Mahya
Insani tidak lain sebagai perwujudan pembiasaan karakter baik bagi anak asuhnya. Berdasarkan wawancara dengan ketua LKSA Iklil Mahya Insani desa Dagan Kecamatan Bobotsari, di
dapat informasi bahwa faktor pertama didirikannya LKSA ini adalah keadaan dimana setiap bulan Muharram,
para donatur memberikan sumbangan yang tidak sedikit kepada anak-anak yatim yang ada di desa Dagan. Dari beberapa anak yatim piatu tersebut didapat menggunakan uang pemberian atau uang santunan tersebut
dipergunakan hal-hal bersifat konsumerisme. Bahkan dengan barang-barang yang dibeli dari hasil uang
santunan tersebut, menjadikan mereka jauh dari nilai-nilai moral yang ada di dalam masyarakat. Faktor kedua landasan didirikannya LKSA ini adalah bagaimana uang hasil sumbangan para donatur
dapat bermanfaat lebih baik. Dengan adanya lembaga ini, anak yatim yang ada tidak menerima secara
langsung dari para donatur. Donatur memberikan sumbangan lewat LKSA ini. Kemudian dengan manajemen
yang sudah disepakati oleh pengurus, diputuskan kebutuhan-kebutuhan yang diperlukan oleh anak-anak. Alasan ketiga pendirian LKSA ini adalah LKSA Iklil Mahya Insani menjadi wadah para sukarelawan
untuk mengabdikan diri sebagai salah satu bentuk tanggung jawab moral warga masyarakat. Berdasarkan
dokumen profil LKSA Iklil Mahya Insani saat penelitian ini, diketahui sebanyak 11 orang. Sebelas orang
tersebut masuk dalam kepengurusan atas inisiatif pribadi, untuk mengabdikan diri dalam lembaga sosial. Pendidikan kemandirian merupakan salah satu peran lembaga pendidikan untuk membina generasi
muda bangsa agar berperilaku baik dan benar sesuai dengan nilai-nilai yang berlaku sebagaimana mestinya
dalam masyarakat. Kita sadari begitu penting pendidikan karakter. HASIL DAN PEMBAHASAN PENELITIAN Selain itu perkembangan kemandirian juga dipengaruhi oleh dua faktor yang
mempengaruhi tingkat kemandirian anak, yaitu; pertama faktor internal, yaitu faktor yang ada di dalam diri Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 3986 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 3986 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 anak dalam bentuk perasaan emosi pribadi anak dan intelektual yang dimiliki anak, yang kedua adalah faktor
yang berasal dari luar (eksternal) berupa: lingkungan tempat tinggal, status ekonomi dan kesejahteraan
keluarga, rangsangan, pola asuh, kasih sayang, kualitas informasi dan interaksi anak dengan orang tua, dan
status mata pencaharian atau pekerjaan orang tua. Perilaku yang tidak mencerminkan karakter kemandirian
pada diri anak yatim piatu perlu diatasi, agar perilaku tidak mandiri tidak dibawa sampai ia dewasa. anak dalam bentuk perasaan emosi pribadi anak dan intelektual yang dimiliki anak, yang kedua adalah faktor
yang berasal dari luar (eksternal) berupa: lingkungan tempat tinggal, status ekonomi dan kesejahteraan
keluarga, rangsangan, pola asuh, kasih sayang, kualitas informasi dan interaksi anak dengan orang tua, dan
status mata pencaharian atau pekerjaan orang tua. Perilaku yang tidak mencerminkan karakter kemandirian
pada diri anak yatim piatu perlu diatasi, agar perilaku tidak mandiri tidak dibawa sampai ia dewasa. Anak yatim -piatu adalah anak yang memerlukan pendamping atau pengasuh. Pendamping atau
pengasuh alternatif terakhir adalah dengan mendapat pengasuhan lembaga kesejahteraan sosial anak. LKSA
sebagai kepanjangan tangan dari orang tua, LKSA tentu memiliki kewenangan untuk mengatur kebutuhan
anak yatim -piatu sesuai kebutuhan anak pada umumnya. Berdasarkan Peraturan Menteri Sosial Republik Indonesia Nomor: 30/HUK/2011 Tentang Standar
Nasional Pengasuhan Anak untuk Lembaga Kesejahteraan Sosial Anak menekankan pada aspek
pendekatan(Astuti, 2014). Salah satunya adalah prinsip pengakuan Lembaga Kesejahteraan Sosial
Anak(LKSA). Pengakuan terhadap LKSA dapat melahirkan kekuatan untuk mendukung terbangunnya sistem
pengasuhan anak yang mendukung pengasuhan berbasis keluarga. LKSA Iklil Mahya Insani menggunakan
metode pengasuhan anak luar panti. Pengasuhan anak luar panti artinya anak yatim-piatu yang tergabung
dalam LKSA tersebut, tidak diasramakan. Anak yatim yang ada di LKSA tersebut adalah warga desa Dagan. Artinya mereka masih berada dilingkungan keluarga sendiri. HASIL DAN PEMBAHASAN PENELITIAN Dalam Islam karakter disebut akhlak mulia
atau akhlak karimah. Kecerdasan akademik tanpa dibarengi dengan karakter yang kuat adalah sesuatu yang
tidak ada gunanya. Akhlak dan kemampuan akademik adalah dua hal yang saling berhubungan dan
mensubtitusi. Manusia yang jauh dari jiwa berkarakter baik atau tidak berakhlak mulia dikatakan sebagai
manusia atau orang tidak bermoral atau beradab dan tidak memiliki harga atau nilai. Akhlak harus dibangun,
untuk membangun akhlak salah satunya dengan pendidikan. Pendidikan dapat meliputi pendidikan di dalam
keluarga, di sekolah maupun di masyarakat. Pendidikan karakter yang diselenggarakan pada lembaga sosial
anak seperti halnya LKSA termasuk bentuk pendidikan karakter dalam lingkup masyarakat (Sajadi, 2019). Dengan bahasa lain perilaku baik atau buruk manusia pada intinya lahir dari respon atau rangsangan
berupa keturunan dan lingkungannya. Hasil kolaborasi karena adanya hubungan saling timbal balik antara
unsur pembawa hidup dan pengaruh lingkungan membentuk perilaku manusia(Rukiyati & Purwastuti, 2015). Hal senada disampaikan oleh Berns(1997), ia menyebutkan bahwa pengasuhan adalah proses interaksi yang
berlangsung terus menerus, yang saling mempengaruhi antara orang tua asuh dan anak yatim-piatu. Keduanya
saling mempengaruhi. Hal tersebut juga berlaku pada anak yatim atau anak piatu dan para donatur. Anak yatim dan atau anak
piatu yang selalu diberi santunan oleh para donatur menimbulkan interaksi. Setiap tahun khususnya bulan
Muharram, anak akan memiliki harapan mendapat bantuan atau santunan. Santunan yang diberikan ‘Cuma-
Cuma’ tersebut dapat menimbulkan efek yang tidak baik bagi perkembangan anak. Menurut Izzaty dalam
Suryani salah satu faktor penyebab anak memiliki karakter mandiri rendah adalah anak terbiasa dan atau
membiasakan anak menerima bantuan dari orang tua, orang tua asuh atau orang dewasa lainnya melebihi dari
kebutuhan anak (Suryani, 2016). Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 HASIL DAN PEMBAHASAN PENELITIAN Sehingga akses anak yatim terhadap lembaga
maupun sebaliknya sangat terjangkau dalam segi waktu maupun biaya. Dengan anak yatim tidak diasramakan seperti kebanyakan LKSA, setidaknya memberikan dukungan
kepada keluarga besar untuk turut serta dalam pengasuhan berbasis keluarga. Hal ini sejalan dengan
pendekatan-pendekatan ekologi dan psikososial, bahwa anak tetap dan terus menerus terjalin dengan keluarga,
baik keluarga inti yaitu keluarga penuh maupun keluarga besar (saudara) bagi anak yatim piatu, walaupun
anak-anak tinggal dalam Lembaga Kesejahteraan Sosial Anak. Dalam prakteknya pengurus LKSA Iklil
Mahya Insani desa Dagan berstatus sebagai orang tua asuh. Pengurus dengan musyawarah diberi amanat
menjadi orang tua asuh bagi anak yatim-piatu atau anak asuh. Orang tua asuh yang sekaligus sebagai pengurus
dengan jadwal yang telah disusun dan disepakati antara pengurus, anak dan orang tua asuh mengadakan
kunjungan ke rumah anak. Tujuan kunjungan ke tempat tinggal anak antara lain, memantau perkembangan mental anak asuh,
mengetahui kebutuhan-kebutuhan anak dan juga sebagai bentuk asesmen terhadap anak dan keluarga. Asesmen tersebut berfungsi untuk mendapat pemahaman tentang situasi pengasuhan oleh keluarga besar
maupun keluarga inti yang masih ada. Dengan melakukan kunjungan kerumah anak, orang tua asuh kemudian
menyampaikan atau meneruskan di dalam rapat dewan pengurus LKSA yang diadakan setiap hari Jumat. Dalam rapat setiap satu minggu sekali tersebut, selain menyampaikan temuan-temuan yang didapat dari
hasil kunjungan orang tua asuh, orang tua asuh juga menyampaikan uang sumbangan atau santunan yang
diterimanya dari para donatur. Dalam aturan yang tidak tertulis, setiap pengurus diperbolehkan menerima
uang sumbangan dari para donatur. Hal ini menurut wakil ketua LKSA Iklil Mahya Insani sebagai bentuk
efektifitas kerja secara organisasi. Kebijakan lain dari Lembaga Kesejahteraan Sosial Anak ini adalah, tidak
menerima sumbangan atas nama ‘Hamba Allah’ atau istilah lain yang bertujuan untuk menyembunyikan
nama. Alasan tidak menerima sumbahan dari atas nama ‘Hamba Allah’ atau atas nama yang tidak sebenarnya
bertujuan agar, terciptanya transparansi keuangan, baik antar pengurus maupun dengan anak dan juga
keluarga besar anak asuh berasal. Lembaga Kesejahteraan Sosial Anak merupakan lembaga non profit, namun demikian sebagai sebuah
lembaga LKSA ini memiliki kegiatan manajemen . Baik manajemen berkaitan dengan kegiatan operasional,
sumber daya maupun keuangan(Fahmi, 2016). Salusu menjelaskan bahwa organisasi non profit dalam
pelayanan terhadap masyarakat tidak menjadikan keuntungan sebagai tujuannya. HASIL DAN PEMBAHASAN PENELITIAN Sanusi menyamakan
organisasi non profit seperti LKSA sebagai korporasi, namun tidak memberikan keuntungan sekecil apapun Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 3987 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 3987 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 yang diberikan kepada pengurus atau karyawan dan juga para petingginya (Hidayat & Machali, 2012). Terlepas dari hal tersebut, semua hal yang menyangkut keuangan baik uang yang masuk maupun keluar harus
dilaporkan dalam laporan keuangan(Fahmi; 2016). Hal demikian juga diterapkan dalam manajemen LKSA
Iklil Mahya Insani, sebagai bentuk akuntabilitas dan transparansi lembaga sosial. Anak adalah harapan masa
depan, tidak hanya bagi keluarga, namun juga masyarakat, dan juga bangsa. Anak adalah pewaris peradaban,
dengan demikian membekali anak dengan berbagai karakter dan pengetahuan adalah sebuah keniscayaan. Dengan demikian dengan anak asuh yang berstatus yatim piatu. Mereka harus berada pada lingkungan yang
mendukung tumbuh kembang ke arah positif. Salah satu bentuk perkembangan yang harus ditanamkan sejak
dini adalah sikap karakter kemandirian. Masalah karakter anak adalah tantangan yang krusial di tengah era teknologi informasi saat ini (Jalil,
2016). Betapa krusialnya pendidikan karakter, sampai pemerintah mengeluarkan kebijakan berupa Peraturan
Presiden Nomor 87 Tahun 2017 tentang Penguatan Pendidikan Karakter(PPK). Isi dari Peraturan Presiden
tersebut tidak membebankan pendidikan karakter pada lembaga pendidikan formal saja. Tanggung jawab
pendidikan karakter juga diperankan oleh keluarga, dan masyarakat. Kerjasama lembaga pendidikan
formal/nonformal, keluarga dan masyarakat diharapkan terwujud karakter anak yang mencerminkan
harmonisasi olah hati, olah rasa, olah pikir, dan olah raga. Sebagaimana menurut Ikhwani(2020) bahwa
pelaksanaan dan penyelenggaraan pendidikan tidak hanya menjadi tugas lembaga pendidikan formal. Selanjutnya ia menekankan bahwa di luar lembaga pendidikan formal terbuka peluang sebagai andil
mewujudkan pendidikan karakter anak bangsa. Agar terwujud karakter kuat pada diri anak, Koesoema dalam
Subianto menawarkan tiga metode sebagai basis desain program pendidikan karakter. Ketiga basis tersebut,
pertama : desain pendidikan karakter berbasis kelas, kedua pendidikan karakter berbasis kultur sekolah, dan
yang ketiga adalah pendidikan karakter berbasis komunitas. Dari tiga desain yang ditawarkan tersebut,
sekolah atau lembaga formal tidak berjuang sendiri, dalam membentuk karakter bagi anak didik. Masyarakat,
Keluarga dan Negara memiliki andil yang sama (Subianto, 2013). HASIL DAN PEMBAHASAN PENELITIAN Lembaga Kesejahteraan Sosial Anak Iklil Mahya Insani adalah bagian dari masyarakat, khususnya desa
Dagan. Dengan memberikan pendampingan dan pembinaan karakter pada anak asuh adalah wujud kepedulian
masyarakat atas masa depan anak asuh dalam hal ini anak yatim dan piatu. LKSA ini fokus pada pembinaan
karakter kemandirian. Desmita dalam Wirawati merumuskan tentang pengertian kemandirian, yaitu
kemampuan untuk mengendalikan atau mengontrol dan mengatur keseimbangan pikiran, perasaan dan
perilaku atau tindakan yang dilakukan sendiri secara merdeka serta berusaha sendiri untuk mengatasi apa yang
ada dalam perasaan malu dan keragu raguan yang dimiliki (Desmita, 2009). Dalam prakteknya anak asuh
yang ada di LKSA Iklil Mahya Insani mendapat pembinaan keterampilan. Pembinaan keterampilan
dilaksanakan setiap satu minggu sekali. Pembinaan ketrampilan ini sebagai wujud kemandirian LKSA
maupun anak asuh agar mereka mendapat penghasilan dari keterampilan yang dimiliki. KESIMPULAN Berdasarkan uraian sebelumnya keberadaan Lembaga Kesejahteraan Sosial Anak atau LKSA
merupakan tindak lanjut pemerintah dalam melaksanakan amanat luhur pendiri bangsa yang tertuang dalam
pasal 34. Bahwa negara menjamin pemeliharaan dan perlindungan bagi anak-anak terlantar termasuk anak
yatim-piatu. Bagi masyarakat yang berbudaya dan beragama, keberadaan lembaga sosial merupakan bentuk
pengabdian dan respon sosial masyarakat terhadap anak anak yang perlu perhatian khusus. Selain itu lembaga
kesejahteraan sosial anak (LKSA) merupakan bentuk ibadah kepada Tuhan Yang Maha Esa, karena dalam
ajaran khususnya agama Islam, umatnya diperintahkan untuk melindungi dan mengasuh anak yatim-piatu. Lembaga sosial dalam prakteknya tidak hanya mengurusi tentang kesejahteraan anak saja. Peran aktif lembaga
sosial yang turut serta membina mendidik karakter kemandirian anak yatim, adalah bentuk tanggung jawab Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 3988 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 3988 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 3988 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 3988 Landasan Filsafat Pendirian dan Pendidikan Karakter Kemandirian Anak Yatim di Lembaga Kesejahteraan
Sosial Anak – Arif Hidayat, Abdul Wachid Bambang Suharto
DOI
: https://doi.org/10.31004/edukatif.v4i3.2716 moral, bahwasanya lembaga sosial adalah lembaga yang diberikan kewenangan sebagai orang tua. Orang tua
tentu tidak hanya memberikan makan, minum dan kesenangan semata kepada anaknya. Karena jika demikian
anak akan memiliki karakter pemalas yang selalu berharap mendapat bantuan atau santunan. Kehadiran
Lembaga Kesejahteraan Sosial Anak jika didirikan dan dikelola berdasar pandangan filsafat maka kebijakan
permensos agar anak yatim tetap dalam pengasuhan keluarga inti tidak akan menjadi kenadala. Sebagai
pendampingan alternatif lembaga kesejahteraan sosial anak dapat melakukan inovasi pembinaan anak asuhnya
dengan prinsip akuntabilitas dan transparansi dalam pengelolaan. UCAPAN TERIMA KASIH Terima kasih kami ucapkan kepada Abdul Wachid Bambang Soeharto, sebagai dosen pembimbing
dalam penulisan artikel ini, sehingga artikel ini dapat tersusun dan dapat disajikan di jurnal Edukatif ini. Terima kasih pula kami sampaikan kepada tim editor jurnal Edukatif yang bersedia mempublikasikan artikel
ini. Kepada Istri, dan teman-teman pascasarjana PGMI UIN SAIZU Purwokerto, atas masukan dan koreksinya
serta dukungan, kami sampaikan Jazakumullah Khairan Katsiran. Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
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Malang. Kuntjorowati, E. (2018). Eksistensi Lembaga Kesejahteraan Sosial Jabal Nur Dalam Memberdayakan Anak. Media Informasi Penelitian Kesejahteraan Sosial, 42(2), 157–170. Lestari, W. A. (2016). Peran Lembaga Kesejahteraan Anak Dalam Menanamkan Pendidikan Karakter
Terhadap Anak Asuh Di Panti Asuhan. Jurnal Civic Hukum, 1(2), 84–88. Musliichah, M. (N.D.). DAFTAR PUSTAKA Menelusuri Jejak Ugm Dalam Gerakan Reformasi Indonesia Dari Sumber Arsip Statis
Khazanah Arsip Ugm. Khazanah: Jurnal Pengembangan Kearsipan, 10(1), 53–72. Patimah, E., & Sumartini, S. (2022). Kemandirian Belajar Peserta Didik Pada Pembelajaran Daring: Literature
Review. Edukatif: Jurnal Ilmu Pendidikan, 4(1), 993–1005. Rukiyati, P., & Purwastuti, L. A. (2015). Mengenal Filsafat Pendidikan. Fakultas Ilmu Pendidikan Universitas
Negeri Yogyakarta. Diakses Online: Http://Staffnew. Uny. Ac. Id/Upload/131763780/Pendidikan/Bpk-
Mengenal-Filsafat-Pendidikan. Pdf. Silvia, J. Y., & Angraini, R. (2018). Pelaksanaan Pendidikan Karakter Di Panti Asuhan Aisyiah Kabupaten
Agam. Journal Of Civic Education, 1(2), 88–97. Subianto, J. (2013). Peran Keluarga, Sekolah, Dan Masyarakat Dalam Pembentukan Karakter Berkualitas. Edukasia: Jurnal Penelitian Pendidikan Islam, 8(2). Suryani, N. (2016). Pengembangan Media Pembelajaran Sejarah Berbasis It. Jurnal Sejarah Dan Budaya,
10(2), 186–196. Wahidin, W. (2020). Pengembangan Pendidikan Karakter Di Panti Asuhan Muhammadiyah Ajibarang
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Kesejahteraan Sosial Anak (Lksa) Oleh Dinas Sosial, Pemuda Dan Olahraga Kota Semarang. Journal Of
Public Policy And Management Review, 4(2), 265–275. Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071 Edukatif : Jurnal Ilmu Pendidikan Vol 4 No 3 Tahun 2022
p-ISSN 2656-8063 e-ISSN 2656-8071
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https://figshare.com/articles/journal_contribution/Supplementary_Table_S2_from_Associations_between_AI-Assisted_Tumor_Amphiregulin_and_Epiregulin_IHC_and_Outcomes_from_Anti-EGFR_Therapy_in_the_Routine_Management_of_Metastatic_Colorectal_Cancer/23676008/1/files/41550128.pdf
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Supplementary Table S2 from Associations between AI-Assisted Tumor Amphiregulin and Epiregulin IHC and Outcomes from Anti-EGFR Therapy in the Routine Management of Metastatic Colorectal Cancer
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Biomarker
96 hour fixation:
Block 1
96 hour fixation:
Block 2
48 hour fixation
Patient 1
AREG
64.9
64.2
59.5
EREG
60.1
64.6
56.3
Patient 2
AREG
81.3
90.6
41.3
EREG
96.1
97.4
77.8
Patient 3
AREG
46.6
44.4
31.2
EREG
84.2
87.8
73.4
Patient 4
AREG
15.9
20.7
16.8
EREG
0.2
0.1
0.5
Supplementary Table S2 Pre-study assessment of the effect of variation in tissue
fixation time on AREG/EREG tumor cell percentage positivity.
AREG and EREG scores (expressed as the percentage of tumor cells in the
tumor area staining biomarker positive) for three formalin-fixed, paraffin-
embedded tumor blocks from different regions of the same tumor in four
individual patients. Two blocks were taken from tumor tissue fixed for 96 hours,
and one block from tumor tissue fixed for the standard fixation time of 48 hours. Biomarker
96 hour fixation:
Block 1
96 hour fixation:
Block 2
48 hour fixation
Patient 1
AREG
64.9
64.2
59.5
EREG
60.1
64.6
56.3
Patient 2
AREG
81.3
90.6
41.3
EREG
96.1
97.4
77.8
Patient 3
AREG
46.6
44.4
31.2
EREG
84.2
87.8
73.4
Patient 4
AREG
15.9
20.7
16.8
EREG
0.2
0.1
0.5
Supplementary Table S2 Pre-study assessment of the effect of variation in tissue
fixation time on AREG/EREG tumor cell percentage positivity. AREG and EREG scores (expressed as the percentage of tumor cells in the
tumor area staining biomarker positive) for three formalin-fixed, paraffin-
embedded tumor blocks from different regions of the same tumor in four
individual patients. Two blocks were taken from tumor tissue fixed for 96 hours,
and one block from tumor tissue fixed for the standard fixation time of 48 hours. Biomarker
96 hour fixation:
Block 1
96 hour fixation:
Block 2
48 hour fixation
Patient 1
AREG
64.9
64.2
59.5
EREG
60.1
64.6
56.3
Patient 2
AREG
81.3
90.6
41.3
EREG
96.1
97.4
77.8
Patient 3
AREG
46.6
44.4
31.2
EREG
84.2
87.8
73.4
Patient 4
AREG
15.9
20.7
16.8
EREG
0.2
0.1
0.5 Supplementary Table S2 Pre-study assessment of the effect of variation in tissue
fixation time on AREG/EREG tumor cell percentage positivity. AREG and EREG scores (expressed as the percentage of tumor cells in the
tumor area staining biomarker positive) for three formalin-fixed, paraffin- Supplementary Table S2 Pre-study assessment of the effect of variation in tissue
fixation time on AREG/EREG tumor cell percentage positivity. AREG and EREG scores (e pressed as the percentage of t mor cells in the AREG and EREG scores (expressed as the percentage of tumor cells in the
tumor area staining biomarker positive) for three formalin-fixed, paraffin-
embedded tumor blocks from different regions of the same tumor in four
individual patients. Two blocks were taken from tumor tissue fixed for 96 hours,
and one block from tumor tissue fixed for the standard fixation time of 48 hours. AREG and EREG scores (expressed as the percentage of tumor cells in the
tumor area staining biomarker positive) for three formalin-fixed, paraffin-
embedded tumor blocks from different regions of the same tumor in four
individual patients. Two blocks were taken from tumor tissue fixed for 96 hours,
and one block from tumor tissue fixed for the standard fixation time of 48 hours.
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https://openalex.org/W3162743095
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https://surgicalcasereports.springeropen.com/counter/pdf/10.1186/s40792-021-01206-7
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English
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Transperineal total mesorectal excision for rectal cancer on the residual rectum after multiple abdominal surgeries in a patient with Crohn’s disease: a case report
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Surgical case reports
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cc-by
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Background As the treatment of Crohn’s disease (CD) has progressed,
its prognosis has improved. Accordingly, the opportunity
for patients with CD to undergo surgical treatment has
increased. However, the longer duration of Crohn’s coli-
tis may increase the risk of cancer [1]. The relative risk
of developing colorectal cancer is reportedly 13 times
higher in patients with the colonic type of CD than in *Correspondence: shin_mto0509@yahoo.co.jp
1 Department of Gastroenterological Surgery I, Hokkaido University
Graduate School of Medicine, Kita 15 Nishi 7, Kita‑ku, Sapporo, Hokkaido
060‑8638, Japan
Full list of author information is available at the end of the article Full list of author information is available at the end of the article © The Author(s) 2021. 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/. Abstract Background: The improved prognosis of Crohn’s disease may increase the opportunities of surgical treatment for
patients with Crohn’s disease and the risk of development of colorectal cancer. We herein describe a patient with
Crohn’s disease and a history of multiple surgeries who developed rectal stump carcinoma that was treated laparo-
scopically and transperineally. Case presentation: A 51-year-old man had been diagnosed with Crohn’s disease 35 years earlier and had under-
gone several operations for treatment of Crohn’s colitis. Colonoscopic examination was performed and revealed rectal
cancer at the residual rectum. The patient was then referred to our department. The tumor was diagnosed as clini-
cal T2N0M0, Stage I. We treated the tumor by combination of laparoscopic surgery and concomitant transperineal
resection of the rectum. While the intra-abdominal adhesion was dissected laparoscopically, rectal dissection in the
correct plane progressed by the transperineal approach. The rectal cancer was resected without involvement of the
resection margin. The duration of the operation was 3 h 48 min, the blood loss volume was 50 mL, and no intraopera-
tive complications occurred. The pathological diagnosis of the tumor was type 5 well- and moderately differentiated
adenocarcinoma, pT2N0, Stage I. No recurrence was evident 3 months after the operation, and no adjuvant chemo-
therapy was performed. Conclusion: The transperineal approach might be useful in patients with Crohn’s disease who develop rectal cancer
after multiple abdominal surgeries. Keywords: Rectal cancer, Crohn’s disease, History of surgery, Laparoscopic surgery, Transperineal total mesorectal
excision Transperineal total mesorectal excision
for rectal cancer on the residual rectum
after multiple abdominal surgeries in a patient
with Crohn’s disease: a case report Shin Emoto1* , Shigenori Homma1, Tadashi Yoshida1, Nobuki Ichikawa1, Yoichi Miyaoka1, Hiroki Matsui1,
Ryo Takahashi1, Keita Ishido1, Takuya Otsuka2, Tomoko Mitsuhashi2, Takehiko Katsurada3 and
Akinobu Taketomi1 Emoto et al. surg case rep (2021) 7:122
https://doi.org/10.1186/s40792-021-01206-7 Emoto et al. surg case rep (2021) 7:122
https://doi.org/10.1186/s40792-021-01206-7 Open Access *Correspondence: shin_mto0509@yahoo.co.jp
1 Department of Gastroenterological Surgery I, Hokkaido University
Graduate School of Medicine, Kita 15 Nishi 7, Kita‑ku, Sapporo, Hokkaido
060‑8638, Japan
Full list of author information is available at the end of the article Emoto et al. surg case rep (2021) 7:122 Page 2 of 7 Page 2 of 7 abdomen and a scar from a midline incision extending
from the epigastric to suprapubic region were observed. Digital examination could not be performed because of
stenosis of the anus secondary to the previous anal fis-
tula, which had cured and showed no evidence of can-
ceration. On hematological examination, his blood urea
nitrogen concentration was 43 mg/dL, creatinine con-
centration was 12.16 mg/dL (before hemodialysis), carci-
noembryonic antigen concentration was 1.8 ng/mL, and
CA19-9 concentration was 24.4 ng/mL. Colonoscopy
showed a circumferential tumor at the remaining rec-
tum (Fig. 1a), and biopsy revealed well-differentiated ade-
nocarcinoma. A contrast enema revealed a 6-cm defect
at the remaining rectum around the pritoneal reflection
(Fig. 1b). Computed tomography examination revealed
wall thickening of the remaining rectum but no swollen
regional lymph nodes or distant metastasis. Magnetic
resonance imaging showed that the estimated depth of
wall invasion by the tumor was T2 because the muscle
layer was continuous (Fig. 1c). The preoperative diagno-
sis of the rectal cancer was clinical T2N0M0, Stage I. the general population [2]. Moreover, cancerization at
the residual rectum or rectal stump after total colectomy
may become a concern in patients with colonic CD [3,
4]. Surgery for rectal stump carcinoma may be techni-
cally demanding because of patients’ history of multiple
surgeries. Local recurrence is a potential complication after sur-
gery for low rectal cancer. Complete total mesorectal
excision (TME) with a negative circumferential resec-
tion margin (CRM) is important to prevent local recur-
rence. However, achieving TME with a negative CRM is
difficult in patients with obesity, a contracted pelvis, or
a bulky tumor [5, 6]. Transanal TME (Ta-TME) is con-
sidered to resolve these difficulties. Ta-TME is a tech-
nique known as the “bottom up” procedure of TME. This
approach provides clear visualization of the dissection
plane from the anus or low rectum, which may facilitate
improvement of TME quality and reduction of a positive
CRM and postoperative complications [7, 8]. Ta-TME is
also reportedly useful for patients with a history of mul-
tiple abdominal surgeries [9], which causes abdominal
adhesion and makes the abdominal approach difficult. Especially, the approach from the bottom was called as
“transperineal approach” when the anus was removed
[10]. Severe intra-abdominal adhesions were expected
because of the patient’s history of multiple surgeries;
therefore, we performed an operation with both laparo-
scopic transabdominal and transperineal approaches. The
transabdominal
procedure
and
transperineal
approach were carried out concomitantly. For the
transabdominal approach, three ports were placed in the
abdomen. One of the ports was placed in the umbilicus
for scope insertion, and the other two were placed on the
left side of abdomen for the laparoscopic operator. The
transperineal approach was concurrently implemented. First, two purse-string sutures were placed to close the
rectal lumen and prevent cancer cell dissemination. The
scar due to the previous anal fistula existed, but could be
easily dissected. After dissecting the perianal skin and
perirectal soft tissue, a GelPOINT Path transanal access
platform (Applied Medical, Rancho Santa Margarita, CA,
USA) was inserted and an AirSeal System (CONMED,
Utica, NY, USA) was used for carbon dioxide insufflation
during the transperineal approach. In the transabdomi-
nal approach, adhesion of the small intestine and greater
omentum to the abdominal wall was observed. Even
after dissection of the intestinal and omental adhesion,
it was difficult to recognize the wall of the remaining
rectum because of the pelvic adhesion due to previous
operations. Careful dissection of the rectum progressed
laparoscopically. In the transperineal approach, the cor-
rect plane could be recognized and TME smoothly pro-
gressed. The influences of the inflammation of CD or
chronic renal failure were none or very little to dissect the
correct plane. The rectal dissection progressed along with
the levator ani muscle, and the anococcygeal ligament In this report, we describe a patient with CD who
developed rectal cancer at the residual rectum after mul-
tiple abdominal surgeries. The rectal cancer was success-
fully treated with transperineal(Tp)-TME. Discussion We have herein presented a case of CD with rectal can-
cer at the residual rectum after multiple abdominal sur-
geries; the cancer was successfully treated with Ta-TME. Approximately 70 to 80% of patients with CD report-
edly undergo surgical treatment [11, 12] and the rate of
clinical anastomotic recurrence without drug therapy is
around 20 to 25% per year [13]. Although the long-term
impact of improvements in pharmaceutical and biologi-
cal therapy on surgical outcomes is still unknown, it is
considered that many patients with CD might undergo
several surgical treatments. It is clear that the more fre-
quently patients undergo surgical treatment, the more
difficult transabdominal operations become because
of the development of intra-abdominal adhesions. The
patient in this report underwent three abdominal opera-
tions before rectal cancer surgery. The difficulty of the
operation for the residual rectal cancer was easily pre-
dicted, and severe adhesion was in fact observed during
the laparoscopic surgery. On gross examination of the resected specimen, the
tumor was a flat and villiform mass classified as type 5
(Fig. 3a). The size of the tumor was 80 × 67 mm. Histo-
logically, the tumor was a well- to moderately differenti-
ated adenocarcinoma with foci of a poorly differentiated
component (Fig. 3b). The background contained char-
acteristic findings of CD: chronic inflammation through
the rectal wall and noncaseous epithelioid cell granulo-
mas with multinucleated giant cells in the submucosa Fig. 1 Preoperative examination findings. a Colonoscopy showed
a circumferential tumor in the residual rectum. b Contrast enema
showed the tumor located at the low rectum (black arrow). c
Magnetic resonance imaging revealed the circumferential tumor
at the low rectum (dashed circle). The depth of wall invasion by the
tumor was estimated as T2 because the muscle layer of the rectum
was continuous Cancer at the defunctioning residual rectum or rectal
stump is also reportedly problematic in patients with
Crohn’s coloproctitis after total colectomy [3, 4, 14],
although colorectal cancer rarely occurs in the entire
cohort of patients with CD. In patients with CD, end ile-
ostomy with a closed rectal stump is sometimes selected
for treatment of Crohn’s colitis because perianal com-
plications or impaired healing of a perianal wound may
occur [15, 16]. Although fecal diversion may reduce the
rectal inflammation, rectal cancer at the residual rectum
can develop. Lutgens et al. Case presentationh The patient was a 51-year-old man with a history of renal
failure due to acute rapidly progressive glomerulonephri-
tis that had been diagnosed 2 years earlier and required
treatment with artificial hemodialysis. He had been diag-
nosed with CD 35 years earlier and underwent ileocecal
resection. He developed a CD-induced vesicoileal fistula
and vesicosigmoid fistula and underwent right colectomy,
sigmoid colectomy, closure of the bladder fistula, small
bowel resection, and ileostomy 23 years earlier. After this
operation, the estimated length of the remaining small
bowel was 1 m. Since then, he had received home par-
enteral nutrition because of short bowel syndrome. He
also underwent total colectomy 13 years earlier because
he had developed extensive colitis. He currently desired
renal transplantation for chronic renal failure and was
examined in our hospital. Pre-transplantation colono-
scopic examination led to a diagnosis of rectal cancer
of the remaining rectum. He was then referred to our
department. On physical examination, his height was 150.7 cm,
weight was 38.1 kg (dry weight), and body mass index
was 16.8 kg/m2. A single ileostomy at the right lower Emoto et al. surg case rep (2021) 7:122 Page 3 of 7 Page 3 of 7 (Fig. 3c). Therefore, we diagnosed the tumor as colitic
cancer associated with CD. The pathological stage was
pT2N0M0, Stage I. The resection margin was negative. During the postoperative course, the patient devel-
oped a fever due to an intra-abdominal infection 3 days
after the operation, which might be due to a retrograde
drainage tube infection estimated by CT, and it was
treated with antibiotics. He was discharged 21 days after
the operation. No recurrence was evident 3 months
after the operation, and no adjuvant chemotherapy was
performed. was resected in the transperineal approach (Fig. 2a). Rendezvous of the abdominal space with the transper-
ineal space was achieved on the dorsal side of the rectum. TME progressed from the posterior to lateral side of the
rectum laparoscopically and transperineally. Preserva-
tion of the S4 nerve was confirmed in the transperineal
approach. Finally, the anterior wall of the rectum was
completely dissected after confirming the posterior wall
of the prostate in the laparoscopic approach (Fig. 2b). The
specimen was extracted from the perineal incision. Fig-
ure 2c shows the pelvic space after extraction of the spec-
imen. Strong adhesion was observed in the pelvic floor. Case presentationh The operation was finished without conversion from lap-
aroscopy to open surgery (Fig. 2d). The duration of the
operation was 3 h 48 min, and the blood loss volume was
50 mL. No intraoperative complications occurred. (Fig. 3c). Therefore, we diagnosed the tumor as colitic
cancer associated with CD. The pathological stage was
pT2N0M0, Stage I. The resection margin was negative. h
During the postoperative course, the patient devel-
oped a fever due to an intra-abdominal infection 3 days
after the operation, which might be due to a retrograde
drainage tube infection estimated by CT, and it was
treated with antibiotics. He was discharged 21 days after
the operation. No recurrence was evident 3 months
after the operation, and no adjuvant chemotherapy was
performed. Discussion The prostate was explored laparoscopically, and the layer between the prostate and the residual rectum was dissected with support from the
transanal approach to avoid injuring the rectourethral muscle and the urethra. c Transabdominal (laparoscopic) view after resection of the residual
rectum. Strong adhesion of the small intestine to the pelvic wall was observed, and the natural pelvic anatomy was unclear because of the history
of multiple surgeries. d Schema of the intraoperative overview of the abdomen. During the operation, the end ileostomy was covered by gauze
and plastic film. A drainage tube was inserted from the left lower incision, through which a port was inserted, to the pelvic cavity after the operation accessibility from the abdominal cavity to the distal rec-
tum is reduced by the forward angle of the low rectum
[8]. In addition, obesity, a narrow pelvis, a bulky tumor,
and pelvic irradiation make access to the low rectum
and completion of TME more difficult [5, 6]. The transa-
nal approach may provide clear visualization and detec-
tion of the correct dissection layer, facilitating complete
TME [7]. The potential benefits of Ta-TME are expected
to include higher-quality TME with a better CRM, less
morbidity, a lower frequency of conversion, and more
sphincter-saving resection [8]. Indeed, some of these
benefits have been reported [6, 7, 21, 22]. Ta-TME is also
considered to be useful in patients with a history of mul-
tiple abdominal surgeries. Narihiro et al. [9] reported a
case of rectal cancer treated with Ta-TME in a patient
who had undergone cholecystectomy, appendectomy,
and Hartmann’s operation for sigmoid colon cancer. They concluded that they could overcome the difficul-
ties of the transabdominal approach by Ta-TME; that is,
the risks of bleeding and organ injury, longer duration of
surgery, poor visual field due to intra-abdominal adhe-
sion, poor surgical maneuverability, and loss of curability. In our case, although severe intra-abdominal adhesion
was observed as predicted before the operation, Tp-TME incident ratio of rectal cancer in patients with CD who
developed a perianal inflammatory lesion was 0.77 cases
per 1000 patient-years and that the risk of rectal cancer
in patients with CD who developed a perianal lesion was
5.11 times higher than that in patients without a peri-
anal lesion [18]. These data indicate that a longer dura-
tion of extensive Crohn’s coloproctitis increases the risk
of rectal cancer. Discussion [3] reviewed the literature of
rectal stump cancer, including 29 patients with CD. They
showed that one of the risk factors for rectal stump can-
cer was the duration of the disease. von Roon et al. [2]
reported that the risk of developing colorectal cancer in
patients younger than 30 years of age at the time of diag-
nosis of CD was 9.50 to 21.46 times higher than that in
the general population. Whereas the risk of CD-associ-
ated rectal cancer was reportedly comparable with the
risk of rectal cancer in the general population [2, 17], a
multicenter investigation in France revealed that the Fig. 1 Preoperative examination findings. a Colonoscopy showed
a circumferential tumor in the residual rectum. b Contrast enema
showed the tumor located at the low rectum (black arrow). c
Magnetic resonance imaging revealed the circumferential tumor
at the low rectum (dashed circle). The depth of wall invasion by the
tumor was estimated as T2 because the muscle layer of the rectum
was continuous Page 4 of 7 Emoto et al. surg case rep (2021) 7:122 Emoto et al. surg case rep Fig. 2 Operative views. a Transanal view. After dissecting the levator ani muscle, the anococcygeal ligament was explored. b Transabdominal
(laparoscopic) view. After rendezvous of the transanal and transabdominal space, the residual rectum was dissected from the dorsal side to lateral
side. The prostate was explored laparoscopically, and the layer between the prostate and the residual rectum was dissected with support from the
transanal approach to avoid injuring the rectourethral muscle and the urethra. c Transabdominal (laparoscopic) view after resection of the residual
rectum. Strong adhesion of the small intestine to the pelvic wall was observed, and the natural pelvic anatomy was unclear because of the history
of multiple surgeries. d Schema of the intraoperative overview of the abdomen. During the operation, the end ileostomy was covered by gauze
and plastic film. A drainage tube was inserted from the left lower incision, through which a port was inserted, to the pelvic cavity after the operation Fig. 2 Operative views. a Transanal view. After dissecting the levator ani muscle, the anococcygeal ligament was explored. b Transabdominal
(laparoscopic) view. After rendezvous of the transanal and transabdominal space, the residual rectum was dissected from the dorsal side to lateral
side. Discussion c
Pathological examination of the resected residual rectum with hematoxylin and eosin staining (× 40 and × 200). At low magnification, mononuclear
cells (white arrow) were found to have migrated into the submucosal layer. At high magnification, noncaseous epithelioid cell granulomas (black
arrowhead) and multinucleated giant cells (black arrow) were seen. These findings are typical pathological observations in patients with Crohn’s
disease facilitated detection of the correct plane of TME from
the anal approach, reduced the duration of surgery by a
two-team approach, avoided injury of organs adjacent
to the rectum, and achieved negative pathological resec-
tion margin. The two-team approach also helped with the
rectal dissection after rendezvous of the transabdominal
and transperineal approaches. The appropriate dissec-
tion layer can sometimes be identified by applying ten-
sion to the tissue from both above and below. In addition,
the advantages of Tp-TME also maximized in our case
although the dissection between the rectum and the
prostate was eventually performed laparoscopically. To
dissect between the rectum and the prostate safely, the
dorsal side of the prostate should be exposed from the
lateral side. Although we finally dissected anterior side of
the rectum laparoscopically, the transperineal approach
played an important role to identify the correct layer
between the rectum and the prostate. facilitated detection of the correct plane of TME from
the anal approach, reduced the duration of surgery by a
two-team approach, avoided injury of organs adjacent
to the rectum, and achieved negative pathological resec-
tion margin. The two-team approach also helped with the
rectal dissection after rendezvous of the transabdominal
and transperineal approaches. The appropriate dissec-
tion layer can sometimes be identified by applying ten-
sion to the tissue from both above and below. In addition,
the advantages of Tp-TME also maximized in our case
although the dissection between the rectum and the
prostate was eventually performed laparoscopically. To
dissect between the rectum and the prostate safely, the
dorsal side of the prostate should be exposed from the
lateral side. Although we finally dissected anterior side of
the rectum laparoscopically, the transperineal approach
played an important role to identify the correct layer
between the rectum and the prostate. revealed that misdirection of the correct layer occurred in
7.8% of cases and that injury to adjacent organs, includ-
ing the urethra, occurred in 1.5% of cases [23]. Discussion We previously described a patient with
CD who developed colitic cancer in the residual rectum
following subtotal colectomy [19]. He had developed CD
at 20 years of age and underwent subtotal colectomy at
37 years of age; the residual rectal cancer developed
8 years after subtotal colectomy. The risk of residual rec-
tal cancer was deemed to be high in our patient because
he had been diagnosed with CD at 16 years of age and
had a history of perianal inflammation. Although his
cancer was not derived from the scar of the anal fistula,
pathological findings showed inflammation of the rem-
nant rectum; this inflammation may have caused his rec-
tal cancer.i Since Ta-TME was at first reported by Lacy and
Adelsdorfer in 2011 [20], this procedure has become
widespread throughout the world. It is difficult to
achieve TME for mid- or low-rectal cancer because the Emoto et al. surg case rep (2021) 7:122 Page 5 of 7 Emoto et al. surg case rep Fig. 3 Pathological findings. a Resected specimen. White arrowheads show the tumor at the residual rectum. b Pathological examination of the
rectal tumor with hematoxylin and eosin staining (× 40 and × 200). The depth of tumor invasion was pathologically diagnosed as T2. Columnar cells
with hyperchromatic nuclei proliferating in tubular patterns were seen. Focal non-glandular irregular nests were also observed. The pathological
diagnosis was well- to moderately differentiated adenocarcinoma with foci of a poorly differentiated component. MP: muscularis propria. c
Pathological examination of the resected residual rectum with hematoxylin and eosin staining (× 40 and × 200). At low magnification, mononuclear
cells (white arrow) were found to have migrated into the submucosal layer. At high magnification, noncaseous epithelioid cell granulomas (black
arrowhead) and multinucleated giant cells (black arrow) were seen. These findings are typical pathological observations in patients with Crohn’s
disease Fig. 3 Pathological findings. a Resected specimen. White arrowheads show the tumor at the residual rectum. b Pathological examination of the
rectal tumor with hematoxylin and eosin staining (× 40 and × 200). The depth of tumor invasion was pathologically diagnosed as T2. Columnar cells
with hyperchromatic nuclei proliferating in tubular patterns were seen. Focal non-glandular irregular nests were also observed. The pathological
diagnosis was well- to moderately differentiated adenocarcinoma with foci of a poorly differentiated component. MP: muscularis propria. Declarations 15. Sher ME, Bauer JJ, Gorphine S, Gelernt I. Low Hartmann’s procedure for
severe anorectal Crohn’s disease. Dis Colon Rectum. 1992;35(10):975–80. Acknowledgements g
We thank Angela Morben, DVM, ELS, from Edanz Group (https://en-author-
services.edanz.com/ac), for editing a draft of this manuscript. We thank Angela Morben, DVM, ELS, from Edanz Group (https://en-author-
services.edanz.com/ac), for editing a draft of this manuscript. 9. Narihiro S, Ohdaira H, Takeuchi H, Kamada T, Marukuchi R, Suzuki N, et al. Transanal total mesorectal excision (Ta-TME) in a rectal cancer patient
with a history of abdominal surgery: a case report. J Anus Rectum Colon. 2020;4(1):41–6. 9. Narihiro S, Ohdaira H, Takeuchi H, Kamada T, Marukuchi R, Suzuki N, et al. Transanal total mesorectal excision (Ta-TME) in a rectal cancer patient
with a history of abdominal surgery: a case report. J Anus Rectum Colon. 2020;4(1):41–6. Discussion Recently,
data from the national registry of Norway showed a high
rate of local recurrence in patients who had undergone
Ta-TME for rectal cancer [24]. In this report, the 2-year
local recurrence rate was > 10%, which was signifi-
cantly higher than that associated with the laparoscopic
approach. The authors speculated that gas pressure and
surgical manipulation stressed the purse-string suture
used to close the rectal lumen, resulting in spread of the
cancer cells from the rectal lumen to the intra-abdominal
cavity. In our department, a double purse-string suture is
applied to tightly close the rectal rumen and prevent the
spread of tumor cells. The international Ta-TME educa-
tional collaborative group provided recommendations for
surgeons and centers as well as a training curriculum of
Ta-TME [25]. Surgeons should carefully introduce this
procedure to their own institute, determine the indica-
tions for Ta-TME, and train their own clinicians accord-
ing to the expert guidance. Ta-TME is technically demanding and requires a
proper anatomical perspective from the anal side. The
data of the international registry of first Ta-TME cases Emoto et al. surg case rep (2021) 7:122 Emoto et al. surg case rep (2021) 7:122 Page 6 of 7 Availability of data and materials 13. Luglio G, Rispo A, Imperatore N, Giglio MC, Amendola A, Tropeano FP,
et al. Surgical prevention of anastomotic recurrence by excluding mes-
entery in Crohn’s disease: the SuPREMe-CD study—a randomized clinical
trial. Ann Surg. 2020;272(2):210–7. The data are not available for public access because of patient privacy con-
cerns, but are available from the corresponding author on reasonable request. g
14. Cirincione E, Gorfine SR, Bauer JJ. Is Hartmann’s procedure safe in Crohn’s
disease? Report of three cases. Dis Colon Rectum. 2000;43(4):544–7. Abbreviations
CD C
h ’ di 7. Roodbeen SX, Penna M, Mackenzie H, Kusters M, Slater A, Jones OM, et al. Transanal total mesorectal excision (TaTME) versus laparoscopic TME for
MRI-defined low rectal cancer: a propensity score-matched analysis of
oncological outcomes. Surg Endosc. 2019;33(8):2459–67. 7. Roodbeen SX, Penna M, Mackenzie H, Kusters M, Slater A, Jones OM, et al. Transanal total mesorectal excision (TaTME) versus laparoscopic TME for
MRI-defined low rectal cancer: a propensity score-matched analysis of
oncological outcomes. Surg Endosc. 2019;33(8):2459–67. CD: Crohn’s disease; CRM: Circumferential resection margin; Ta-TME: Transanal
total mesorectal excision; TME: Total mesorectal excision; Tp-TME: Transper-
ineal total mesorectal excision. 8. Deijen CL, Velthuis S, Tsai A, Mavroveli S, de Lange-de Klerk ES, Sietses
C, et al. COLOR III: a multicentre randomised clinical trial comparing
transanal TME versus laparoscopic TME for mid and low rectal cancer. Surg Endosc. 2016;30(8):3210–5. 8. Deijen CL, Velthuis S, Tsai A, Mavroveli S, de Lange-de Klerk ES, Sietses
C, et al. COLOR III: a multicentre randomised clinical trial comparing
transanal TME versus laparoscopic TME for mid and low rectal cancer. Surg Endosc. 2016;30(8):3210–5. Funding 12. Bernstein CN, Nabalamba A. Hospitalization, surgery, and readmission
rates of IBD in Canada: a population-based study. Am J Gastroenterol. 2006;101(1):110–8. This study was supported by no financial source. Ethics approval and consent to participate
Not applicable. 16. Yamamoto T, Keighley MR. Long-term outcome of total colectomy and
ileostomy for Crohn disease. Scand J Gastroenterol. 1999;34(3):280–6. Consent for publication 17. Sjödahl RI, Myrelid P, Söderholm JD. Anal and rectal cancer in Crohn’s
disease. Colorectal Dis. 2003;5(5):490–5. Written informed consent was obtained from the patient for publication of
this case report and publication of his data. 18. Beaugerie L, Carrat F, Nahon S, Zeitoun JD, Sabaté JM, Peyrin-Biroulet L,
et al. High risk of anal and rectal cancer in patients with anal and/or peri-
anal Crohn’s disease. Clin Gastroenterol Hepatol. 2018;16(6):892-9.e2. Authors’ contributions SE wrote the manuscript. SE, SH, TY, NI, YM, HM, RT, KI, and AT contributed
to performance of the operation and postoperative management. TK
contributed to the preoperative diagnosis and managed the preoperative
and postoperative treatment. TO and TM contributed to the postoperative
pathological diagnosis. All authors critically reviewed, read and approved the
final manuscript. 10. Yasukawa D, Hori T, Kadokawa Y, Kato S, Aisu Y, Hasegawa S. Trans-per-
ineal minimally invasive surgery during laparoscopic abdominoperineal
resection for low rectal cancer. Surg Endosc. 2019;33(2):437–47. 11. Hancock L, Windsor AC, Mortensen NJ. Inflammatory bowel disease: the
view of the surgeon. Colorectal Dis. 2006;8(Suppl 1):10–4. Competing interests The authors declare no financial nor non-financial competing interests. 19. Shibuya K, Homma S, Yoshida T, Ohno Y, Ichikawa N, Kawamura H, et al. Carcinoma in the residual rectum of a long-standing Crohn’s disease
patient following subtotal colectomy: a case report. Mol Clin Oncol. 2018;9(1):50–3. References Three-year nationwide experience with transanal
total mesorectal excision for rectal cancer in the Netherlands: a propen-
sity score-matched comparison with conventional laparoscopic total
mesorectal excision. J Am Coll Surg. 2019;228(3):235-44.e1. References 1. Freeman HJ. Colorectal cancer risk in Crohn’s disease. World J Gastroen-
terol. 2008;14(12):1810–1. 1. Freeman HJ. Colorectal cancer risk in Crohn’s disease. World J Gastroen-
terol. 2008;14(12):1810–1. We experienced a case of residual rectal cancer treated by
combination of a laparoscopic and transperineal approach
in a patient who had undergone several surgeries for
Crohn’s enterocolitis. The development of rectal can-
cer might be a concern in patients with extensive Crohn’s
coloproctitis, especially in those who were diagnosed with
CD at < 30 years of age or who have had a long duration
of CD. Increasingly more patients with CD are undergo-
ing multiple abdominal operations as the prognosis of CD
has improved, and Ta-TME or Tp-TME might be useful in
patients with CD who develop rectal cancer after undergo-
ing multiple abdominal surgeries. 2. van Roon AC, Reese G, Teare J, Constantinides V, Darzi AW, Tekkis PP. The risk of cancer in patients with Crohn’s disease. Dis Colon Rectum. 2007;50(6):839–55. 2. van Roon AC, Reese G, Teare J, Constantinides V, Darzi AW, Tekkis PP. The risk of cancer in patients with Crohn’s disease. Dis Colon Rectum. 2007;50(6):839–55. 3. Lutgens MW, van Oijen MG, Vleggaar FP, Siersema PD, Broekman MM,
Oldenburg B. Risk factors for rectal stump cancer in inflammatory bowe
disease. Dis Colon Rectum. 2012;55(2):191–6. 3. Lutgens MW, van Oijen MG, Vleggaar FP, Siersema PD, Broekman MM,
Oldenburg B. Risk factors for rectal stump cancer in inflammatory bowel
disease. Dis Colon Rectum. 2012;55(2):191–6. 4. Ten Hove JR, Bogaerts JMK, Bak MTJ, Laclé MM, Meij V, Derikx L, et al. Malignant and nonmalignant complications of the rectal stump
in patients with inflammatory bowel disease. Inflamm Bowel Dis. 2019;25(2):377–84. 5. Cecil TD, Taffinder N, Gudgeon AM. A personal view on laparoscopic
rectal cancer surgery. Colorectal Dis. 2006;8(Suppl 3):30–2. 5. Cecil TD, Taffinder N, Gudgeon AM. A personal view on laparoscopic
rectal cancer surgery. Colorectal Dis. 2006;8(Suppl 3):30–2. 6. Detering R, Roodbeen SX, van Oostendorp SE, Dekker JT, Sietses C,
Bemelman WA, et al. Three-year nationwide experience with transanal
total mesorectal excision for rectal cancer in the Netherlands: a propen-
sity score-matched comparison with conventional laparoscopic total
mesorectal excision. J Am Coll Surg. 2019;228(3):235-44.e1. 6. Detering R, Roodbeen SX, van Oostendorp SE, Dekker JT, Sietses C,
Bemelman WA, et al. Emoto et al. surg case rep (2021) 7:122 Page 7 of 7 Page 7 of 7 i
g
24. Wasmuth HH, Faerden AE, Myklebust T, Pfeffer F, Norderval S, Riis R, et al.
Transanal total mesorectal excision for rectal cancer has been suspended
in Norway. Br J Surg. 2020;107(1):121–30. 23. Penna M, Hompes R, Arnold S, Wynn G, Austin R, Warusavitarne J, et al.
Transanal total mesorectal excision: international registry results of the
first 720 cases. Ann Surg. 2017;266(1):111–7.
24. Wasmuth HH, Faerden AE, Myklebust T, Pfeffer F, Norderval S, Riis R, et al.
Transanal total mesorectal excision for rectal cancer has been suspended
in Norway. Br J Surg. 2020;107(1):121–30.
25. Francis N, Penna M, Mackenzie H, Carter F, Hompes R. Consensus on
structured training curriculum for transanal total mesorectal excision
(TaTME). Surg Endosc. 2017;31(7):2711–9. 23. Penna M, Hompes R, Arnold S, Wynn G, Austin R, Warusavitarne J, et al.
Transanal total mesorectal excision: international registry results of the
first 720 cases. Ann Surg. 2017;266(1):111–7. 25. Francis N, Penna M, Mackenzie H, Carter F, Hompes R. Consensus on
structured training curriculum for transanal total mesorectal excision
(TaTME). Surg Endosc. 2017;31(7):2711–9. Author details
1 1 Department of Gastroenterological Surgery I, Hokkaido University Graduate
School of Medicine, Kita 15 Nishi 7, Kita‑ku, Sapporo, Hokkaido 060‑8638,
Japan. 2 Department of Surgical Pathology, Hokkaido University Hospital,
Kita 14 Nishi 5, Kita‑ku, Sapporo, Hokkaido 060‑8648, Japan. 3 Department
of Gastroenterology and Hepatology, Hokkaido University Faculty of Medicine
and Graduate School of Medicine, Kita 15 Nishi 7, Kita‑ku, Sapporo, Hokkaido
060‑8638, Japan. 20. Lacy AM, Adelsdorfer C. Totally transrectal endoscopic total mesorectal
excision (TME). Colorectal Dis. 2011;13(Suppl 7):43–6. 21. Veltcamp Helbach M, Koedam TWA, Knol JJ, Diederik A, Spaargaren GJ,
Bonjer HJ, et al. Residual mesorectum on postoperative magnetic reso-
nance imaging following transanal total mesorectal excision (TaTME) and
laparoscopic total mesorectal excision (LapTME) in rectal cancer. Surg
Endosc. 2019;33(1):94–102. Received: 19 March 2021 Accepted: 10 May 2021 Received: 19 March 2021 Accepted: 10 May 2021 22. Ma B, Gao P, Song Y, Zhang C, Zhang C, Wang L, et al. Transanal total
mesorectal excision (taTME) for rectal cancer: a systematic review and
meta-analysis of oncological and perioperative outcomes compared with
laparoscopic total mesorectal excision. BMC Cancer. 2016;16:380. Emoto et al. surg case rep (2021) 7:122 Emoto et al. surg case rep (2021) 7:122 Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in pub-
lished maps and institutional affiliations.
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Comparative Efficacy and Acceptability of Pharmaceutical Management for Adults With Post-Traumatic Stress Disorder: A Systematic Review and Meta-Analysis
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Frontiers in pharmacology
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cc-by
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Keywords: post-traumatic stress disorder, pharmacotherapy, selective serotonin reuptake inhibitors, efficacy,
core symptoms, all-cause discontinuation SYSTEMATIC REVIEW
published: 08 May 2020
doi: 10.3389/fphar.2020.00559 Edited by:
Tahir Mehmood Khan,
University of Veterinary and Animal
Sciences, Pakistan Edited by:
Tahir Mehmood Khan,
University of Veterinary and Animal
Sciences, Pakistan Zhen-Dong Huang †, Yi-Fan Zhao †, Shuang Li, Hui-Yun Gu, Lu-Lu Lin,
Zhi-Yan Yang, Yu-Ming Niu*, Chao Zhang* and Jie Luo* Reviewed by:
Kurt Neumann,
Independent Researcher,
Kere´ kteleki, Hungary
Mmamosheledi Elsie Mothibe,
Sefako Makgatho Health Sciences
University, South Africa Center for Evidence-Based Medicine and Clinical Research, Taihe Hospital, Hubei University of Medicine, Shiyan, China The current clinical guidelines on post-traumatic stress disorder (PTSD) recommend
selective serotonin reuptake inhibitors (SSRIs) and serotonin and norepinephrine reuptake
inhibitors (SNRIs) of drugs. However, there is uncertainty about the efficacy of other drugs
and selecting which treatments work best for which patients. This meta-analysis
evaluated efficacy and acceptability of pharmaceutical management for adults with
PTSD. Randomized-controlled trials, which reported active comparators and placebo-
controlled trials of pharmaceutical management for adults with PTSD, from the Ovid
Medline, EMBase, CENTRAL, PsycINFO, Ovid Health and Psychosocial Instruments, and
ISIWeb of Science, were searched until June 21, 2019. In terms of efficacy, all active drugs
demonstrated superior effect than placebo (SMD = −0.33; 95% CI, −0.43 to −0.23). The
medications were superior to placebo in reducing the symptom of re-experiencing,
avoidance, hyperarousal, depression, and anxiety. For acceptability, medicine
interventions for PTSD showed no increase in all-cause discontinuation compared with
placebo. Nevertheless, in terms of safety, medicine interventions indicated a higher risk of
adverse effect compared with placebo (RR = 1.47, 95% CI: 1.24 to 1.75). Compared with
placebo, the SSRIs and atypical antipsychotics drugs had significant efficacy whether in
patients with severe or extremely severe PTSD status. However, only atypical
antipsychotics (SMD = −0.29, 95% CI: −0.48 to −0.10) showed superior efficacy than
placebo in veterans. Medication management could be effective in intervention of PTSD,
which demonstrated a sufficient improvement in the core symptoms. This meta-analysis
supports the status of SSRIs and SNRIs as recommended pharmacotherapy. However,
patients with different clinical characteristics of PTSD should consider individualized
drug management. *Correspondence:
Jie Luo
taihehospital@yeah.net
Yu-Ming Niu
niuyuming@yeah.net
Chao Zhang
zhangchao0803@126.com
†These authors have contributed
equally to this work *Correspondence:
Jie Luo
taihehospital@yeah.net
Yu-Ming Niu
niuyuming@yeah.net
Chao Zhang
zhangchao0803@126.com
†These authors have contributed
equally to this work Specialty section:
This article was submitted to
Pharmaceutical Medicine
and Outcomes Research,
a section of the journal
Frontiers in Pharmacology
Received: 04 March 2020
Accepted: 14 April 2020
Published: 08 May 2020 Specialty section:
This article was submitted to
Pharmaceutical Medicine
and Outcomes Research,
a section of the journal
Frontiers in Pharmacology
Received: 04 March 2020
Accepted: 14 April 2020
Published: 08 May 2020
Citation:
Huang Z-D, Zhao Y-F, Li S, Gu H-Y,
Lin L-L, Yang Z-Y, Niu Y-M, Zhang C
and Luo J (2020) Comparative Efficacy
and Acceptability of Pharmaceutical
Management for Adults With Post-
Traumatic Stress Disorder:
A Systematic Review
and Meta-Analysis. Front. Pharmacol. 11:559. doi: 10.3389/fphar.2020.00559 Specialty section:
This article was submitted to
Pharmaceutical Medicine
and Outcomes Research,
a section of the journal
Frontiers in Pharmacology
Received: 04 March 2020
Accepted: 14 April 2020
Published: 08 May 2020 Specialty section:
This article was submitted to
Pharmaceutical Medicine
and Outcomes Research,
a section of the journal
Frontiers in Pharmacology
Received: 04 March 2020
Accepted: 14 April 2020
Published: 08 May 2020 Citation: Huang Z-D, Zhao Y-F, Li S, Gu H-Y,
Lin L-L, Yang Z-Y, Niu Y-M, Zhang C
and Luo J (2020) Comparative Efficacy
and Acceptability of Pharmaceutical
Management for Adults With Post-
Traumatic Stress Disorder:
A Systematic Review
and Meta-Analysis. Front. Pharmacol. 11:559. doi: 10.3389/fphar.2020.00559 May 2020 | Volume 11 | Article 559 1 Frontiers in Pharmacology | www.frontiersin.org Pharmaceutical Management for PTSD Pharmaceutical Management for PTSD Huang et al. INTRODUCTION Although there are a few studies that have provided the most
effective interventions for particular patients under specific
conditions, they do not address the awkward situation of
choosing an appropriate drug for different types of PTSD
patients (Association, 2017) in clinical practice. Considering
the uncertainty of existing evidence and the lack of
information on a particular type of trauma (e.g., the severity of
trauma), clinical guidelines have not yet provided a clear
intervention scheme for PTSD management. This meta-
analysis evaluated efficacy, acceptability, and safety of
pharmacological treatments while considering patients’ clinical
characteristics; it provides the latest evidence that can help make
decisions for pharmaceutical management of PTSD in adults. Post-traumatic stress disorder (PTSD) is a mental disorder that
can occur after a person has experienced a traumatic event, such
as physical abuse, sexual relationship violence, combat exposure,
witnessing death or serious injury (Association, 2013). In
Diagnostic and Statistical Manual of Mental Disorders (DSM)-
5, PTSD is characterized by intrusion, avoidance, hyperarousal,
and negative thinking in cognition and mental; all these
characteristics have a certain degree of impact on a patient’s
life, occupation, and interpersonal dysfunction (Association,
2013). Patients with lifetime PTSD have developed one
comorbid psychiatric disorder (Maher et al., 2006; Association,
2013; Rytwinski et al., 2013), such as depression, dissociation,
anxiety, and sleep disturbance. As of 2017, a survey (Koenen
et al., 2017) estimated the cross-national lifetime prevalence of
PTSD at 3.9% and about 5.6% of the population were exposed to
trauma events. In comparison, the National Comorbidity Survey
Replication (NCS-R) (Kessler et al., 2005) estimated the lifetime
prevalence of PTSD among American adults in 2005 (Office,
2012) at 6.8%. The costs of managing PTSD are substantial. In
2012 (Committee on the Assessment of Ongoing Efforts in the
Treatment of Posttraumatic Stress et al., 2014), the Department
of Defense (DOD) and Veterans Affairs (VA) spent about USD 3
billion and USD 294 million for PTSD treatments of veterans
and related service members, respectively. PTSD brings serious
health-related and economic burden for patients and society. METHODS Search Strategy and Selection Criteria
We used the guidelines from the Preferred Reporting Items for
Systematic Review and Meta-Analyses (PRISMA) statement
(Moher et al., 2009). All studies were obtained by searching the
Ovid Medline, EMBase, CENTRAL, PsycINFO, Ovid Health and
Psychosocial Instruments, and ISIWeb of Science for articles that
were published until June 21, 2019. Four reviewers (Z-DH, H-YG, Y-FZ, and SL) independently
assessed the abstracts and potentially eligible articles identified
during literature selection. Discrepancies were resolved in
discussions. If necessary, a final reviewer (CZ) was involved
when faced with a disagreement. Detailed search strategies are
shown in Supplemental Method 1. p
y
A meta-analysis (Bromis et al., 2018) of structural magnetic
resonance imaging (MRI) studies found that PTSD is associated
with a decreased volume of hippocampus and structural brain
abnormalities. Other reports (Geracioti et al., 2001; Milani et al.,
2017) have demonstrated that PTSD patients have a greater
central nervous system (CNS) noradrenergic activity under
baseline conditions. PTSD is characterized by a series of
neuroendocrine symptoms that may be responsive and
sensitive to medication. The efficacy of selective serotonin
reuptake inhibitor (SSRIs) was affirmed in previous meta-
analyses (Stein et al., 2006; Hoskins et al., 2015; Puetz et al.,
2015; Gu et al., 2016; Lee et al., 2016). At present, the American
Psychological Association (APA) guideline (Association, 2017)
suggests the use of fluoxetine, paroxetine, sertraline, and
venlafaxine. Although pharmacological treatments
(Association, 2017) are currently considered as an important
part of clinical guidelines of PTSD management, only sertraline
and paroxetine drugs are approved for PTSD by the Food and
Drug Administration (FDA) to date. There is insufficient
evidence to recommend for or against offering risperidone and
topiramate. Nevertheless, there is no recommended first-line
treatment drug for PTSD because of sufficient evidence from
comparative effectiveness studies in the APA guideline
(Association, 2017). More importantly, the APA guideline also
indicated future research must assess the effectiveness of
treatment for specific groups, such as gender differences, racial
or cultural groups, and persons exposed to a particular type and
severity of trauma (e.g., combat trauma, sexual assault, and
community violence). Inclusion and Exclusion Criteria Inclusion and Exclusion Criteria
Studies were included when they met the following criteria:
(1) Adults (≥18 years old) with a primary diagnosis of PTSD
according to diagnostic criteria (DSM-III, DSM-III-R, DSM-IV,
DSM-IV-TR, DSM-V, or ICD-10 (santé Omdl et al., 1992)
(2) Interventions: pharmacological treatments whether oral or
intravenous infusion for adults with PTSD, such as
monotherapy, adjunctive, or augmentation interventions;
(3) Comparisons: placebo or other active drugs; (4) Outcomes:
efficacy (change in PTSD total symptoms using clinician rating
scales or interview instruments (Association, 2018); reduction
rate of core symptoms, including re-experiencing, avoidance,
and hyperarousal; reduction rate of other symptoms, including
depression and anxiety) and acceptability (all-cause
discontinuation and discontinuation due to adverse effects). All-cause discontinuation was used as a measure for the
acceptability of treatments because it encompasses efficacy and
tolerability; (5) type of studies: randomized controlled
trials (RCTs). Studies were excluded for the following reasons: (1) The
presence of a schizophrenia, schizoaffective disorder or bipolar
disorder in particular cases participants with current depression
or anxiety were included provided that their sub-symptom was
secondary to PTSD; (2) Cognitive disorder or at immediate risk May 2020 | Volume 11 | Article 559 Frontiers in Pharmacology | www.frontiersin.org 2 Pharmaceutical Management for PTSD Huang et al. of suicide; (3) Prevention or prevention of relapse trials;
(4) Combination therapy with two or more drugs as main
intervention, or psychological treatment combined with
medication; (5) Data were not available or not convertible
from the original research; (6) Duplicate publication. therapeutic regimens (monotherapy and adjunctive drugs). We
also conducted stratified analyses to explore the special efficacy of
different drugs for patient ages (older adults, older than 60 years
and non-older adults), gender (male and female), races,
populations (veterans or civilians), and severity of trauma
based only on CAPS scores (severe and extreme PTSD
symptomatology); the outcome of changes in PTSD total
symptoms, which were based on a comparison of active drugs
with placebo, was used. Meta-regression analysis was performed
to explore the effects of modifiers on the efficacy of overall PTSD
symptoms. The analysis included mean age at onset, baseline
severity, publication year, and sponsorship. The trim-and-fill
method base on funnel plots (Duval and Tweedie, 2000) was
used to evaluate the possible publication bias of the efficacy of the
drug. Funnel plots were used only for at least 10 studies to ensure
adequate test performance (Higgins and Green, 2011). Frontiers in Pharmacology | www.frontiersin.org Inclusion and Exclusion Criteria All
statistical analyses were performed using R 3.5.2 software. Data Extraction and Quality Assessment
Information and data were extracted by four independent
authors (ZDH, HYG, FYZ, and ZYY); a final investigator (CZ)
proofread and handled any arguments. To reduce the
heterogeneity of research in a variety of clinical measurement
tools (Fervaha et al., 2015), we used clinician rating scales or
interview instruments (Association, 2018) to assess PTSD total
symptoms. We only used the clinically administered PTSD scale
(Association, 2013) to assess the severity of trauma (Weathers
et al., 2001), which is defined as few symptoms (0–19), mild
PTSD (20–39), moderate PTSD (40–59), severe PTSD
symptomatology (60–79), and extreme PTSD symptomatology
(≥80). Objective drugs that we study were added to an ongoing
pharmacotherapy regimen that is, adjunctive treatment. To
avoid over-optimistic estimates of the efficacy, data were
extracted from the intention to treat (ITT) sample whenever
possible (Gupta, 2011). We used the change values from the
baseline as much as possible in all the continuous outcomes. If
change values from the baseline were not mentioned, we used a
comparison of final measurements according to Cochrane
Handbook (Higgins and Green, 2011), which is a randomized
trial estimating the same baseline value in theory. We prioritized
the results of 8–12 weeks after drug treatment if a study reported
different stages of treatment outcomes to reduce the associated
heterogeneity impact. Two authors (ZDH and HYG)
independently assessed the risk of bias in accordance with the
Cochrane risk of bias tool (Higgins and Green, 2011). Study Characteristics Table 1 summarizes patient characteristics (i.e., author, sample,
age, gender, race, population, severity of trauma, type of trauma,
baseline score, diagnostic criteria, and drug dosage during
treatment). In total, there were 14 trials of all-male
populations, Three RCTs of drug treatment for all-female
patients, and the rest were of mixed gender population. Although the DSM-5 indicates four core symptoms for PTSD,
all of included studies only evaluated three core symptoms of
PTSD (i.e., re-experiencing, avoidance, and hyperarousal) and
other symptoms (depression and anxiety), therefore, these
chosen symptoms were investigated to select the best
pharmaceutical management regimens in this study. The
average age range of population in all trials was 20 to 60 years. A total of 31 trials involving 1,987 veterans (1,831 patients
combat-related PTSD) were included in PTSD pharmacological
treatments trials. The remaining trials were contained in the
population for civilians or mixed (civilians and veterans)
(Table 1). Among the 66 included studies (Davidson et al.,
1990; Kosten et al., 1991; Katz et al., 1994; van der Kolk et al.,
1994; Baker et al., 1995; Connor et al., 1999; Hertzberg et al.,
1999; Brady et al., 2000; Hertzberg et al., 2000; Butterfield et al.,
2001; Davidson et al., 2001; Marshall et al., 2001; Tucker et al.,
2001; Martenyi et al., 2002; Stein et al., 2002; Zohar et al., 2002;
Davidson et al., 2003; Hamner et al., 2003; Monnelly et al., 2003; Literature Identification Literature Identification
The Ovid Medline, Ovid EMBASE, CENTRAL, and Web of
Science were systematically searched until June 21, 2019. The
search resulted in 8,237 articles. After initial evaluation, 1,056
studies were removed for being duplicates, 7,017 for being
irrelevant (as determined by reading the title and abstracts),
and 66 studies for reasons determined by reading the full text. The final 66 studies, with 78 trials, were used in this study. Figure
1 shows the work flow for the selection of studies. Change in Total PTSD Symptoms Based on a
Clinician-Assessed Scale Compared with placebo, all active drugs (SMD, −0.33; 95% CI,
−0.43 to −0.23), different drug classifications like atypical
antipsychotics (SMD = −0.30, 95% CI: −0.46 to −0.13), SNRIs
(SMD = −0.29, 95% CI: −0.44 to −0.14), SSRIs (SMD = −0.33,
95% CI: −0.40 to −0.25), and TeCAs (SMD = −1.87, 95% CI:
−2.58 to −0.89) had significant efficacy in the change of clinician-
assessed scale (Supplemental Table 4). However, the following
specific drug branches presented more beneficial effects than
placebo (Supplemental Table 4): quetiapine (SMD = −0.49, 95%
CI: −0.93 to −0.04), risperidone (SMD = −0.23, 95% CI: −0.42 to
−0.03), fluoxetine (SMD = −0.27, 95% CI: −0.42 to −0.12),
hydroxyzine (SMD = −1.56, 95% CI: −2.11 to −1.02),
mirtazapine (SMD = −1.87, 95% CI: −2.85 to −0.89),
olanzapine (SMD = −0.66, 95% CI: −1.19 to −0.13), paroxetine
(SMD = −0.48, 95% CI: −0.60 to −0.36), sertraline (SMD = −0.22,
95% CI: −0.35 to −0.10), and venlafaxine (SMD = −0.29, 95% CI:
−0.44 to −0.14). Statistical Analysis We performed pooled risk ratios (RR) with 95% confidence
intervals (CI) using the Mantel-Haenszel statistical method for
dichotomous data. Continuous data (Hedges, 1981) were
analysed as the mean difference (MD) or standardized mean
difference (SMD) with 95% CI. The SMD was used when the
studies assessed the same outcome but different unit
measurements; otherwise, MD was employed. SD was obtained
from standard errors (SE) and CI for group means by
appropriate statistical methods based on Cochrane Handbook
(Higgins and Green, 2011). If studies only reported the median
and range of the samples or the first and third quartiles, we
estimated the sample mean and SD (Wan et al., 2014; Luo
et al., 2018). The I2 statistics (Higgins and Green, 2011) were used to assess
the heterogeneity of each analysis (Higgins and Green, 2011). When I2 < 40%, a fixed-effect model was used. If I2 ≥40, we
assumed that there was statistical heterogeneity, therefore the
pooled effect size was calculated by the random effects model. We
performed pooling analysis of different outcomes based on
placebo-controlled and active-comparators trials. Subgroup
analyses were based on different classifications of
pharmacological mechanisms and specific drug branches and May 2020 | Volume 11 | Article 559 3 Pharmaceutical Management for PTSD Huang et al. FIGURE 1 | Study selection. FIGURE 1 | Study selection. of the allocation concealment; and 29 studies with sufficient
information on the blinding of outcome assessment. of the allocation concealment; and 29 studies with sufficient
information on the blinding of outcome assessment. Symptoms of Re-Experiencing Compared with placebo, all active drugs (SMD = −0.32, 95% CI:
−0.41 to −0.23) and different drug classifications, such as atypical
antipsychotics (SMD = −0.37, 95% CI: −0.54 to −0.19), MAOI
(SMD = −1.07, 95% CI: −1.77 to −0.38), SNRIs (SMD = −0.20,
95% CI: −0.35 to −0.05), and SSRIs (SMD = −0.28, 95% CI: −0.36
to −0.20), significantly reduced the symptoms of re-experiencing Outcomes for Active Drug vs. Placebo Supplemental Table 4 shows the results of analysis of active
drugs and placebo for different classification of pharmacological
mechanisms and specific drug branches. Supplemental Table 5
shows the results of the stratification analysis. Overall, active
drugs could significantly reduce the PTSD total severity,
symptoms of re-experiencing, avoidance, hyperarousal,
depression, and anxiety relative to other active-comparators. Statistical Analysis Tucker et al., 2003; Davis et al., 2004; McRae et al., 2004; Reich
et al., 2004; Akuchekian et al., 2004; Bartzokis et al., 2005;
Davidson et al., 2006a; Davidson et al., 2006b; Neylan et al.,
2006; Padala et al., 2006; Spivak et al., 2006; Becker et al., 2007;
Davidson et al., 2007; Friedman et al., 2007; Lindley et al., 2007;
Marshall et al., 2007; Martenyi et al., 2007; Raskind et al., 2007;
Tucker et al., 2007; van der Kolk et al., 2007; Davis et al., 2008a;
Davis et al., 2008b; Rothbaum et al., 2008; Hamner et al., 2009;
Krystal et al., 2011; Mathew et al., 2011; Panahi et al., 2011; Yeh
et al., 2011; Carey et al., 2012; Raskind et al., 2013; Ahmadpanah
et al., 2014; Baniasadi et al., 2014; Batki et al., 2014; Naylor et al.,
2015; Back et al., 2016; Mahabir et al., 2016; Petrakis et al., 2016;
Ramaswamy et al., 2016; Villarreal et al., 2016; Dunlop et al.,
2017; Li et al., 2017; Ramaswamy et al., 2017; Rezaei Ardani et al.,
2017; Suris et al., 2017; Brunet et al., 2018; Hodgins et al., 2018;
Raskind et al., 2018), six (Kosten et al., 1991; Marshall et al., 2001;
Tucker et al., 2003; Davidson et al., 2006b; Martenyi et al., 2007;
Ahmadpanah et al., 2014) conducted three separate trial arms (a
comparison of two active drugs with placebo). Our research
included 78 published double-blind, parallel RCTs. This meta-
analysis involved 70 RCTs, which involved a comparison of 31
active drugs and placebo, and also extended to eight active-
comparators trials (Kosten et al., 1991; Marshall et al., 2001;
Tucker et al., 2003; McRae et al., 2004; Davidson et al., 2006b;
Spivak et al., 2006; Martenyi et al., 2007; Ahmadpanah et al.,
2014), comparing 12 active drugs, to explore the discovery of
differences among different drugs. According to the
pharmacological effects of drug classification of pharmacological
mechanisms and abbreviation, as shown in Supplemental
Table 1, 8,083 patients diagnosed with PTSD were randomly
assigned to active drug or placebo group and had at least one post
baseline evaluation in the analysis. Supplemental Table 2 shows
44 of 66 studies or 66% obtained funding support from
pharmaceutical companies. Quality Assessment The results of the quality assessment are shown in Supplemental
Table 3. The following studies were judged to have a low risk of
bias: 22 studies with sufficient information on the generation of
appropriate random sequences; 18 studies with a full description May 2020 | Volume 11 | Article 559 Frontiers in Pharmacology | www.frontiersin.org Gender
(Male)
Race
(White)
Population
Type of trauma
Diagnostic
criteria
Baseline score
Drug dose (mg/d)
During of
treatment
(week)
50 (74.63%)
NR
Mixed
Mixed
DSM-IV TR
(M.I.N.I.) 7 (0.35)
Prazosin 1–15 mg/d versus hydroxyzine
10–100
8
47 (71.21%)
NR
Mixed
Mixed
DSM-IV TR
(M.I.N.I.) 7 (0.28)
Prazosin 1–15 mg/d versus placebo
8
47 (70.15%)
NR
Mixed
Mixed
DSM-IV TR
(M.I.N.I.) 7 (0.45)
Hydroxyzine 10–100 mg/d versus placebo
8
67 (100%)
NR
Veterans
All combat-related
DSM-IV
CAPS: 49.81 (8.42)
Topiramate (50–500 mg/d) versus placebo
12
26 (96.3%)
8
Veterans
Military(combat5,
non-combat 9),
civilian-related events
13
DSM-IV
CAPS: 63.88
(22.65)
Fixed dose n-acetylcysteine 2400 versus
placebo
8
92 (80.75%)
NR
Mixed
Mixed
DSM-III-R
CAPS: 83.4 (17.95)
Brofaromine, titrated up to 150 mg versus
placebo
12
37 (100%)
NR
Veterans
All combat-related
DSM-IV-TR
PCL-M 55.94 (7.65)
Pregabalin 75–300 versus placebo
6
65 (100%)
44
veterans
All combat-related
DSM-IV
CAPS: 100.43
(13.96)
Risperidone 1 to 3 mg versus placebo
16
28 (93.3%)
16
Veterans
22 Combat-related
DSM-IV-TR
CAPS: 78.29
(16.55)
Topiramate (25–300) versus placebo
12
22 (79%)
8
Mixed
Mixed
DSM-IV
NR
Bupropion sr 100–300 mg/d versus
placebo
8
50 (26.74%)
158
Mixed
Mixed
DSM-III-R
CAPS: 75.86
(17.56)
Sertraline 133.3 (25–200) versus placebo
12
25 (41.7%)
42
Mixed
Mixed
DSM-IV-TR
CAPS: 73.56
(15.94)
0.67 mg/kg of conventional (short-acting)
propranolol, plus 1.0 mg/kg of long-acting
propranolol versus placebo
6
1 (6.67%)
8
Mixed
Mixed
DSM-IV
SI-PTSD 41.77
(9.43)
Olanzapine 5–20 mg/d versus placebo
10
11 (39%)
NR
Civilians
Civilians
DSM-IV
CAPS: 80.5 (13.64)
olanzapine 5–15 mg/d versus placebo
8
5 (9%)
50
Civilians
Mixed
DSM-III-R
DTS 76.55 (21.62)
Fluoxetine 10–60 mg/d or placebo
12
NR
NR
Veterans
All combat-related
DSM-III
IES 34.54 (7.59)
Amitriptyline 160.7 (50 to 300) or placebo
8
46 (22.12%)
174
Mixed
Mixed
DSM-III-R
CAPS: 73.69
(16.11)
Sertraline 146.3 (25–200) versus placebo
12
11 (42.3%)
NR
Mixed
Mixed
DSM-IV
SPRINT 22.84
(5.59)
Mirtazapine (15–45) versus placebo
8
NR
NR
Mixed
Mixed
DSM-IV
CAPS: 83.02
(15.24)
Venlafaxine er (37.5–300 mg/d) versus
sertraline (25–200 mg/d)
12
NR
NR
Mixed
Mixed
DSM-IV
CAPS: 82.8 (14.84)
Venlafaxine er (37.5–300 mg/d) versus
placebo
12
NR
NR
Mixed
Mixed
DSM-IV
CAPS: 81.8 (15.05)
Sertraline (25–200 mg/d) versus placebo
12
151 (45.9%)
NR
Mixed
Mixed
DSM-IV
CAPS: 81.97
(15.08)
Venlafaxine er (37.5–300 mg/d) versus
placebo
24
79 (34%)
NR
Mixed
Mixed
DSM-IV
CAPS: 82.55
(15.08)
Tiagabine (4–16) versus placebo
12
40 (97.6%)
22
Veterans
(40) and
Civilian(1)
Combat-related, 40
(97.5%)
DSM-IV
CAPS: 81.8 (18.77)
Sertraline (100–600) versus placebo
12
2 (98%)
NR
Veterans
78 Combat-related
DSM-IV
CAPS: 76.21 (17.3)
Divalproex 2309 (1,000–3,000) versus
placebo
8
(Continued) dy
Sample
(I/C)
Mean Age (SD)
Gender
(Male)
Race
(White)
Population
Type of trauma
Diagnostic
criteria
Baseline score
Drug dose (mg/d)
During of
treatment
(week)
real et al., 2016
42/38
52.95 (11.07)
75 (93.75%)
42
Veterans
All combat-related
DSM-IV
CAPS: 73.12
(14.24)
Quetiapine (25–800) versus placebo
12
et al., 2011
17/14
40.45 (11.71)
10 (32.26%)
NR
Civilians
Violence-related
DSM-IV
CAPS: 73.06
(18.65)
Topiramate102.94 (25–200) versus
placebo
12
ar et al., 2002
23/19
39.64 (7.56)
37 (88%)
NR
Veterans
32 combat-related
DSM-III-R
CAPS: 92.15 (12.5)
Sertraline 50–200 mg/d versus placebo
10
S, Clinician-Administered PTSD Scale; DSM-IV-TR, the Diagnostic and Statistical Manual of Mental Disorders; ED 4, Text Rev; DTS, Davidson Trauma Scale; IES-R, the Impact of Event Scale-Revised; M.I.N.I., the Mini-International
opsychiatric Interview; NR, not reported; PTSD, post-traumatic stress disorder; PCL-M, the Patient Checklist for PTSD-Military Version; SI-PTSD, Structured Interview for Post-traumatic Stress Disorder; SPRINT, Short Post Traumatic
s Disorder Rating Interview. (Supplemental Table 4). For specific drug branches,
amitriptyline (SMD = −0.75, 95% CI: −1.46 to −0.04),
quetiapine (SMD = −0.53, 95% CI: −0.98 to −0.09), risperidone
(SMD = −0.36, 95% CI: −0.56 to −0.15), fluoxetine (SMD =
−0.24, 95% CI: −0.41 to −0.08), paroxetine (SMD = −0.39, 95%
CI: −0.51 to −0.27), sertraline (SMD = −0.26, 95% CI: −0.47 to
−0.06), phenelzine (SMD = −1.07, 95% CI: −1.77 to −0.38), and
venlafaxine (SMD = −0.20, 95% CI: −0.35 to −0.05)
demonstrated greater efficacy than placebo (Supplemental
Table 4). Symptoms of Hyperarousal Compared with placebo, all active drugs (SMD = −0.34, 95% CI:
−0.34 to −0.22) and different drug classifications, such as atypical
antipsychotics (SMD = −0.37, 95% CI: −0.54 to −0.20), SNRIs
(SMD = −0.25, 95% CI: −0.40 to −0.10), and SSRIs (SMD =
−0.37, 95% CI: −0.49 to −0.25), significantly reduced the severity
of hyperarousal symptoms (Supplemental Table 4). For specific
drug branches, quetiapine (SMD = −0.55, 95% CI: −1.00 to
−0.10), fluoxetine (SMD = −0.27, 95% CI: −0.43 to −0.10),
paroxetine (SMD = −0.40, 95% CI: −0.52 to −0.27), sertraline
(SMD = −0.45, 95% CI: −0.75 to −0.16), and venlafaxine (SMD =
−0.25, 95% CI: −0.40 to −0.10), significantly reduced the severity
of hyperarousal (Supplemental Table 4). Symptoms of Avoidance Compared with placebo, all active drugs (SMD = −0.27, 95% CI:
−0.33 to −0.21) and different drug classifications, such as MAOIs
(SMD = −0.81, 95% CI: −1.49 to −0.14), SNRIs (SMD=−0.28,
95% CI: −0.43 to −0.13), and SSRIs (SMD = −0.34, 95% CI: −0.41
to −0.26), significantly reduced the symptoms of avoidance
(Supplemental Table 4). By contrast, in the specific drug
branches, amitriptyline (SMD = −0.90, 95% CI:−1.62 to −0.18),
phenelzine (SMD = −0.81, 95% CI: −1.49 to −0.14), venlafaxine
(SMD = −0.28, 95% CI:−0.43 to −0.13), fluoxetine (SMD = −0.20,
95% CI: −0.37 to −0.04), sertraline (SMD = −0.33, 95% CI: −0.46
to −0.20), and paroxetine (SMD = −0.42, 95% CI: −0.54 to −0.30)
were associated with generally greater improvement for relieving
avoidance symptoms (Supplemental Table 4). )
Gender
(Male)
Race
(White)
Population
Type of trauma
Diagnostic
criteria
Baseline score
Drug dose (mg/d)
During of
treatment
(week)
32 (91.43%)
25
Veterans
All combat-related
DSM-IV
CAPS: 85.14
(17.38)
Guanfacine (1–2 mg/d) versus placebo
8
0 (0%)
72
Mixed
Mixed
DSM-IV
CAPS: 76.17 (16)
Fixed dose 350 mg/d of gsk561679
versus placebo
6
135 (80%)
120
Veterans
120 Combat-related
DSM-III-R
CAPS: 72.93
(19.41)
Sertraline (25–200 mg/day) or placebo
12
NR
17
Veterans
All combat-related
DSM-IV
CAPS: 89.72
(18.31)
Risperidone 20–40 versus placebo
5
28 (96.55%)
26
Veterans
Combat (n = 28) and
sexual
assault (n = 1)
DSM-IV
CAPS: 77.1 (22.57)
Divalproex 1196 mg (500–1,500) versus
placebo
10
9 (64.29%)
4
Mixed
Mixed
DSM-IV
SI-PTSD 44.29
(6.3)
Lamotrigine 380 (25–500) versus placebo
12
12 (100%)
5
Veterans
All combat-related
DSM-IV
DTS 108.5 (20.09)
Fluoxetine 48 (10–60) versus placebo
12
0 (0%)
72
Civilians
NR
DSM-IV
CAPS: 74.37 (16.2)
gsk561679 versus placebo
6
34 (75.56%)
NR
Mixed
Mixed
DSM-III-R
CAPS: 81.78
(18.11)
Brofaromine 50–150 versus placebo
14
42 (100%)
39
Veterans
All combat-related
DSM III
IES 33.83 (16.12)
Imipramine 225 (50–300) versus
phenelzine 68 mg (15–75)
8
37 (100%)
31
Veterans
All combat-related
DSM III
IES 31.77 (14.21)
Imipramine 225 (50–300) versus placebo
8
41 (100%)
34
Veterans
all combat-related
DSM III
IES 34.96 (15.26)
phenelzine 68 mg (15–75)versus placebo
8
258 (96.6%)
117
Veterans
209 combat-related
events
DSM-IV
CAPS: 78.2 (14.82)
Risperidone (1–4) versus placebo
24
63 (87.5%)
0
Mixed
Mixed
DSM-IV
IES-R 64.35 (3.9)
Fixed dose sertraline 135 mg daily versus
placebo
12
40 (100%)
25
Veterans
all combat-related
NR
CAPS: 61.55
(17.93)
Topiramate (50–200) versus placebo
7
11 (26 83%)
NR
Mixed
Mixed
DSM IV
CAPS: 79 4 (20 13)
Fixed dose propranolol 1 mg/kg versus
1 (16.27)
placebo
70 (28.2%)
192
Mixed
Mixed
DSM-IV
CAPS: 77.22
(15.91)
Fixed dose 40 mg/d fluoxetine versus
placebo
12
92 (28.5%)
242
Mixed
Mixed
DSM-IV
CAPS: 78.57
(15.64)
Fixed dose 20 mg/d fluoxetine versus 40
mg/d fluoxetine
12
16 (41%)
14
Mixed
Mixed
DSM-IV
CAPS: 73 (13.7)
GR205171 (5 mg/day) with placebo
8
(Continued) Gender
(Male)
Race
(White)
Population
Type of trauma
Diagnostic
criteria
Baseline score
Drug dose (mg/d)
During of
treatment
(week)
32 (91.43%)
25
Veterans
All combat-related
DSM-IV
CAPS: 85.14
(17.38)
Guanfacine (1–2 mg/d) versus placebo
8
0 (0%)
72
Mixed
Mixed
DSM-IV
CAPS: 76.17 (16)
Fixed dose 350 mg/d of gsk561679
versus placebo
6
135 (80%)
120
Veterans
120 Combat-related
DSM-III-R
CAPS: 72.93
(19.41)
Sertraline (25–200 mg/day) or placebo
12
NR
17
Veterans
All combat-related
DSM-IV
CAPS: 89.72
(18.31)
Risperidone 20–40 versus placebo
5
28 (96.55%)
26
Veterans
Combat (n = 28) and
sexual
assault (n = 1)
DSM-IV
CAPS: 77.1 (22.57)
Divalproex 1196 mg (500–1,500) versus
placebo
10
9 (64.29%)
4
Mixed
Mixed
DSM-IV
SI-PTSD 44.29
(6.3)
Lamotrigine 380 (25–500) versus placebo
12
12 (100%)
5
Veterans
All combat-related
DSM-IV
DTS 108.5 (20.09)
Fluoxetine 48 (10–60) versus placebo
12
0 (0%)
72
Civilians
NR
DSM-IV
CAPS: 74.37 (16.2)
gsk561679 versus placebo
6
34 (75.56%)
NR
Mixed
Mixed
DSM-III-R
CAPS: 81.78
(18.11)
Brofaromine 50–150 versus placebo
14
42 (100%)
39
Veterans
All combat-related
DSM III
IES 33.83 (16.12)
Imipramine 225 (50–300) versus
phenelzine 68 mg (15–75)
8
37 (100%)
31
Veterans
All combat-related
DSM III
IES 31.77 (14.21)
Imipramine 225 (50–300) versus placebo
8
41 (100%)
34
Veterans
all combat-related
DSM III
IES 34.96 (15.26)
phenelzine 68 mg (15–75)versus placebo
8
258 (96.6%)
117
Veterans
209 combat-related
events
DSM-IV
CAPS: 78.2 (14.82)
Risperidone (1–4) versus placebo
24
63 (87.5%)
0
Mixed
Mixed
DSM-IV
IES-R 64.35 (3.9)
Fixed dose sertraline 135 mg daily versus
placebo
12
40 (100%)
25
Veterans
all combat-related
NR
CAPS: 61.55
(17.93)
Topiramate (50–200) versus placebo
7
11 (26.83%)
NR
Mixed
Mixed
DSM-IV
CAPS: 79.4 (20.13)
Fixed dose propranolol 1 mg/kg versus
placebo
1
119
(32.25%)
NR
Mixed
Mixed
DSM-IV
CAPS: 74.85
(15.98)
Fixed dose paroxetine (20 mg/d) versus
placebo
12
117 (31.8%)
NR
Mixed
Mixed
DSM-IV
CAPS: 74.35
(15.73)
Fixed dose paroxetine (40 mg/d) versus
placebo
12
112 (30.7%)
NR
Mixed
Mixed
DSM-IV
CAPS: 74.8 (15.84)
Fixed dose paroxetine (20 mg/d) versus
paroxetine (40 mg/d)
12
17 (32.7%)
NR
Civilians
Mixed
DSM-IV
CAPS: 83.53
(25.84)
Paroxetine 10–60 mg/d versus placebo
10
245 (81.4%)
273
Mixed
301 combat-related
DSM-IV
CAPS: 80.7 (15.53)
Fluoxetine 48 (10–60) versus placebo
12
72 (28.7%)
198
Mixed
Mixed
DSM-IV
CAPS: 77.71
(16.27)
Fixed dose 20 mg/d fluoxetine versus
placebo
12
70 (28.2%)
192
Mixed
Mixed
DSM-IV
CAPS: 77.22
(15.91)
Fixed dose 40 mg/d fluoxetine versus
placebo
12
92 (28.5%)
242
Mixed
Mixed
DSM-IV
CAPS: 78.57
(15.64)
Fixed dose 20 mg/d fluoxetine versus 40
mg/d fluoxetine
12
16 (41%)
14
Mixed
Mixed
DSM-IV
CAPS: 73 (13.7)
GR205171 (5 mg/day) with placebo
8
(Continued) (
%)
(
)
p
g (
)
p
258 (96.6%)
117
Veterans
209 combat-related
events
DSM-IV
CAPS: 78.2 (14.82)
Risperidone (1–4) versus placebo
24
63 (87.5%)
0
Mixed
Mixed
DSM-IV
IES-R 64.35 (3.9)
Fixed dose sertraline 135 mg daily versus
placebo
12
40 (100%)
25
Veterans
all combat-related
NR
CAPS: 61.55
(17.93)
Topiramate (50–200) versus placebo
7
11 (26.83%)
NR
Mixed
Mixed
DSM-IV
CAPS: 79.4 (20.13)
Fixed dose propranolol 1 mg/kg versus
placebo
1
119
(32.25%)
NR
Mixed
Mixed
DSM-IV
CAPS: 74.85
(15.98)
Fixed dose paroxetine (20 mg/d) versus
placebo
12
117 (31.8%)
NR
Mixed
Mixed
DSM-IV
CAPS: 74.35
(15.73)
Fixed dose paroxetine (40 mg/d) versus
placebo
12
112 (30.7%)
NR
Mixed
Mixed
DSM-IV
CAPS: 74.8 (15.84)
Fixed dose paroxetine (20 mg/d) versus
paroxetine (40 mg/d)
12
17 (32.7%)
NR
Civilians
Mixed
DSM-IV
CAPS: 83.53
(25.84)
Paroxetine 10–60 mg/d versus placebo
10
245 (81.4%)
273
Mixed
301 combat-related
DSM-IV
CAPS: 80.7 (15.53)
Fluoxetine 48 (10–60) versus placebo
12
72 (28.7%)
198
Mixed
Mixed
DSM-IV
CAPS: 77.71
(16.27)
Fixed dose 20 mg/d fluoxetine versus
placebo
12
70 (28.2%)
192
Mixed
Mixed
DSM-IV
CAPS: 77.22
(15.91)
Fixed dose 40 mg/d fluoxetine versus
placebo
12
92 (28.5%)
242
Mixed
Mixed
DSM-IV
CAPS: 78.57
(15.64)
Fixed dose 20 mg/d fluoxetine versus 40
mg/d fluoxetine
12
16 (41%)
14
Mixed
Mixed
DSM-IV
CAPS: 73 (13.7)
GR205171 (5 mg/day) with placebo
8
(Continued) 37 (100%)
31
Veterans
All combat-related
DSM III
IES 31.77 (14.21)
Imipramine 225 (50–300) versus placebo
8
41 (100%)
34
Veterans
all combat-related
DSM III
IES 34.96 (15.26)
phenelzine 68 mg (15–75)versus placebo
8
258 (96.6%)
117
Veterans
209 combat-related
events
DSM-IV
CAPS: 78.2 (14.82)
Risperidone (1–4) versus placebo
24
63 (87.5%)
0
Mixed
Mixed
DSM-IV
IES-R 64.35 (3.9)
Fixed dose sertraline 135 mg daily versus
placebo
12
40 (100%)
25
Veterans
all combat-related
NR
CAPS: 61.55
(17.93)
Topiramate (50–200) versus placebo
7
11 (26.83%)
NR
Mixed
Mixed
DSM-IV
CAPS: 79.4 (20.13)
Fixed dose propranolol 1 mg/kg versus
placebo
1
119
(32.25%)
NR
Mixed
Mixed
DSM-IV
CAPS: 74.85
(15.98)
Fixed dose paroxetine (20 mg/d) versus
placebo
12
117 (31.8%)
NR
Mixed
Mixed
DSM-IV
CAPS: 74.35
(15.73)
Fixed dose paroxetine (40 mg/d) versus
placebo
12
112 (30.7%)
NR
Mixed
Mixed
DSM-IV
CAPS: 74.8 (15.84)
Fixed dose paroxetine (20 mg/d) versus
paroxetine (40 mg/d)
12
17 (32.7%)
NR
Civilians
Mixed
DSM-IV
CAPS: 83.53
(25.84)
Paroxetine 10–60 mg/d versus placebo
10
245 (81.4%)
273
Mixed
301 combat-related
DSM-IV
CAPS: 80.7 (15.53)
Fluoxetine 48 (10–60) versus placebo
12
72 (28.7%)
198
Mixed
Mixed
DSM-IV
CAPS: 77.71
(16.27)
Fixed dose 20 mg/d fluoxetine versus
placebo
12
70 (28.2%)
192
Mixed
Mixed
DSM-IV
CAPS: 77.22
(15.91)
Fixed dose 40 mg/d fluoxetine versus
placebo
12
92 (28.5%)
242
Mixed
Mixed
DSM-IV
CAPS: 78.57
(15.64)
Fixed dose 20 mg/d fluoxetine versus 40
mg/d fluoxetine
12
16 (41%)
14
Mixed
Mixed
DSM-IV
CAPS: 73 (13.7)
GR205171 (5 mg/day) with placebo
8
(Continued) D)
Gender
(Male)
Race
(White)
Population
Type of trauma
Diagnostic
criteria
Baseline score
Drug dose (mg/d)
During of
treatment
(week)
6 (23%)
NR
Civilians
Mixed
DSM-IV
CAPS: 68.81
(13.53)
Nafazodone 463 (100–600) versus
sertraline 153 (50–200)
12
15 (100%)
NR
Veterans
All combat-related
DSM-IV
PCL-M 72.47
Risperidone 0.5–2 mg versus placebo
6
9 (64.29%)
7
Veterans
All combat-related
DSM-IV
CAPS: 86.45
(15.37)
Aripiprazole 5–20 versus placebo
10
NR
NR
Veterans
All combat-related
DSM-IV
CAPS: 68.34
(20.57)
Guanfacine 0.5–3 versus placebo
8
0 (0%)
14
Civilians
All related to sexual
assault and domestic
abuse
DSM-IV
CAPS: 79.89
Risperidone (1–6) versus placebo
12
70 (100%)
NR
Veterans
Male Iranian veterans
with combat-related
PTSD
DSM-IV-TR
IES-R 65.25 (4.45)
Sertraline 50–200 versus placebo
10
89 (92.71%)
78
Veterans
All combat-related
DSM-IV
CAPS: 73.78
(17.77)
Prazosin 14.5 (2–16) versus placebo
13
4 (13.33%)
NR
Civilians
Mostly related to
sexual or physical
assault
DSM-IV
CAPS: 77.65
(17.66)
Ziprasidone 40–160 versus placebo
9
57 (97%)
32
Veterans
All Combat-Related
DSM-IV
CAPS: 75.45
(12.98)
Vilazodone (10–40) versus placebo
12
2 (5%)
26
Veterans
all Combat-Related
DSM-IV
CAPS: 77 (19.87)
Prazosin 13 (2–15) versus placebo
8
57 (85.07%)
42
soldiers
(65) and
veterans (2)
All Combat-Related
DSM-IV
CAPS: 81.69
(22.72)
Prazosin 1–20 mg for men or 1–10 mg for
women versus placebo
15
297 (97.7%)
203
Veterans
All Combat-Related
DSM-IV
CAPS: 81.3 (16.3)
Prazosin (1–20 mg for men or 1–12 mg
for women) versus placebo
10
)
21 (100%)
18
Civilians
All childhood abuse
related
DSM-III-R
CAPS: 69.1 (12.54)
Risperidone (0.5–8) versus placebo
8
24 (100%)
NR
Veterans
All combat-related
DSM-IV-TR
PCL-M 49.5 (5.85)
Rivastigmin 3–6 mg/d versus placebo
12
4 (20%)
14
Civilians
Mixed
DSM-IV
CAPS: 57.76 (20.8)
Risperidone (0.5–3) versus placebo
8
15 (53.57%)
NR
Civilians
All motor vehicle
accident-related
DSM-IV
CAPS: 77.8 (16)
Fixed dose Reboxetine (8 mg/d) versus
fluvoxamine
(150 mg/d)
8
19 (100%)
NR
Veterans
All combat-related
DSM-IV
CAPS: 85.11
(19.03)
Olanzapine 15 (10–20) versus placebo
8
54 (100%)
36
Veterans
all combat-related
DSM-IV-TR
PCL 55.85 (10.88)
Dexamethasone 0.15 mg/kg versus
placebo
2
105 (34.2%)
222
Mixed
Mixed
DSM-IV
CAPS: 73.74 (16.7)
Paroxetine (20–50) versus placebo
12
13 (27.08%)
41
Mixed
Mixed
DSM-IV
CAPS: 87.6 (14.48)
Citalopram 20–50 versus sertraline 50–
200
10
10 (28.57%)
29
Mixed
Mixed
DSM-IV
CAPS: 91.91 (10.9)
Citalopram 20–50 versus placebo
10
7 (21.21%)
31
Mixed
Mixed
DSM-IV
CAPS: 87.03
(16.38)
Sertraline 50–200 versus placebo
10
8 (21.05)
34
Civilians
Mixed
DSM-IV
CAPS: 89.7 (13.64)
Topiramate (25–400) versus placebo
12
42 (65.63%)
NR
Mixed
Mixed
DSM-III-R
NR
Fluoxetine 20–60 mg or placebo
5
8 (13.6%)
39
Mixed
Mixed
DSM-IV
CAPS: 72.03 (13.2)
Fluoxetine 30 (10–60) versus placebo
8
(Continued) Pharmaceutical Management for PTSD Huang et al. Frontiers in Pharmacology | www.frontiersin.org Symptoms of Anxiety Compared with placebo, all active drugs (SMD = −0.23, 95% CI:
−0.33 to −0.14) and different drug classifications, such as atypical
antipsychotics (SMD = −0.32, 95% CI: −0.51 to −0.12), MAOI
(SMD = −0.67, 95% CI: −1.34 to −0.01), TCAs (SMD = −0.68,
95% CI: −1.16 to −0.21), and TeCAs (SMD = −0.89, 95% CI:
−1.74 to −0.04), significantly reduced the symptoms of anxiety
(Supplemental Table 4). For specific drug branches,
amitriptyline (SMD = −0.99, 95% CI:−1.72 to −0.26),
fluoxetine (SMD = −0.28, 95% CI: −0.44 to −0.12, I2 = 0%),
mirtazapine (SMD = −0.89, 95% CI: −1.74 to −0.04), and
phenelzine (SMD = −0.67, 95% CI: −1.34 to −0.01)
significantly reduced the symptoms of anxiety (Supplemental
Table 4). Symptoms of Depression Compared with placebo, depression symptoms were observed to
have been noticeably reduced by using all active drugs (SMD =
−0.28, 95% CI: −0.34 to −0.23) and different drug classifications,
such as alpha blockers (SMD = −0.54, 95% CI: −0.95 to −0.13),
atypical antipsychotics (SMD = −0.33, 95% CI: −0.51 to −0.15),
SNRIs (SMD = −0.21, 95% CI: −0.36 to −0.06), SSRIs (SMD =
−0.28, 95% CI: −0.41 to −0.16), and TeCAs (SMD = −0.91, 95%
CI: −1.76 to −0.05), in a depression-related rating scale
(Supplemental Table 4). For specific drug branches, prazosin
(SMD = −0.54, 95% CI: −0.95 to −0.13), amitriptyline (SMD =
−1.16, 95% CI: −1.90 to −0.41), olanzapine (SMD = −0.81, 95%
CI: −1.41 to −0.20), quetiapine (SMD = −0.63, 95% CI: −1.08 to
−0.18), mirtazapine (SMD = −0.91, 95% CI: −1.76 to −0.05),
vilazodone (SMD = −0.21, 95% CI: −0.36 to −0.06), fluoxetine
(SMD = −0.25, 95% CI: −0.40 to −0.10), and paroxetine (SMD = TABLE 1 | Continued May 2020 | Volume 11 | Article 559 8 Pharmaceutical Management for PTSD Huang et al. −0.49, 95% CI: −0.61 to −0.36) significantly relieved the
symptoms of depression (Supplemental Table 4). specific drug branches, which included only paroxetine (RR =
1.45, 95% CI: 1.02 to 2.07) and topiramate (RR = 2.61, 95% CI:
1.09 to 6.25), had significantly higher discontinuation rate due to
adverse effects than placebo (Supplemental Table 4). Outcomes for Active Drug vs. Active
Comparators We also synthesised active-comparators studies separately to
assess the differences between active drugs and active
comparators (Supplemental Table 5). The analysis showed
that sertraline relative to citalopram significantly reduces total
severity of PTSD based on a clinician-assessed scale (SMD =
0.65, 95% CI: 0.07 to 1.23) and avoidance symptoms (SMD =
0.93, 95% CI: 0.33 to 1.52). For symptoms of re-experiencing, the
different drug classifications, including MAOI vs. TCAs (SMD =
−0.64, 95% CI: −1.27 to −0.02), and specific drug branches,
including phenelzine vs imipramine (SMD = −0.64, 95% CI:
−1.27 to −0.02), had statistically significant differences. Stratified Analyses All-Cause Discontinuation Rate Gender A pooling analysis of studies involving all-male population
showed that all active drugs (SMD = −0.70, 95% CI: −1.24 to
−0.16), risperidone (SMD = −0.57, 95% CI: −1.06 to −0.08), and
topiramate (SMD = −1.14, 95% CI: −2.16 to −0.12) can
significantly reduce a clinician-assessed scale relative to placebo
in Figures 4 and 5. However, the results of the combined analysis
of female patients indicated that no drug has a better effect
than placebo. total score relative to placebo in Figure 3. Severity of Trauma Based on CAPS Scores Severity of Trauma Based on CAPS Score Compared with placebo, all different drug classifications and
specific drug branches, except for phenelzine (RR = 0.32, 95% CI:
0.12 to 0.80), did not show statistically significant differences in
the all-cause discontinuation rate (Supplemental Table 4). A stratified analysis of drug treatment in population with severe
PTSD symptomatology (CAPS score of 60 to 79) showed that
compared with placebo, all active drugs (MD = −4.93, 95% CI:
−7.27 to −2.59) and different drug classifications, such as atypical
antipsychotics (MD = −3.80, 95% CI: −7.01 to −0.58) and SSRIs
(MD = −7.98, 95% CI: −11.18 to −4.79), can significantly reduce
the severity of PTSD total symptoms in Figure 2. Compared with
placebo, in specific drug branches, fluoxetine (MD = −5.23, 95%
CI: −10.20 to −0.27), paroxetine (MD = −12.63, 95% CI: −15.78 Discontinuation Rate Due to Adverse Effects
In terms of discontinuation rate due to adverse effects, all active
drugs (RR = 1.47, 95% CI: 1.24 to 1.75), different drug
classifications like atypical antipsychotics (RR = 2.06, 95% CI:
1.10 to 3.84) and SSRIs (RR = 1.37, 95% CI: 1.08 to 1.74), and FIGURE 2 | Forest plot based on stratified analyses of severity of trauma based on CAPS scores of placebo-controlled comparisons. MAOIs, monoamine oxidase
inhibitors; NK1, neurokinin-1 receptor antagonist; SARIs, serotonin antagonist and reuptake inhibitors; SNRIs, serotonin and norepinephrine reuptake inhibitors;
SSRIs, selective serotonin reuptake inhibitors; NA, not applicable. FIGURE 2 | Forest plot based on stratified analyses of severity of trauma based on CAPS scores of placebo-controlled comparisons. MAOIs, monoamine oxidase
inhibitors; NK1, neurokinin-1 receptor antagonist; SARIs, serotonin antagonist and reuptake inhibitors; SNRIs, serotonin and norepinephrine reuptake inhibitors;
SSRIs, selective serotonin reuptake inhibitors; NA, not applicable. FIGURE 2 | Forest plot based on stratified analyses of severity of trauma based on CAPS scores of placebo-controlled comparisons. MAOIs, monoamine oxidase
inhibitors; NK1, neurokinin-1 receptor antagonist; SARIs, serotonin antagonist and reuptake inhibitors; SNRIs, serotonin and norepinephrine reuptake inhibitors;
SSRIs, selective serotonin reuptake inhibitors; NA, not applicable. FIGURE 2 | Forest plot based on stratified analyses of severity of trauma based on CAPS scores of placebo-controlled comparisons. MAOIs, monoamine oxidase
inhibitors; NK1, neurokinin-1 receptor antagonist; SARIs, serotonin antagonist and reuptake inhibitors; SNRIs, serotonin and norepinephrine reuptake inhibitors;
SSRIs, selective serotonin reuptake inhibitors; NA, not applicable. May 2020 | Volume 11 | Article 559 9 Frontiers in Pharmacology | www.frontiersin.org Huang et al. Severity of Trauma Based on CAPS Scores Pharmaceutical Management for PTSD FIGURE 3 | Forest plot based on stratified analyses of severity of trauma based on CAPS scores of placebo-controlled comparisons in specific drug branches. FIGURE 3 | Forest plot based on stratified analyses of severity of trauma based on CAPS scores of placebo-controlled comparisons in specific drug branches. to −9.48), and quetiapine (MD = −11.81, 95% CI: −22.18 to
−1.44) can significantly reduce the CAPS total score in patients
with severe PTSD symptomatology (Figure 3). For patients with
extreme PTSD symptomatology (CAPS ≥80), all active drugs (SMD
= −5.91, 95% CI: −7.79 to −4.03) and different drug classifications,
such as atypical antipsychotics (MD = −9.72, 95% CI: −15.55 to
−3.89), SNRI (MD = −8.10, 95% CI: −12.27 to −3.92), and SSRIs
(MD = −5.65, 95% CI: −8.58 to −2.72), can significantly reduce the
CAPS total score relative to placebo in Figure 2. In specific drug
branches, fluoxetine (MD = −7.80, 95% CI: −14.75 to −0.85),
olanzapine (MD = −17.49, 95% CI: −32.68 to −2.30), sertraline
(MD = −5.41, 95% CI: −8.70 to −2.11), and venlafaxine (MD =
−8.10, 95% CI: −12.27 to −3.92) can significantly reduce the CAPS
total score relative to placebo in Figure 3. clinician-assessed scale, as can be observed in Figure 4. In
specific drug branches, quetiapine (SMD = −0.49, 95% CI:
−0.93 to −0.04), risperidone (SMD = −0.22, 95% CI: −0.44 to
−0.01), and topiramate (SMD = −1.14, 95% CI: −2.16 to −0.12)
can significantly reduce the total PTSD severity based on a
clinician-assessed scale in Figure 4. For civilian PTSD patients,
compared with placebo, all active drugs (SMD = −0.27, 95% CI:
−0.47 to −0.07), olanzapine (SMD = −0.93, 95% CI: −1.71 to
−0.15), and fluoxetine (SMD = −0.91, 95% CI: −1.52 to −0.31)
had a significant efficacy in Figure 5. Therapeutic Regimens Compared active drugs with placebo, the monotherapy
demonstrated a significant reduction in CAPS scores (SMD =
−0.31, 95% CI: −0.41 to −0.21, I < sp > 2 = 63%), meanwhile, the
adjunctive therapy also indicated a positive effect on reducing
CAPS scores (SMD = −0.49, 95% CI: −0.92 to −0.06, I2 = 63%). Different Populations A pooling analysis of the different drug classifications compared
with placebo for veterans indicated that all active drugs (SMD =
−0.27, 95% CI: −0.44 to −0.10) and atypical antipsychotics (SMD
= −0.29, 95% CI: −0.48 to −0.10) can significantly reduce the May 2020 | Volume 11 | Article 559 Frontiers in Pharmacology | www.frontiersin.org 10 Pharmaceutical Management for PTSD Huang et al. FIGURE 4 | Forest plot based on stratified analyses of different populations and gender of placebo-controlled comparisons. TCAs, tricyclic antidepressants. FIGURE 4 | Forest plot based on stratified analyses of different populations and gender of placebo-controlled comparisons. TCAs, tricyclic antidepressants. based on stratified analyses of different populations and gender of placebo-controlled comparisons. TCAs, tricyclic antidepressants DISCUSSION Based on 78 RCTs from 66 studies, this study was the largest and
latest meta-analysis of pharmacological treatments for PTSD in
adults. We obtained a more comprehensive evidence for a
detailed search of published literature; from the recent meta-
analysis (Cipriani et al., 2018), this meta-analysis covered 15
additional studies. We investigated important results related to
changes in PTSD total symptoms, reduction rate of core and
other symptoms, all-cause discontinuation, discontinuation
due to adverse effects, which were chosen to estimate
pharmacological treatments efficacy and acceptability. Necessary considerations to this study were the extrapolation
of evidences based on specific treatment options for PTSD and
exploration of the applicability of key evidences for the different Age and Races We did not find any older populations (over 60 years of age)
involved in our study, and there is no evidence of a comparison
between older and non-older adults. For the races, only one study
was concerned on a single race. A stratification analysis based on
racially diverse populations has not been performed in
current studies. The results of the pooled analysis were not reversed by the trim-
and-fill method for the study of anticonvulsants and SSRIs. However, in terms of discontinuation rate due to adverse
effects for atypical antipsychotics compared with placebo, the
results of the pooled analysis were reversed (RR = 1.57, 95% CI:
0.86 to 2.87), suggesting that publication bias may affect the
robustness of the findings of atypical antipsychotics
(Supplemental Table 6). Meta-Regression For the change in overall PTSD symptoms, the meta-regression
results for patients’ age resulted in a significant coefficient
(coefficient = 0.02, P = 0.046), implying that treatments,
compared with placebo, in younger patients tend to be more
effective than in older patients. A meta-regression model of the
severity of trauma showed that active treatments, compared with
placebo, tend to be less effective in studies with more severe
patients (coefficient = 0.03, P = 0.75). Meanwhile, the meta-
regression of publication year (P = 0.26) and sponsorship (P =
0.68) indicated that it had not reached statistical difference. May 2020 | Volume 11 | Article 559 Frontiers in Pharmacology | www.frontiersin.org 11 Pharmaceutical Management for PTSD Huang et al. FIGURE 5 | Forest plot based on stratified analyses of different populations and gender of placebo-controlled comparisons in specific drug branch. FIGURE 5 | Forest plot based on stratified analyses of different populations and gender of placebo-controlled comparisons in specific drug branch. FIGURE 5 | Forest plot based on stratified analyses of different populations and gender of placebo-controlled comparisons especially for civilian-related trauma. For different doses, this
study found that the discontinuation rate due to adverse effects
of 40 mg/day offluoxetine is significantly higher than 20 mg/day of
fluoxetine; however, there was no significant difference in efficacy,
including reduction of various symptoms (Martenyi et al., 2007). By contrast, the use of different doses (20 mg/day vs. 40 mg/day) of
paroxetine did not show significant differences in efficacy and
acceptability (Marshall et al., 2001). Unfortunately, this study
found no evidence in the comparisons of different doses within
venlafaxine and sertraline. For the comparison between venlafaxine
and sertraline, there was also no significant difference, but no
evidence was found for pair-wise comparisons of other two drugs. individual patient levels and sub-symptoms, such as basic
characteristics of population, severity of trauma, special
population, different classifications of pharmacological
mechanisms, and specific drug branches. The APA and NICE guidelines (Association, 2017; Excellence
NIfHaC, 2018) indicate that fluoxetine, paroxetine, sertraline, and
venlafaxine should be recommended for PTSD drug therapy. The
results of our meta-analysis are consistent with this
recommendation and provide more reliable evidence for these
drugs. After conducting a stratification analysis and considering
fully the modification factors, we clearly defined the scope of
application for these four drugs. Frontiers in Pharmacology | www.frontiersin.org Meta-Regression Our study showed that
paroxetine can be used for severe PTSD symptom levels, whereas
sertraline and venlafaxine can be used for extremely severe PTSD
symptom levels. Meanwhile, fluoxetine can be used for the
treatment of severe or extremely severe PTSD symptoms, The APA guidelines also indicate that there is currently
insufficient evidence to confirm the efficacy of risperidone and
topiramate. However, the risperidone and topiramate showed a
significant effect when compared with placebo in our meta- May 2020 | Volume 11 | Article 559 Frontiers in Pharmacology | www.frontiersin.org 12 Pharmaceutical Management for PTSD Huang et al. analysis. This study demonstrated a potential tendency that
risperidone and topiramate could be considered in male patients
with PTSD, whereas topiramate is more suitable for male veterans
with PTSD. Risperidone was as an adjunctive drug in five of the six
studies on risperidone (Hamner et al., 2003; Reich et al., 2004;
Bartzokis et al., 2005; Padala et al., 2006; Rothbaum et al., 2008;
Krystal et al., 2011); only one study (Padala et al., 2006) involved a
monotherapy drug. It is common for PTSD patients to be
combined with other psychiatric disorders that rely on medicine
interventions. Therefore, we evaluated the effect of the
monotherapy and adjunctive drugs. The results in this study
suggested either monotherapy or adjunctive therapy could
decrease CAPS scores, which were basically expected. Our
subgroup analysis found that risperidone had a more significant
efficacy as a monotherapy drug than as an adjunctive drug. Of the
six studies on topiramate, only Akuchekian’s (Akuchekian et al.,
2004) from 2004 results indicated higher effect values; the other
studies found no significant statistical significance. The
heterogeneity of the pooling analysis of the efficacy of
topiramate may be attributed to the difference in results. The
maximum dose of 500 mg/day of titrated topiramate in
Akuchekian’s study (Akuchekian et al., 2004) was higher than
the 400 mg/day in other studies; the population in Akuchekian’s
study (Akuchekian et al., 2004) also had a comorbid psychotic
illness while having a high duration of illness (mean duration of 17
years). In the future, the study of topiramate must consider the
difference in drug efficacy caused by higher doses and
different populations. showing a significant advantage in reducing hyperarousal and re-
experiencing symptoms. For patients diagnosed with military-
related PTSD and had antidepressant-resistant symptoms,
risperidone did not significantly reduce the overall PTSD
symptoms. Meta-Regression Further researches are required to confirm or revise
this result. Prazosin, paroxetine, fluoxetine, and venlafaxine can
be considered a priority in reducing symptoms of depression
drug. Sertraline did not show a significant advantage in reducing
depression symptoms. Surprisingly, the pooling analysis of SSRIs
did not show an advantage in decreasing the symptoms of
anxiety. A further subgroup analysis showed that fluoxetine
significantly reduces the symptoms of anxiety. Compared with previous meta-analyses, we conducted a
specific stratified analysis of age, gender, patient type, and
severity of PTSD for the maximized extrapolation of evidence
based on the current guideline (Association, 2017). Unfortunately,
only one RCT (Li et al., 2017) recruited a population of a single
race (Asian). There was also no trial of PTSD for older adults (over
60 years of age) in these studies. Therefore, our conclusions may
only be suitable for non-older adults (18–60 years old). Additionally, the meta-regression analysis found that the efficacy
of a drug becomes less with increasing age. Relevant studies (Olff,
2017) showed that compared with men, the risk of suffering from
PTSD was twice or thrice higher for women, which may be related
to psychosocial and biological characteristics. Female patients
were only based on three RCTs that analysed GSK561679 and
risperidone. The results showed that there were currently no
effective drugs for female PTSD patients, which could be
attributed to the small sample size. Consequently, more studies
with a large sample are needed to verify this finding. The NICE guideline (Excellence NIfHaC, 2018) also pointed
out the potential role of atypical antipsychotics for the treatment of
PTSD. A study (Berger et al., 2007) showed that atypical
antipsychotics may be an alternative when PTSD does not
respond to SSRIs. Veterans with comorbidity of PTSD
(McCauley et al., 2012) are more difficult to treat than non-
veterans patients; they have higher suicide attempts and worse
treatment adherence (McCauley et al., 2012; Reisman, 2016). Therefore, compared with SSRIs, atypical antipsychotics may be
more considered for veterans as a special group. Our research
results showed that atypical antipsychotics are effective in the
treatment of PTSD total symptoms, especially for veterans. This
finding is different from the recent a meta-analysis (Hoskins et al.,
2015) of pharmaceutical PTSD. We found that quetiapine and
topiramate significantly reduce the severity of PTSD for veterans
compared with placebo in all active drugs. Moreover, olanzapine is
suitable for civilian trauma and extremely severe PTSD symptoms. Frontiers in Pharmacology | www.frontiersin.org Meta-Regression g
y
g
Although these recommended drugs based on a comparative
analysis of placebo-controlled trials showed significant
advantages over placebo in terms of efficacy, the effect size of
these drugs almost even did not reach the moderate effect (SMD
range of 0.5–0.8) according to Cohen’s criteria (Cohen, 2013). On the contrary, those drugs (e.g., hydroxyzine, mirtazapine, and
phenelzine) that achieved large effect values were derived from
small sample studies. Most studies compare active drugs with
placebo. We also focused on active-comparators studies to
explore the differences among drugs; unfortunately, the
information obtained was quite small. This finding is
consistent with the conclusion of a previous meta-analysis
(Cipriani et al., 2018). Phenelzine is the only drug that was
found to be significantly better than the placebo in terms of all-
cause discontinuation rate. The effect value of the all-cause
discontinuation for another drug group after subgroup analysis
was around 1. Compared with placebo, atypical antipsychotics
and SSRIs had significantly higher discontinuation due to
adverse effects. The discontinuation due to adverse drug
reactions was significantly higher than that of placebo by
approximately 1.47 times. Specifically, when using paroxetine
and topiramate clinically, the adverse reactions were significantly
higher than placebo. We found that the discontinuation due to
adverse effects was attributed to CNS, including impaired
cognition, paraesthesia, headache, dizziness or light-
headedness, sedation, and sexual dysfunction, by analysing the Our study demonstrated that paroxetine, sertraline,
venlafaxine, and fluoxetine can also be used as the first choice
of treatment for the three main core symptoms. A pooling
analysis of atypical antipsychotics drugs involved a moderate
heterogeneity (40%) for avoidance symptoms, and subgroup
analysis showed heterogeneity in two studies (Butterfield et al.,
2001; Carey et al., 2012) of olanzapine; excluding these latter two
studies, atypical antipsychotics drugs did not show significant
efficacy. Risperidone can also reduce re-experiencing symptoms
and achieve significant efficacy. Of the studies on risperidone,
only Krystal’s study (Krystal et al., 2011) used a large sample, May 2020 | Volume 11 | Article 559 Frontiers in Pharmacology | www.frontiersin.org 13 Pharmaceutical Management for PTSD Huang et al. controlled trials rather than on active-comparators trials,
making it difficult to obtain direct evidence of benefit. After
the subgroup analysis to eliminate clinical heterogeneity as much
as possible was strictly implemented, we used I2 to select fixed or
random effect models based on the Cochrane’s Handbook
(Higgins and Green, 2011) for deal with statistical
heterogeneity. Meta-Regression It is worth noting that the uncertain pooled
results of small sample studies, such as phenelzine, may affect
our estimation of the true effect size no matter which effect model
is implemented (Borenstein et al., 2010; Riley et al., 2011). We
look forward to more large samples and high-quality studies to
confirm our findings in the future. Second, up to two thirds of the
research included in the original study was supported by funds
from pharmaceutical companies, which may have some impact
on our conclusions. Third, most RCTs included in our analysis
did not report adequate information on random sequence
generation and allocation concealment. The insufficient
description of study design may lead to bias in the results. original study on topiramate. The main cause of adverse
reactions during a headache was the reason for discontinuation
of paroxetine. Higher discontinuation due to adverse effects was
observed in sertraline compared with placebo but was
not significant. A network meta-analysis that compares multiple treatments
is clinically more useful than that an analysis using pairwise
comparisons alone because, in the right circumstances, the
former enables competing interventions to be ranked (Cipriani
et al., 2013). However, considering the small amount of available
data, the results of a published network meta-analysis (Cipriani
et al., 2018) of pharmacotherapy for PTSD in 2018 are probably
not robust enough to suggest that it is the best option as a drug of
choice. Most importantly, this network meta-analysis did not
consider modifiers for effect of results at the individual patient
level (e.g., age, sex, severity of symptoms, special population, or
type of trauma). Cipriani’s study (Cipriani et al., 2018) showed
that phenelzine has a huge advantage compared with other drugs
based on the indirect comparisons of active-comparators
experiments. However, the efficacy of phenelzine was only
derived from one small RCT (Kosten et al., 1991) with 60
participants in 1991. Therefore, the accuracy of phenelzine
requires more research to confirm. Pharmacological interventions can be effective in PTSD,
which may reduce its core symptoms (re-experiencing,
avoidance, and hyperarousal) and thus should be considered in
improving the symptoms of PTSD. This systematic review, meta-
analysis supports the use of SSRIs, SNRIs, and atypical
antipsychotics as pharmacological interventions for overall
symptoms of PTSD and three core symptoms, except for
atypical antipsychotics for the improvement of avoidance
symptoms. Different drugs should be selected for the treatment
of patients with varying clinical features of PTSD. Meta-Regression The atypical
antipsychotics should be prioritized rather than SSRIs for
veterans and males. SSRIs, SNRIs, and atypical antipsychotics
are the medication of choice for patients with severe or extremely
severe PTSD symptoms. There is insufficient evidence for drug
selection for PTSD treatment in civilians and females patients. Based on current guidelines and evidence, we can make the
following recommendations for clinicians and future research. The core symptoms of PTSD should be treated preferentially
(Excellence NIfHaC, 2018) because the symptoms of
comorbidity usually improve with the success of treatment of
PTSD. However, comorbidity symptoms must be treated first if
they seriously impact a patient’s life or are sufficient to make the
treatment of PTSD difficult. An example is the comorbidity of
suicide and depression of veterans (Reisman, 2016). The
evidence for the drugs recommended in the current guidelines
(Association, 2017; Excellence NIfHaC, 2018) has been updated
in our study, but the efficacy of these drugs is still quite small
(around 0.3). These drugs may be more suitable to relieve certain
emergency symptoms in cases where psychotherapy does not
yield rapid efficacy. The clinician should consider fully the
individual factors for the choice of drugs rather than fixed use
of a drug to treat, such as the severity of symptom, different
populations, or some critical sub-symptoms. Clinicians may use
our results to find a preliminary drug selection strategy and
should consider a patient’s own preferences (A. McHugh et al.,
2013; Zoellner et al., 2019). Especially for veterans, common
drugs may not be suitable for patients who are resistant to
common psychotropic substances, such as SSRIs. Atypical
antipsychotics can be used as a strategy for clinical application
(Berger et al., 2007). In the future, making great progress in
pharmacological treatments of PTSD may need to be researched
for some special drugs that have strong effect values from small
sample studies. Future research should continue to conduct
rigorous stratification analysis for different populations or
baseline symptoms to determine individual differences among
drugs. Differences in efficacy due to dose variances are worthy of
further investigation in the same drug. Our research has some
limitations. First, most studies have focused on placebo- The magnitude of pharmacological interventions for PTSD is
small and evidence regarding the efficacy for PTSD is inadequate,
thereby highlighting the need for more research in this area to
confirm the use of pharmacological treatments for this disorder. Meta-Regression Despite these objective limitations, our findings represented the
best currently available evidence to guide the initial choice of
pharmacological treatments of PTSD in adults and inform future
guidelines in deciding what drugs to use to treat PTSD. AUTHOR CONTRIBUTIONS Substantial contributions to conception and design or analysis and
interpretation of data: Z-DH, JL, Y-FZ, SL, H-YG, L-LL, Z-YY, Y-
MN, and CZ. Substantial contributions to drafting the article or
revising it critically for important intellectual content: Z-DH, JL,
and Y-FZ. Final approval of the version to be published: Z-DH, JL,
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update. Eur. J. Psychotraumatol. 8(sup4), 1351204. doi: 10.1080/
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jts.21814 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. santé Omdl, Organization WH, Staff W and WHO (1992). The ICD-10
Classification of Mental and Behavioural Disorders: Clinical Descriptions
and Diagnostic Guidelines. World Health Organization. Copyright © 2020 Huang, Zhao, Li, Gu, Lin, Yang, Niu, Zhang and Luo. 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. Spivak, B., Strous, R. D., Shaked, G., Shabash, E., Kotler, M., and Weizman, A. (2006). Reboxetine versus fluvoxamine in the treatment of motor vehicle
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01.jcp.0000203195.65710.f0 May 2020 | Volume 11 | Article 559 Frontiers in Pharmacology | www.frontiersin.org
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RESUMO 4 Enfermeira, Doutora em Enfermagem. Professor Associado da Universidade
Federal de Santa Catarina. Florianópolis,
SC, Brasil. E-mail: luciamante@gmail.com. 5 Enfermeira, Mestre em Enfermagem. Discente do Programa de Pós-Graduação
em Enfermagem, nível Doutorado, da
Universidade Federal de Santa Catarina. Professor Substituto da Universidade
Federal de Santa Catarina. Florianópolis,
SC, Brasil. E-mail: darla.fernandez@ufsc.br. 6 Enfermeira, Doutora em Enfermagem. Professor Adjunto da Universidade Federal
de Santa Catarina. Florianópolis, SC, Brasil. E-mail: fabiane.sebold@ufsc.br. Descritores: Hemodinâmica; Assistência Perioperatória; Enfermagem
Baseada em Evidências. Recebido: 18/07/2015. Aceito: 30/06/2016. Publicado: 21/12/2016. Publicado: 21/12/2016. Como citar esse artigo:
Soares V, Girondi JBR, Hammerschmidt
KSA, Amante LN, Fernandez DLR, Sebold LF. Nível de evidência das tecnologias de
cuidado de enfermagem na angioplastia de
membros inferiores. Rev. Eletr. Enf. [Internet]. 2016 [acesso em:
__/__/__];18:e1187. Disponível em:
http://dx.doi.org/10.5216/ree.v18.36793. Artigo de Revisão Nível de evidência das tecnologias de cuidado de enfermagem na angioplastia de
membros inferiores Viviane Soares1, Juliana Balbinot Reis Girondi2, Karina Silveira de Almeida Hammerschmidt3,
Lúcia Nazareth Amante4, Darla Lusia Ropelato Fernandez5, Luciara Fabiane Sebold6 Viviane Soares1, Juliana Balbinot Reis Girondi2, Karina Silveira de Almeida Hammerschmidt3,
Lúcia Nazareth Amante4, Darla Lusia Ropelato Fernandez5, Luciara Fabiane Sebold6 1 Enfermeira, Mestre em Enfermagem. Florianópolis, SC, Brasil. E-mail:
vivi_zimba@hotmail.com. 2 Enfermeira, Doutora em Enfermagem. Professor Titular da Universidade Federal
de Santa Catarina. Florianópolis, SC, Brasil. E-mail: juliana.balbinot@ufsc.br. 3 Enfermeira, Doutora em Enfermagem. Professor Adjunto da Universidade Federal
de Santa Catarina. Florianópolis, SC, Brasil. E-mail: karina.h@ufsc.br. 4 Enfermeira, Doutora em Enfermagem. Professor Associado da Universidade
Federal de Santa Catarina. Florianópolis,
SC, Brasil. E-mail: luciamante@gmail.com. 5 Enfermeira, Mestre em Enfermagem. Discente do Programa de Pós-Graduação
em Enfermagem, nível Doutorado, da
Universidade Federal de Santa Catarina. Professor Substituto da Universidade
Federal de Santa Catarina. Florianópolis,
SC, Brasil. E-mail: darla.fernandez@ufsc.br. 6 Enfermeira, Doutora em Enfermagem. Professor Adjunto da Universidade Federal
de Santa Catarina. Florianópolis, SC, Brasil. E-mail: fabiane.sebold@ufsc.br. RESUMO
Objetivou-se descrever as produções científicas sobre tecnologias de
cuidado de enfermagem ao paciente adulto submetido à angioplastia
de membros inferiores. Revisão Sistemática da Literatura com busca
nas bases de dados eletrônicas: LILACS, PUBMED, Web of Science,
SciELO, além de Google Acadêmico. Foram analisados e classificados
12 artigos conforme os níveis de evidência. Todos os estudos
qualitativos foram classificados com baixo grau de recomendação e
dos estudos quantitativos apenas um apresentou alto grau de
recomendação. A pesquisa apresentou estudos com o mais baixo nível
de evidência científica, além da escassez de pesquisas e o frágil
embasamento científico no qual os cuidados perioperatórios de
enfermagem ao paciente submetido à angioplastia de membros
inferiores vêm sendo desenvolvidos. Por conseguinte, há falta de
informações e formação deficiente culminando no despreparo para
atender os pacientes, compreender e liderar esse serviço de alta
complexidade consoante aos princípios de segurança do paciente. Descritores: Hemodinâmica; Assistência Perioperatória; Enfermagem
Baseada em Evidências. INTRODUÇÃO No setor de hemodinâmica são realizados procedimentos
terapêuticos do aparelho circulatório servindo aos propósitos de
especialidades médicas como cirurgia vascular, cardiologia e
gastroenterologia. Nesse serviço é comum o tratamento de doenças Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1187. Disponível em: http://dx.doi.org/10.5216/ree.v18.36793. Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1187. Disponível em: http://dx.doi.org/10.5216/ree.v18.367 2 Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. vasculares periféricas, afecções caracterizadas pela redução do fluxo sanguíneo proveniente de obstrução
por placas ateroscleróticas, trombos, êmbolos, válvulas venosas incompetentes ou por redução na ação de
bombeamento dos músculos circunvizinhos(1). Doenças vasculares são tratadas especialmente por procedimento de angioplastia transluminal
percutânea, que possui algumas vantagens sobre a cirurgia convencional, quais sejam: tempo de internação
reduzido, menor risco de complicações, dor de pequena intensidade e menor custo(2). Estudos têm
evidenciado eficácia no tratamento e vantagens para a recuperação dos pacientes submetidos e esse tipo de
procedimento(3). A isquemia crítica, por exemplo, é uma doença vascular que pode levar à amputação de membros
inferiores e é importante causa de mortalidade(4-5). Nesses casos, um número crescente de centros está
adotando primeiramente o tratamento por abordagem endovascular, por angioplastia, obtendo sucesso
significativo, como o estudo realizado pela Universidade da Califórnia no Davis Medical Center, que analisou
pacientes que se submeteram a procedimentos endovasculares para tratamento de isquemia crítica, entre
2006 e 2012 e obteve taxas favoráveis de salvamento do membro afetado(6). O setor de hemodinâmica é considerado serviço de alta complexidade e requer uma equipe de
enfermagem atuante, capacitada, competente, eficiente, ágil e atualizada. Além de atividades assistenciais,
o enfermeiro no serviço de hemodinâmica desenvolve funções de liderança, gerenciamento de materiais e
de pessoal, o que exige agilidade e tomada de decisões rápidas. Em meio a esse processo, compete ao
enfermeiro o dimensionamento de pessoal, supervisão e treinamento da equipe, controle dos materiais
médico-hospitalares utilizados em cada procedimento, bem como o conhecimento de condutas em relação
ao reprocessamento dos materiais utilizados(7). Em meio à alta tecnologia que envolve o procedimento de angioplastia, a enfermagem deve se fazer
valer de instrumentos metodológicos para embasar a assistência prestada. Para tanto, o cuidado de
enfermagem baseado em evidências científicas relevantes, propicia eficácia e segurança, já que é obtido por
meio de estudos e pesquisas em bases de dados confiáveis(8). Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. INTRODUÇÃO A identificação destas tecnologias de cuidado embasadas em evidências científicas se faz necessária
para implementação de cuidados de enfermagem condizentes com as necessidades da população. As
doenças cardiovasculares são um tema amplamente debatido atualmente devido ao aumento das taxas de
morbidade e mortalidade e pelo fato de serem doenças evitáveis e tratáveis. Além disso, são foco de políticas
públicas específicas no território brasileiro, como a Política Nacional de Atenção Cardiovascular de Alta
Complexidade e outras relacionadas à prevenção destas como, a Política Nacional de Promoção da Saúde,
Política Nacional de Atenção Básica, Política Nacional de Atenção Integral à Hipertensão Arterial Sistêmica e
ao Diabetes Mellitus. Consoante, as tecnologias de cuidados devem estar articuladas a esta rede de cuidados
para que os portadores de doenças cardiovasculares possam ser melhor assistidos, tendo garantia de acesso,
cobertura e atendimento em uma rede de cuidados organizada em todos os níveis de atenção à saúde. Nesse contexto, cabe averiguar quais níveis de evidência têm embasado as tecnologias de cuidados Nesse contexto, cabe averiguar quais níveis de evidência têm embasado as tecnologia Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. 3 empregadas pela enfermagem a pacientes submetidos à angioplastia de membros inferiores, no período
perioperatório. A necessidade de investigação sobre esse nível de atenção, especificamente, se faz
necessária uma vez que estes cuidados ainda são baseados na experiência clínica e empírica dos profissionais
que prestam assistência a este tipo de paciente. Estes cuidados poucas vezes são baseados em evidências
científicas e foi justamente esta lacuna que motivou a buscar argumentos científicos que justifiquem os
cuidados prestados com foco neste procedimento. Assim, os objetivos do presente estudo foram: descrever as produções científicas disponíveis na
literatura que englobem as tecnologias de cuidado de enfermagem ao paciente adulto submetido à
angioplastia de membros inferiores. Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. MÉTODO Trata-se de uma Revisão Sistemática de Literatura de natureza descritiva(9). Previamente a este estudo
se verificou a existência de Revisões Sistemáticas sobre o tema proposto na Biblioteca Cochrane (The
Cochrane Database of Systematic Reviews), mas não foram encontradas revisões nesta área. A pergunta de pesquisa que originou esta Revisão foi: “Quais são as produções científicas existentes
sobre as tecnologias de cuidado de Enfermagem ao paciente submetido à angioplastia de membros
inferiores”? A busca dos estudos primários foi realizada nas bases de dados, PubMed/MEDLINE (Public MEDLINE),
Web of Science, Scientific Eletronic Library Online (SciELO) e Literatura Latino-Americana e do Caribe em
Ciências da Saúde (LILACS). Além das bases pesquisou-se no Google Acadêmico®. Para cada base de dados foi estabelecida uma estratégia de busca baseando-se na pergunta de
pesquisa, conforme Quadro 1. Para a composição da estratégia de busca, utilizou-se os termos do MeSH
(Medical Subject Headings Terms), que foram aplicados na busca PUBMED/MEDLINE. Para a LILACS
empregou-se o DECs (descritores em ciências da saúde). Utilizou-se também os operadores booleanos
(delimitadores) representados pelos termos AND, OR e NOT. As palavras-chave foram pesquisadas em
português e inglês. O período da busca foi de agosto de 2014 a maio de 2016, por dois autores de forma
independente. Os critérios de inclusão foram estudos: a) quantitativos, qualitativos ou quali-quantitativos que
apresentassem em seu título ou no resumo a temática relacionada às tecnologias de cuidado de enfermagem
no período perioperatório de angioplastia de membros inferiores; b) com seres humanos na faixa etária
maior ou igual a 18 anos, submetidos à angioplastia de membros inferiores; c) disponíveis nas línguas inglesa,
portuguesa ou espanhola. Os estudos incluídos não tiveram como filtro o ano de publicação, visto que é uma
revisão sistemática e o tema ainda pouco estudado na área da Enfermagem. Foram critérios de exclusão: normas técnicas, manuais, leis, resoluções, editoriais, cartas, comentários,
resumo de anais e publicações duplicadas. Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. 4 Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. ,
,
,
,
,
Quadro 1: Estratégias de busca por bases de dados. Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. Fluxo de Seleção dos Estudos na Revisão
Si t
áti Figura 1: Fluxograma de seleção de estudos, de acordo com os critérios pré-estabelecidos. Fluxo de Seleção dos Estudos na Revisão
Sistemática
Referências excluídas
(n=3.492)
Referências completas
analisadas (n= 12)
Referências completas
excluídas da análise (n= 28)
Referências
selecionadas (n=42)
Estudos identificados
através de busca nas
bases eletrônicas
(n=2.752)
Referências
identificadas por busca
em outras fontes
(n=1072)
Referências após remoção dos estudos
duplicados (n=3.571)
Identificação
Seleção
Elegibilidade
Inclusão
Estudos
incluídos na
síntese
qualitativa
(n=06)
Estudos
incluídos na
síntese
quantitativa
(n=05)
Estudos
incluídos na
síntese quali-
quanti
(n=01) Referências
identificadas por busca
em outras fontes
(n=1072) Estudos identificados
através de busca nas
bases eletrônicas
(n=2.752) Referências após remoção dos estudos
duplicados (n=3.571) Seleção Referências
selecionadas (n=42) Referências excluídas
(n=3.492) Elegibilidade Referências completas
excluídas da análise (n= 28) Referências completas
analisadas (n= 12) Estudos
incluídos na
síntese quali-
quanti
(n=01) Estudos
incluídos na
síntese
qualitativa
(n=06) Estudos
incluídos na
síntese
quantitativa
(n=05) Figura 1: Fluxograma de seleção de estudos, de acordo com os critérios pré-estabelecidos. Para a extração dos dados foi elaborada uma tabela com as características dos estudos incluídos, que
permitiu a comparabilidade das variáveis destes, o país/ano e origem de publicação, o objetivo e os métodos
empregados. Os resultados foram apresentados na forma descritiva, sendo os estudos classificados de
acordo com o nível de evidência(11). MÉTODO Base de
Dados
Estratégia de busca
PUBMED
("angioplasty"[MeSH Terms] OR "angioplasty"[All Fields] OR "Endovascular treatment"[All Fields] OR "endovascular
procedures"[MeSH Terms] OR "endovascular procedures"[All Fields] OR "endovascular procedure"[All Fields) AND
("nursing"[Subheading] OR "nursing"[Title/Abstract] OR "nursing"[MeSH Terms] OR "nursing care"[All Fields] OR
"nursing care"[MeSH Terms] OR "nurses"[MeSH Terms] OR "nurses"[All Fields] OR "nurse"[All Fields]) AND
(English[lang] OR Portuguese[lang] OR Spanish[lang])
Web of
Science
Tópico: (angioplast* OR Endovascular treatment OR endovascular procedure*) AND Tópico: (nursing OR nursing
care OR nurse OR nurses)
SciELO
(angioplast$ OR endovascular$ OR "tratamento endovascular" OR "tratamentos endovasculares" OR
"procedimento endovascular" OR"procedimentos endovasculares" OR "Endovascular treatment" OR "endovascular
procedures" OR "endovascular procedure") AND (nursing OR enfermagem OR enfermeir$ OR nurse$)
LILACS
(mh:("Angioplastia" OR "Procedimentos Endovasculares") OR tw:("Angioplastia" OR "Procedimentos
Endovasculares" OR "Procedimento Endovascular" OR "tratamento endovascular" OR "tratamentos
endovasculares")) AND (mh:("enfermagem" OR "enfermeiras" OR "enfermeiros" OR "cuidados de enfermagem"
OR "Avaliação em Enfermagem" OR "Diagnóstico de Enfermagem" OR "Enfermagem Baseada em Evidências" OR
"Enfermagem Cardiovascular" OR "Enfermagem Perioperatória") OR tw:("enfermagem" OR enfermeir$ OR
"cuidados de enfermagem" OR "Avaliação em Enfermagem" OR "Diagnóstico de Enfermagem" OR "Enfermagem
Baseada em Evidências" OR "Enfermagem Cardiovascular" OR "Enfermagem Perioperatória")) Estratégia de busca A seleção dos estudos baseou-se nos critérios de inclusão e na pergunta de pesquisa no formato
acrônimo PICO(10) onde: onde P= População/Participantes: Pacientes adultos submetidos à angioplastia de
membros inferiores; I= Intervenções: Cuidados de Enfermagem na angioplastia de membros inferiores e o
uso de Tecnologias de Cuidados de Enfermagem aos pacientes submetidos à angioplastia de membros
inferiores; C= Comparações: não há; O= Outcomes/Desfecho: Cuidados e Tecnologias de cuidado de
Enfermagem eficazes no período perioperatório de angioplastia de membros inferiores. Nesta Revisão Sistemática (RS) foram identificados inicialmente 3.824 estudos. A Figura 1 representa
o fluxograma do processo de seleção e inclusão das produções científicas. 5 Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. Fluxo de Seleção dos Estudos na Revisão
Sistemática Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. R, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF.
6 RESULTADOS Nesta RS foram analisados 12 estudos que atenderam aos critérios de inclusão e exclusão do protocolo
de pesquisa. O Quadro 2 apresenta a caracterização destes e a classificação dos níveis de evidência, onde se Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. 6 Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. 6 Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. 6 pode perceber que a maioria das publicações ocorreu entre o ano de 2006 a 2016, apresentando um número
maior a partir de 2011. A publicação mais antiga identificada sobre o tema é do ano de 2006 e a mais recente
é do ano de 2016. 7 Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. Quadro 2: Síntese dos artigos quanto a identificação, base de dados, país de origem de publicação, objetivo, resultados, método, resultados e nível de evidência. Autor/Ano
Base de Dados
País de
origem da
publicação
Objetivo
Resultados
Nível de
Evidência
ESTUDOS COM MÉTODO QUALITATIVO
(12)Kasthuri R,
Karunaratne D,
Andrew H, Sumner J,
Chalmers N. / 2007. PubMed/MEDLINE
Reino Unido
Auditar a segurança da intervenção arterial
periférica, dos casos de Angioplastia Periférica,
por enfermeiros para aconselhamento,
cuidados e acompanhamento desses pacientes
pós alta hospitalar. Em pacientes encaminhados para a intervenção vascular periférica
eletiva, a hemostasia pós-procedimento foi realizada com
compressão manual. Após 3 horas no leito (deitado na cama), os
pacientes foram mobilizados e tiveram alta em 5 horas. Os pacientes
foram contatados por telefone no próximo dia útil para auditar as
complicações. Das 183 cirurgias eletivas realizadas em 2 anos, em
cinco paciente (2%) houve necessidade de retorno pois complicações
locais na região de virilha, sendo que num dos casos o paciente tinha
falso aneurisma. Nos demais quatro casos não houve necessidade de
tratamentos adicionais. VI
(13)Vieira LC, Contrin
LM, Rol JL, Conte HD,
Lima ARS, Castro
EDR, et al./ 2009. Google Acadêmico
Brasil
Identificar as dificuldades e necessidades da
equipe de Enfermagem em serviços de
hemodinâmica e angiografia no país. O estudo identificou a dificuldade do enfermeiro no processo de
gerenciamento e liderança no setor de Hemodinâmica. Da mesma
forma esta dificuldade foi percebida durante a execução de diversas
atividades, desde as mais simples até as mais complexas. RESULTADOS A
responsabilidade de supervisão do enfermeiro de hemodinâmica é
ampla, como gerenciar materiais de alto custo e liderança da equipe. VI
(14)Krauzer IM,
Brocardo D, Scarsi
T./2011. Google Acadêmico
Brasil
Identificar o perfil de saúde dos clientes
assistidos no Centro de Hemodinâmica e
aplicar o Processo de Enfermagem, de acordo
com Callista Roy. O estudo identificou o perfil de 52 clientes atendidos no Centro de
Hemodinâmica de um hospital privado brasileiro. Os resultados
obtidos foram o perfil de saúde dos clientes atendidos, de modo a
oferecer características sobre o tipo de clientela, por meio da
identificação da faixa etária; do local de moradia; estado civil; da
escolaridade; ocupação; dos fatores de risco para doenças
cardiovasculares; Índice de Massa Corporal e dos tipos mais
frequentes de intervenções cirúrgicas. Depois foi delineado o
Processo de Enfermagem, onde foram elencados os diagnósticos de
Enfermagem no período pós-operatório e o percentual de incidência
nos clientes: Ansiedade relacionada à morte (100%), Risco de dor
aguda (85%), Integridade da pele prejudicada (75%), Perfusão
tissular ineficaz, Perfusão tissular ineficaz, Risco de infecção (24%) e
Risco de inibição da cascata de coagulação (16%). VI Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. 8 Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. Autor/Ano
Base de Dados
País de
origem da
publicação
Objetivo
Resultados
Nível de
Evidência
(15)Bomfim FMTS,
Lima SG, Victor EG./
2013. Google Acadêmico
Brasil
Avaliar a prevalência e as condições do
reprocessamento de cateteres de
hemodinâmica na cidade do Recife, PE – Brasil. Foram avaliados quatro hospitais da rede pública e seis da rede
privada em uma capital brasileira. Todas as instituições reprocessam
cateteres. Apenas um deles realiza todas as etapas do
reprocessamento na própria instituição. Na maioria dos hospitais, os
cateteres são reutilizados, em média, quatro vezes. Observou-se
significativa divergência nas respostas fornecidas pelos participantes
do estudo, o que refletiu na falta de padronização das técnicas
utilizadas no reprocessamento. A maioria dos profissionais já
detectou fraturas e tortuosidades nos cateteres reprocessados. A
preparação enzimática é o produto mais empregado para a limpeza
dos cateteres. Em relação à limpeza do lúmen destes dispositivos
não houve uniformidade entre as respostas fornecidas pelos
investigados. Embora a maioria dos profissionais utilize a água da
torneira para o enxágue dos cateteres, as técnicas utilizadas são
bastante diversificadas. Testes para verificação de materiais
pirogênicos não são executados em todos os materiais
reprocessados. VI
(16)Maher P. Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. RESULTADOS J Vasc
Nurs./2014. PubMed/MEDLINE
Irlanda
Examinar a viabilidade de alta no mesmo dia
após angioplastia, com ênfase na obtenção de
resultados seguros paciente. O estudo explora como os avanços nas tecnologias e técnicas
endovasculares contribuíram para tornar a alta no mesmo dia uma
opção cada vez mais viável. A pré-admissão clínica dos pacientes
desenvolvidas por enfermeiros especializados facilita a seleção do
paciente de forma apropriada e segura, onde os pacientes em risco
de problemas pós-procedimento podem ser identificados de forma
eficaz com base em critérios clínicos pré-definidos. Com base nestas
condutas, alta hospitalar no mesmo dia após angioplastia para
doença vascular periférica é uma opção segura e viável. VI Resultados etr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. 9 Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. Autor/Ano
Base de Dados
País de
origem da
publicação
Objetivo
Resultados
Nível de
Evidência
(17)Wann-Hansson C,
Wennick A. BMC
Nurs./2016. PubMed/MEDLINE
Suécia
Elucidar como os pacientes com doença
arterial periférica comunicam o seu
conhecimento sobre a sua doença e
tratamentos. A pesquisa identificou que o curto espaço de tempo gasto com os
pacientes com doença arterial periférica requer orientação
inovadora na prática clínica para atender às necessidades dos
indivíduos, independentemente de o paciente entender sua doença
arterial periférica. Durante as discussões sobre fatores de risco,
observou-se o tabagismo como um importante fator de risco, que
desencadeou sentimento de culpa. É necessário para os pacientes
consultar fontes de informação para gerir as suas vidas diárias. Nesse
processo o enfermeiro é essencial para o desenvolvimento de ações
de educação em saúde. VI
ESTUDOS COM MÉTODO QUANTITATIVO
(18)Akopian G, Katz
SG./ 2006. PubMed/MEDLINE
Estados
Unidos
Avaliar a possibilidade de alta hospitalar no
mesmo dia após angioplastia periférica
Nos 97 pacientes submetidos à angioplastia periférica, a artéria
femoral superficial foi o local mais frequente de intervenção (47%) e
estes pacientes receberam alta hospitalar no mesmo dia de
realização do procedimento. Nessa população estudada, um
paciente foi internado por um grande hematoma no local da punção
necessitando de transfusão de sangue, dois pacientes para a
observação de um hematoma menor no local da punção, um por dor
no peito, e um para observação de bradicardia transitória. O tempo
médio para a mobilização pós procedimento foi de 1,4 horas, e o
tempo médio de alta foi de 2,8 horas pós intervenção. RESULTADOS Nenhuma
morte ou internação não planejada ocorreu em tempo igual ou
superior a 30 dias de intervenção no hospital. VI
(19)Gioppato S,
Castello HJ Jr,
Conforti TB,
Gonçalves SLP,
Morais FGS,
Cantarelli MJC. /
2011. Google Acadêmico
Brasil
Avaliar a relação custo-efetividade da retirada
imediata da bainha femoral e oclusão com
dispositivo de oclusão vascular AngioSeal TM
comparativamente à hemostasia por
compressão manual e/ou mecânica após
intervenções endovasculares. Comparado à compressão manual e/ou mecânica como técnicas de
hemostasia em procedimentos terapêuticos endovasculares o
dispositivo AngioSeal TM não houve diferença específicas em relação
ao sucesso da hemostasia sem complicações. O custo individual do
tratamento das complicações relacionadas à hemostasia por
compressão foi maior que o custo do dispositivo de oclusão. VI Resultados de educação em saúde. ESTUDOS COM MÉTODO QUANTITATIVO
(18)Akopian G, Katz
SG./ 2006. PubMed/MEDLINE
Estados
Unidos
Avaliar a possibilidade de alta hospitalar no
mesmo dia após angioplastia periférica
Nos 97 pacientes submetidos à angioplastia periférica, a artéria
femoral superficial foi o local mais frequente de intervenção (47%) e
estes pacientes receberam alta hospitalar no mesmo dia de
realização do procedimento. Nessa população estudada, um
paciente foi internado por um grande hematoma no local da punção
necessitando de transfusão de sangue, dois pacientes para a
observação de um hematoma menor no local da punção, um por dor
no peito, e um para observação de bradicardia transitória. O tempo
médio para a mobilização pós procedimento foi de 1,4 horas, e o
tempo médio de alta foi de 2,8 horas pós intervenção. Nenhuma
morte ou internação não planejada ocorreu em tempo igual ou
superior a 30 dias de intervenção no hospital. VI
(19)Gioppato S,
Castello HJ Jr,
Conforti TB,
Gonçalves SLP,
Morais FGS,
Cantarelli MJC. /
2011. Google Acadêmico
Brasil
Avaliar a relação custo-efetividade da retirada
imediata da bainha femoral e oclusão com
dispositivo de oclusão vascular AngioSeal TM
comparativamente à hemostasia por
compressão manual e/ou mecânica após
intervenções endovasculares. Comparado à compressão manual e/ou mecânica como técnicas de
hemostasia em procedimentos terapêuticos endovasculares o
dispositivo AngioSeal TM não houve diferença específicas em relação
ao sucesso da hemostasia sem complicações. O custo individual do
tratamento das complicações relacionadas à hemostasia por
compressão foi maior que o custo do dispositivo de oclusão. VI Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. 10 10 Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. RESULTADOS Autor/Ano
Base de Dados
País de
origem da
publicação
Objetivo
Resultados
Nível de
Evidência
(20)Covello CM. /
2011. Google Acadêmico
Brasil
Comparar as taxas de complicações vasculares
no sítio de acesso femoral em idosos
submetidos à hemostasia, mecânica ou clássica
da artéria femoral após procedimentos
percutâneos. Foram randomizados 110 pacientes, destes 54 submetidos a
compressão manual e 56 a compressão mecânica. As taxas de
complicações vasculares maiores foram na fase hospitalar e no
seguimento de sete dias. No seguimento clínico de sete dias foi
observado que a taxa total de complicações vasculares maior no
grupo da compressão manual (64%) bem como a taxa de pacientes
com complicações vasculares nesta técnica (48%). A taxa de
complicações vasculares menores não foi diferente para os grupos
nos dois períodos. II
(21)Albayati MA,
Gohel MS, Patel SR,
Riga CV, Cheshire
NJW, Bicknell CD./
2011. Web of Science
Reino Unido
Investigar falhas na segurança do paciente
submetidos à procedimentos vasculares e
endovasculares para orientar a qualidade e a
segurança nas futuras intervenções. Em 66 procedimentos vasculares observados foram identificadas
1145 falhas que comprometerem a segurança do paciente durante
os procedimentos. Destas 23,5% das falhas foram relacionadas a
equipamentos, 21% falhas relacionadas à comunicação da equipe,
3,6% falhas técnicas e 5,4% falhas psicomotoras. VI
(22)Eufrásio S, Sousa P,
Oliveira N, Gonçalves
F, Alves G, Rodrigues
H, et al. / 2013. Scielo
Portugal
Registrar, avaliar e quantificar a dose de
radiação distribuída pela equipe cirúrgica pela
exposição à radiação dispersa, emitida por um
aparelho portátil de radioscopia com arco
cirúrgico (arco em C), durante a utilização em
bloco operatório. O estudo constatou como nível máximo de exposição a radiação
dispersa pela equipe assistente à altura ao solo de 120 cm. Os níveis
de radiação foram inferiores quando utilizados os meios de proteção
radiológica. VI
ESTUDOS COM MÉTODO MISTO
(23)Lundén M,
Lundgren SM,
Persson LO, Lepp M. /
2013. PubMed/MEDLINE
Estados
Unidos
Identificar pacientes que são
predominantemente ansiosos ou calmos antes
do tratamento com angioplastia transluminal
percutânea e explorar as razões para estes
sentimentos. O estudo mensurou o estado emocional dos pacientes pré-
angioplasta percutnea evidenciando que a maioria (69%) deles sentiu
bastante calma antes da angioplastia. Este sentimento se deu em
virtude da confiança na equipe de saúde cuidadora, bem como na
capacidade desta de prever os riscos cirúrgicos. RESULTADOS Os pacientes que se
sentiram ansiosos antes do procedimento tiveram essa causa
relacionada ao medo de um resultado negativo e se sentiram
inseguros em relação as opções de tratamento. VI Resultados Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. 11 Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. 11 Das 12 produções conclui-se que estas concentram-se no Brasil (cinco), seguido pelos Estados Unidos
(duas), Reino Unido (duas), Portugal (uma), Portugal, Irlanda (uma), Suécia (uma). Em relação à fonte pesquisada, um artigo foi encontrado na base de dados SciELO, um na base de
dados Web of Science, cinco artigos na PUBMED e cinco produções na ferramenta Google Acadêmico®. A
base de dados LILACS não trouxe nenhuma produção pertinente. Dessa forma, o idioma mais publicado foi
o português (seis), seguido do inglês (cinco). Não foram encontradas produções no idioma espanhol. DISCUSSÃO Os 12 estudos selecionados para essa revisão sistemática foram explorados na sua totalidade de
acordo com a temática proposta. A partir dos achados encontrados nos estudos, optou-se por criar categorias
para uma melhor discussão. Estas categorias baseiam-se na metodologia dos estudos e delas emergiram três
grupos: a) estudos qualitativos; b) estudos quantitativos; c) estudo quali-quantitativo (método misto). Estudos qualitativos Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. Estudos qualitativos Ao estudar 52 pacientes de um hospital particular de
Chapecó/SC identificou-se como fatores de risco: hipertensão arterial sistêmica, idade acima de 60 anos,
obesidade e sedentarismo. Dos fatores de risco identificados nesta amostra elencaram-se os diagnósticos de
enfermagem: ansiedade relacionada à morte (100%), risco de dor aguda (85%), integridade da pele
prejudicada (75%), risco de perfusão tissular ineficaz tipo renal (42%), risco de infecção (24%) e risco de
inibição da cascata de coagulação (16%)(14). Portanto, a implementação do Processo de Enfermagem no
cuidado destes pacientes é premissa essencial para a efetivação de um cuidado seguro e de qualidade. Em relação ao reprocessamento de cateteres de hemodinâmica foram entrevistados 92 profissionais
de enfermagem atuantes em 10 serviços na cidade de Recife/PE. Verificou-se que todos estes serviços
reprocessam os cateteres utilizados nos procedimentos hemodinâmicos em média há cinco anos, 70% das
instituições reprocessam aproximadamente 20 dispositivos ao dia e estes cateteres são reutilizados em
média quatro vezes. O estudo destaca que não há uma padronização das técnicas de reprocessamento de
cateteres de hemodinâmica e que nenhum dos serviços pesquisados segue um protocolo validado que
oriente as etapas no reprocessamento. Indica ainda, que a vigilância na qualidade do reprocessamento não
deve ser restrita aos dispositivos utilizados, mas ao registro das ocorrências adversas ao paciente(15). As evidências científicas dos estudos qualitativos, de forma geral, discorrem sobre as atividades
desenvolvidas por enfermeiros, que vão desde atividades assistenciais, perpassando as gerenciais, de
educação em saúde e supervisão. Enfatizam essa gama de atividades, mas destacando enquanto principais
atribuições do enfermeiro: uma pré-avaliação do paciente planejada e sistematizada(16), o monitoramento
do paciente no pós-procedimento e na alta hospitalar, o fornecimento de informações/orientações no
período perioperatório; além da detecção precoce de complicações pós-procedimento, mediante
identificação prévia dos riscos cirúrgicos e da implementação do Processo de Enfermagem. Para o
desempenho de tais atribuições as tecnologias de cuidado emergentes são: acompanhamento e
monitoramento do paciente por contato telefônico(12); elaboração e aplicação do processo de enfermagem
durante o cuidado prestado no período perioperatório de angioplastia(13); avaliação clínica pré-admissional
feita pelo enfermeiro para detecção precoce de riscos cirúrgicos e alta precoce(16); educação em saúde com
base nas necessidades do paciente(17); vigilância na qualidade do reprocessamento de cateteres utilizados na
hemodinâmica e acompanhamento das ocorrências adversas(12-15). Estudos qualitativos Foram encontrados quatro produções científicas nesta categoria(12-17). Primeiramente destaca-se um estudo descritivo realizado em 2007 com 183 pacientes que realizaram
procedimento de intervenção arterial periférica e objetivou averiguar a segurança no procedimento
realizado. Foi feito contato telefônico para avaliar o acompanhamento dos enfermeiros durante o período
perioperatório, onde a maioria dos pacientes considerou a estratégia importante. Esse acompanhamento
pelo enfermeiro é realizado no período pré-operatório via telefone, onde estes fornecem informações sobre
o procedimento que será realizado. Além disso, o paciente recebe via correio um folheto com informações
relativas à intervenção. Na ocasião da alta, os pacientes recebem do enfermeiro presencialmente as
informações pertinentes, além do telefone de contato do serviço e do enfermeiro de plantão para os
contatos necessários. No pós-operatório, via contato telefônico, dos 183 casos, apenas dois pacientes (1%)
tiveram complicações e cinco tiveram no dia seguinte a alta hospitalar edema em região inguinal e
retornaram para avaliação. O estudo evidencia que o acompanhamento dos casos por enfermeiros é
importante, pois além de satisfazer o paciente, reduz custos hospitalares e evita problemas de falta de leitos
para a internação no caso de procedimentos eletivos(12). Outra pesquisa qualitativa foi o estudo exploratório-descritivo realizado em 2009 em 30 cidades
brasileiras, o que contempla 17 estados, para identificar as dificuldades e necessidades da equipe de
enfermagem que atua nos serviços de hemodinâmica e angiografia destes locais. Dentre as dificuldades
encontradas estão: a falta de experiência na área, a escassez de literatura na área voltada para a
enfermagem, o gerenciamento da unidade, a fragilidade de programas de educação permanente e a
dificuldade de gerenciamento de tempo para verificação do reprocessamento de materiais. Referencia ainda,
as atribuições assistenciais desenvolvidas por enfermeiros. Evidencia que as dificuldades de troca de
informações e a formação deficiente levam ao despreparo para atender os pacientes, de compreender e Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. 12 12 liderar esse serviço de alta complexidade(13). liderar esse serviço de alta complexidade(13). liderar esse serviço de alta complexidade(13). Corroborando esse achado, outro estudo destaca que a Enfermagem deve embasar o cuidado no
Processo de Enfermagem a fim de identificar fatores de risco e atuar na prevenção das complicações
decorrentes de procedimentos endovasculares. Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. Estudos quantitativos Essa categoria foi composta por cinco estudos(18-22), sendo que quatro deles se enquadram na
classificação VI, ou seja, estudos com baixo grau de recomendação. Apenas um estudo se destacou enquanto
nível de evidência II por se tratar de ensaio clínico randomizado-controlado, ou seja, estudo experimental
desenvolvido com seres humanos que visou o conhecimento do efeito das técnicas de hemostasia pós-
angioplastia, configurando-se como uma das ferramentas mais poderosas para obtenção de evidências
clínicas para a prática. Um estudo de 2013, feito por meio de uma simulação registrou, avaliou e quantificou a dose de
radiação reproduzindo as condições habituais em que ocorrem os procedimentos endovasculares, na equipe
cirúrgica e no paciente, que estão expostos à radiação dispersa. Identificou que nos doentes, procedimentos
prolongados com a utilização de magnificação eletrônica podem causar queimaduras na pele e aumentam
consideravelmente a taxa de dose de radiação incidente no doente. Como meio para diminuir a quantidade
de radiação incidente no doente e consequente radiação dispersa, preconiza a aproximação do intensificador
de imagem ao paciente, além do controle eficaz do tempo de procedimento, modo de fluoroscopia e
magnificação. Destaca ainda a importância da monitoração dos valores de radiação e que o uso adequado
dos equipamentos de proteção radiológica pode permitir condições de segurança para a equipe de saúde e
para o paciente(16). Já um estudo realizado em 2011 investigou 66 procedimentos endovasculares por nove meses e
encontrou 1.847 eventos adversos e 1.145 falhas identificadas, mediante aplicação de check list de
verificação de segurança cirúrgica da Organização Mundial da Saúde. As falhas mais comuns identificadas
foram: 23,5% em equipamentos (indisponibilidade, falhas na configuração, gestão do espaço e falhas do
aparelho); 21% na comunicação entre cirurgião e circulante, anestesista e cirurgião; 9% em técnicas. A
pesquisa descreve que poucas falhas graves foram identificadas, mas houve o acúmulo de falhas menores
que aconteceram em momentos mais críticos do procedimento. Destaca que a sala de cirurgia vascular é um
ambiente complexo, dinâmico e abriga uma equipe multidisciplinar envolvendo a troca de grande
quantidade de informações e tarefas cirúrgicas de alta complexidade. Logo, a prevenção do erro cirúrgico
representa um grande desafio, mas deste problema(17). Uma publicação de 2006 descreve sobre o uso de protocolo para alta hospitalar no mesmo dia pós-
angioplastia eletiva em 97 pacientes por um período de 27 meses. Estudos qualitativos Apesar de importantes tecnologias de
cuidados para a Enfermagem, todos os estudos qualitativos que compuseram a amostra desta RS foram
classificados como nível de evidência VI, demonstrando que são estudos com baixo grau de recomendação. As várias tecnologias de cuidados que subsidiam o fazer do enfermeiro em hemodinâmica, enfatizando
a responsabilidade deste pela assistência integral ao paciente e no desenvolvimento de atividades gerenciais,
de ensino e pesquisa(22-26). Em relação à educação de pacientes submetidos à angioplastia transluminal Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. 13 percutânea os enfermeiros devem se tornar conhecedores do estilo de vida do paciente para implementar
um plano de cuidados individualizado no pré e pós intervenção(27). percutânea os enfermeiros devem se tornar conhecedores do estilo de vida do paciente para implementar
um plano de cuidados individualizado no pré e pós intervenção(27). Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. Estudos quantitativos A pesquisa aponta que a angioplastia
periférica em pacientes com claudicação pode ser realizada com segurança em ambulatório, com significativa
redução de custos. A conclusão aponta que a alta no mesmo dia pós-angioplastia periférica é segura e eficaz,
portanto é considerada padrão outro de atendimento. Para ter este desfecho, apesar de ser resultados de
aplicação de um protocolo médico, o artigo aponta alguns aspectos inerentes ao cuidado de enfermagem, Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. 14 como: uso de medicamentos pré e trans-procedimento, tempo de mobilização pós-procedimento e tempo
de compressão manual no local de realização da intervenção(18). No entanto, na realidade brasileira, grande
parte dos procedimentos endovasculares exige permanência hospitalar até o dia seguinte à realização do
procedimento, pois a maioria destes envolve situações clínicas e/ou anatômicas complexas(19). Dois estudos dessa categoria avaliaram a questão das técnicas de hemostasia pós-angioplastia. Em um
deles foi estudado os resultados, complicações e custos envolvidos no uso de um dispositivo de oclusão
vascular comparado à compressão manual/mecânica pós-intervenção endovascular. Foram analisados 407
pacientes submetidos à intervenções endovasculares de 2006 a 2009, num hospital de Campinas/SP. A
conclusão é que a técnica de hemostasia por compressão manual e/ou mecânica quando bem realizada é
tão efetiva quanto à hemostasia com uso de oclusão vascular, porém com um custo significativamente
menor. Ou seja, o dispositivo de oclusão vascular não se mostrou mais seguro ou com melhor relação custo-
efetividade quando comparado à compressão manual ou mecânica(19). O segundo estudo comparou as taxas
de complicações vasculares no sítio de acesso femoral em 110 idosos, em virtude da hemostasia mecânica
(com dispositivo grampo tipo “C”) ou clássica após procedimentos percutâneos. A pesquisa concluiu que não
houve diferença entre estas taxas de complicações vasculares entre as técnicas hemostáticas(20). Nessa categoria as evidência científicas apontam para tecnologias de cuidados emergentes, quais
sejam: adotar estratégias para redução da quantidade de radiação incidente no paciente durante o
procedimento de angioplastia(16); monitorar os valores de radiação e adequação dos meios de proteção
radiológica(16); implantar um protocolo de segurança pré-procedimentos endovasculares(17); implantar a lista
de verificação de segurança cirúrgica(17); padronizar a técnica de compressão hemostática pós-procedimento
de angioplastia(19-20). Estudo quali-quantitativo (método misto) Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. Estudo quali-quantitativo (método misto) Nessa categoria foi contemplado apenas um estudo americano, onde foram entrevistados 42
pacientes submetidos a procedimentos endovasculares e aplicada a escala de Likert a fim de identificar os
pacientes ansiosos ou calmos antes do procedimento e explorar as razões para estes sentimentos. As razões
listadas para estar calmo foram estar seguros, ter boas expectativas quanto ao procedimento e segurança
nos cuidadores (médicos e enfermeiros). Em contrapartida, a ansiedade esteve relacionada ao desespero e
apreensão sobre o procedimento, medo de um resultado negativo e insegurança quanto às opções de
tratamento. A pesquisa aponta que estudos sobre os sentimentos dos pacientes pré-angioplastia são
escassos. O estudo apesar de ser classificado quanto ao nível de evidência em VI traz algumas importantes
tecnologias de cuidado a serem empregadas nesse contexto, quais sejam: conhecer as percepções do
paciente pré-procedimento; estar aberto ao diálogo e escuta qualificada; utilizar terminologia adequada
durante orientações; fornecer orientações pré-procedimento (escritas, orais e por vídeo) sobre o
procedimento, fatores de risco, local de realização da intervenção e tratamentos; utilizar musicoterapia antes Rev. Eletr. Enf. [Internet]. 2016 [acesso em: __/__/__];18:e1195. Disponível em: http://dx.doi.org/10.5216/ree.v18.38214. Soares V, Girondi JBR, Hammerschmidt KSA, Amante LN, Fernandez DLR, Sebold LF. 15 do procedimento; incentivar a criação de grupos de pacientes; utilizar abordagem individualizada e
acolhedora antes da angioplastia(21). do procedimento; incentivar a criação de grupos de pacientes; utilizar abordagem individualizada e
acolhedora antes da angioplastia(21). CONCLUSÃO A revisão apresentou estudos com o mais baixo nível de evidência científica, a escassez de estudos e
o frágil embasamento científico no qual os cuidados perioperatórios de enfermagem ao paciente submetido
à angioplastia de membros inferiores vêm sendo desenvolvidos. Por conseguinte, há falta de informações e
formação deficiente culminando no despreparo para atender os pacientes, compreender e liderar esse
serviço de alta complexidade. Como limitação deste estudo destaca-se, a heterogeneidade entre os artigos pesquisados,
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Inégalité de Markov en plusieurs variables
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INÉGALITÉ DE MARKOV EN PLUSIEURS VARIABLES
WIESŁAW PLEŚNIAK
Reçu le 16 mai 2005 ; Révisé le 13 mars 2006 ; Accepté le 26 avril 2006
L’inégalité de Markov joue un rôle important en théorie constructive de fonctions. Dans
les deux dernières décennies, on a développé sa théorie multidimensionnelle. Le but de
cet article est de présenter le récent progrès de cette belle théorie.
Copyright © 2006 Hindawi Publishing Corporation. All rights reserved.
1. Inégalité de Markov
1.1. Introduction. En 1889, Andrei Andreievitch Markov a répondu à une question
posée deux ans plus tôt par Mendeleev en montrant que, pour tout polynôme p ∈ C[x],
on a
p (x) ≤ (deg p)2 p[−1,1]
pour x ∈ [−1,1],
(1.1)
où pI = sup | p|(I). Ce résultat est optimal puisque, pour les polynômes de Tchebyschev
Tk (x) = cosk arccos x
x ∈ [−1,1] , k = 1,2,...,
(1.2)
on a Tk [−1,1] = 1 et |Tn (±1)| = n2 . L’inégalité de Markov a été le point de départ d’une
énorme littérature. En effet, elle a de nombreuses applications en analyse et en physique.
Pour des détails on peut se reporter à l’ouvrage de Rahman et Schmeisser ([44]).
La théorie correspondante en plusieurs variables est relativement nouvelle : avant 1980,
toutes les extensions connues de l’inégalité de Markov, dans la pratique, concernaient
uniquement des ensembles compacts, convexes et d’intérieur non vide de Rn (voir, e.g.,
Baouendi-Goulaouic [2]). Le principal obstacle à l’étude des cas plus généraux provenait
de l’existence, dans Rn , d’ensembles à pointes n’admettant aucune extension multidimensionnelle de l’inégalité de Markov. Cette remarque est due à Zerner ([55]).
Exemple 1.1. On pose E = {(x, y) ∈ R2 : 0 < y ≤ exp(−1/x), 0 < x ≤ 1} ∪ {(0,0)} et
Pk (x, y) = y(1 − x)k pour k = 1,2,.... On a donc degPk = k + 1, ∂Pk /∂y E = 1, tandis
Hindawi Publishing Corporation
International Journal of Mathematics and Mathematical Sciences
Volume 2006, Article ID 24549, Pages 1–12
DOI 10.1155/IJMMS/2006/24549
2
Inégalité de Markov en plusieurs variables
√
que Pk E < exp(− k) pour k = 1,2,.... Par conséquent, il n’existe pas de constantes
M > 0 et r > 0 telles qu’on ait, pour tout k,
∂Pk /∂y ≤ M(k + 1)r Pk .
E
E
(1.3)
Il est alors naturel de chercher les parties de Rn pour lequelles il est possible d’établir
des majorations de l’exemple 1.1. On est ainsi ramené à la définition suivante.
Définition 1.2. On dira qu’une partie compacte de Rn admet (ou presérve) l’inégalité de
Markov, ou bien qu’elle est markovienne, s’il existe des constantes M > 0 et r > 0 telles
que, pour tout polynôme P ∈ R[x1 ,...,xn ], on ait
grad P E ≤ M(degP)r P E .
(M)
Une théorie satisfaisante de l’inégalité de Markov en plusieurs variables, abordant
en particulier le cas d’ensembles à pointes, a été développée dans les dernières deux
décennies par Pawłucki, Pleśniak, Goetgheluck, Baran, Białas-Cież, Jonsson, Bos, Levenberg, Milman, Taylor, Goncharov, Totik et autres. Donnons ici un exemple d’un compact
markovien de Rn à pointes, dû à Goetgheluck ([24]).
Théorème 1.3. Soit, pour k ≥ 1,
Ek = (x, y) ∈ R2 : 0 ≤ y ≤ xk , 0 ≤ x ≤ 1 .
(1.4)
Alors l’ensemble Ek est markovien, pour l’exposant r = 2k. De plus, la valeur 2k est optimale.
L’ensemble Ek , défini ci-dessus, est un sous-ensemble semi-analytique de R2 . On peut
alors se demander si toute partie semi-analytique (plus général, sous-analytique) de Rn
admet une inégalité de Markov. La réponse à cette question est fournie par la théorie de
Pawłucki-Pleśniak présentée ci-dessous, dont le point de départ était l’exemple de Goetgheluck.
1.2. Ensembles semi-analytiques, sous-analytiques et à pointes polynomiales
Définition 1.4. Une partie E de Rn est dite semi-analytique si, pour tout x ∈ Rn , on peut
trouver un voisinage U de x et un nombre fini de fonctions réel analytiques fi j et gi j
définies dans U, telles que
E∩U =
i
fi j > 0, gi j = 0 .
(1.5)
j
La projection d’un semi-analytique n’est pas nécessairement semi-analytique
(Łojasiewicz ([34])). On appelle classe d’ensembles sous-analytiques, la famille obtenue
en ajoutant à la famille des semi-analytiques, toutes les projections d’ensembles semianalytiques. Plus précisement,
Définition 1.5. Un sous-ensemble E de Rn est dit sous-analytique si, pour tout x ∈ Rn , il
existe un voisinage U de x tel que E ∩ U soit la projection d’un semi-analytique borné A
de Rn+m , où m est un entier non négatif.
Wiesław Pleśniak 3
L’ensemble Ek de Goetgheluck est, de façon évidente, semi-analytique, et à fortiori
sous-analytique, tandis que l’ensemble de Zerner est trop plat à l’origine pour être semianalytique. Il se trouve que les sous-analytiques n’admettent que des pointes polynomiales.
Définition 1.6. On dit qu’une partie E de Rn est à pointes polynomiales (en bref, UPC =
uniformly polynomially cuspidal) s’il existe des constantes positives M et m, un entier positif d et une application h : E × [0,1] → E, tels que, pour tout x ∈ E, on ait h(x,1) = x, la
fonction h(x, ·) soit un polynôme de degré ≤ d et
dist h(x,t), Rn \ E ≥ M(1 − t)m
pour (x,t) ∈ E × [0,1].
(1.6)
En utilisant le théorème de rectilinéarisation de Hironaka (voir [17]) et la séparation
régulière de Łojasiewicz ([34]), on prouve (Pawłucki-Pleśniak [37])
Théorème 1.7. Tout ensemble sous-analytique borné de Rn , à intérieur dense dans E, est
UPC.
La famille des ensembles UPC est visiblement plus large que celle des sous-analytiques.
Un exemple simple d’ensemble UPC qui n’est pas sous-analytique est fourni par [0,1] ×
[−1,1] \ E, où E est l’ensemble de Zerner.
Les ensembles UPC admettent une fonction de Green pluricomplexe continue de façon
hölderienne. Soit E une partie compacte de Cn , on pose, pour tout z ∈ Cn ,
VE (z) = sup u(z) : u ∈ ᏸ Cn , u|E ≤ 0 ,
(1.7)
où ᏸ(Cn ) = {u ∈ PSH(Cn ) : supz∈Cn [u(z) − log(1 + |z|)] < ∞} est la classe de Lelong des
fonctions plurisous-harmoniques à croissance logarithmique. D’après la théorie du
pluripotentiel due à Bedford-Taylor (voir [31]), si E est non pluripolaire (c’est-à-dire, si
pour toute fonction u ∈ PSH(Cn ), l’inclusion E ⊂ {u(z) = −∞} implique u(z) ≡ −∞),
alors la régularisée supérieure
VE∗ (z) = limsup VE (w)
w→z
(1.8)
de VE est un équivalent multidimensionnel de la fonction de Green classique pour C \ E,
où E désigne l’enveloppe polynomiale de E.
L’importance de la classe UPC se traduit par le résultat suivant dû à Pawłucki-Pleśniak
[37].
Théorème 1.8. Soit E une partie UPC compacte de Rn , à paramètre m. On a
s
VE (z) ≤ M dist(z,E) ,
où s = 1/2[m] et [m] := k pour k − 1 < m ≤ k avec k ∈ Z.
(HCP)
4
Inégalité de Markov en plusieurs variables
Si VE est continue de façon HCP (abrév. de Hölder Continuity Property), en appliquant
la formule intégrale de Cauchy, on montre que E est markovien. Ceci entraı̂ne (PawłuckiPleśniak [37])
Corollaire 1.9. Toute partie compacte E de Rn de type UPC, en particulier tout sousanalytique compact E ⊂ Rn , et d’intérieur dense dans E, est markovien.
Le résultat ci-dessus reste vrai dans le cadre, beaucoup plus général, des structures
o-minimales polynomialement bornées. En particulier, si on considère une classe de fonctions quasi-analytiques de Carleman liée à une suite strictement logarithmiquement
convexe, les ensembles définissables dans la structure de Rolin-Speissegger-Wilkie engendrée par cette classe sont UPC (voir Pierzchała [39]).
1.3. Dynamique complexe. La géométrie sous-analytique n’est pas seule à fournir des
exemples d’ensembles markoviens. On peut en trouver plusieurs en dynamique complexe.
Soit P : Cn → Cn une application polynomiale, on définit l’ensemble de Julia rempli,
associé à P, par
JP := z ∈ Cn : P j (z) j ∈N0 est borné .
(1.9)
Si l’exposant de Łojasiewicz de P (à l’infini)
ł(P) := sup δ : liminf
|z|→∞
P(z)
|z|δ
>0
(1.10)
est strictement plus grand que 1, alors JP est HCP, d’où markovien (voir Kosek [32, 33]).
Les ensembles markoviens décrits ci-dessus sont tous de type UPC, et donc HCP. Cependant, il y a des ensembles HCP qui ne sont pas UPC. Les premiers exemples de tels
ensembles (de type Cantor) ont été construits par Jonsson ([29]). Il s’est avéré difficile
de déterminer si le Cantor triadique classique est markovien ou non. Une réponse affirmative à ce problème a été fournie par Białas et Volberg ([13]) qui ont montré que cet
ensemble est même de type HCP. Il convient de noter qu’il existe également des ensembles
de type Cantor qui ne sont pas markoviens et pour lequels la fonction classique de Green
est continue (voir Pleśniak [40], Goetgheluck-Pleśniak [26], Totik [52]). Quant à savoir
si la propriété de Markov de E entraı̂ne la propriété HCP de E, ce problème reste toujours
ouvert sauf pour des cas particuliers de C (voir Białas-Cież [14], Totik [52]). En général,
on ne sait même pas si la propriété de Markov de E entraı̂ne la continuité de la fonction de Green VE ou la non-pluripolarité de E. Néanmoins, Białas-Cież ([15]) a montré
que toute partie compacte de Markov de C est de capacité logarithmique positive, et par
conséquent, qu’elle n’est pas polaire.
1.4. Relations avec les polynômes orthogonaux. On termine cette section par la mise
en évidence des relations entre l’inégalité classique de Markov et les polynômes orthogonaux. Soit E une partie compacte de R et soit μ une mesure de probabilité, à support E, telle que, pour tout disque Δ(x,r) centré en x ∈ E de rayon 0 < r ≤ 1, on ait
Wiesław Pleśniak 5
μ(Δ(x,r)) ≥ c0 r s avec des constantes c0 > 0 et s > 0 ne dépendant pas de x et r. Soit
{Pn : n = 0,1,2,...} une suite de polynômes orthogonaux associée à μ. On suppose que le
degré de Pn est n. On sait que, pour tout n, les zéros {x1 ,x2 ,...,xn } du polynôme Pn sont
tous simples, réels et contenus dans le plus petit intervalle couvrant E. On a le résultat
suivant dû à Jonsson (voir [30]).
Théorème 1.10. Le compact E est markovien si et seulement si l’on peut trouver des constantes γ ≥ 1, L > 0 et β > 0 telles que
(i) il existe d, 0 < d ≤ 1, tel que, pour tout x0 ∈ E et tout r > 0, r ≤ 1,
x ∈ R : dr γ ≤ |x − x0 | ≤ r ∩ E = ∅;
(1.11)
(ii) si xi et xi−1 sont des zéros consécutifs de Pn , avec n ≥ 2, alors
xi − xi−1 ≥ L/nβ .
(1.12)
2. Applications
Nous allons présenter quelques applications importantes de l’inégalité de Markov.
Nous commençons par
2.1. Approximation polynomiale de fonctions Ꮿ∞ . Rappelons le théorème classique de
Bernstein [12].
Théorème 2.1. Une fonction f : I = [a,b] ⊂ R → C se prolonge en une fonction Ꮿ∞ sur R
si et seulement si, pour tout s > 0, on a
lim ks distI f ,ᏼk = 0.
k→∞
(2.1)
La démonstration classique du théorème de Bernstein ne s’applique pas, en général,
au cas d’un compact quelconque de Rn . En effet, contrairement au cas d’un intervalle de
R, il existe un compact E de Rn et une fonction f : E → R de classe Ꮿ∞ dans int E, tels que
f et toutes ses dérivées partielles se prolongent continûment à E et, qu’en même temps,
f n’admette aucun prolongement Ꮿ∞ sur un voisinage de E. En voici un exemple.
Exemple 2.2. Soit E = E1 ∪ E2 ⊂ R2 , où E1 = {(x, y) ∈ R2 : 0 ≤ x ≤ 1, g(x) ≤ y ≤ 1} avec
g(x) = exp(−1/x) si 0 < x ≤ 1, g(0) = 0, et E2 = [0,1] × [−1,0]. Soit
⎧
⎪
⎨g(x)
f (x, y) = ⎪
⎩0
si (x, y) ∈ E1 ;
si (x, y) ∈ E2 .
(2.2)
Alors f n’admet aucun prolongement Ꮿ∞ sur un voisinage ouvert de E.
Le problème de caractérisation de type Bernstein des fonctions Ꮿ∞ en plusieurs variables a été résolu par Pawłucki-Pleśniak ([37]). Dans ce qui suit, on dira que E est
déterminant pour les fonctions Ꮿ∞ dans Rn si, pour tout f ∈ Ꮿ∞ (Rn ), f = 0 sur E entraı̂ne Dα f = 0 sur E pour tout α ∈ Zn+ . On montre (Pleśniak [41]) que tout compact
6
Inégalité de Markov en plusieurs variables
markovien de Rn est déterminant. Le résultat de Pawłucki-Pleśniak (voir aussi Pleśniak
[41]) s’écrit comme suit.
Théorème 2.3. Si un compact E de Rn est déterminant pour les fonctions Ꮿ∞ , alors les
conditions suivantes sont équivalentes :
(i) E est markovien ;
(ii) (théorème de type Bernstein) pour toute fonction f :E → R, si la suite {distE ( f ,ᏼk )}
est à décroissance rapide, c’est pour tout s > 0, ks distE ( f ,ᏼk ) → 0 si k → ∞, alors f
s’étend en une fonction Ꮿ∞ dans Rn .
Ici ᏼk désigne l’espace des polynômes de degré ≤ k et distE ( f ,ᏼk ) := inf { f − pE :
p ∈ ᏼk }.
L’ensemble E de l’exemple 2.2 est markovien puisqu’il est UPC. Compte tenu du
théorème 2.3, la suite {distE ( f ,ᏼk )} n’est pas à décroissance rapide lorsque f est la fonction de cet exemple.
2.2. Applications en analyse différentielle. L’inégalité de Markov permet de construire
de façon relativement simple un opérateur linéaire continu d’extension pour les jets de
Whitney de classe C ∞ (voir Whitney [53]), définis sur un compact markovien de Rn . Le
problème d’existence d’un tel opérateur a une longue histoire. Les premiers résultats sont
dûs à Mityagin [35] (cas d’un intervalle de R) et à Seeley [48] (cas d’un demi-espace
de Rn ). Stein [50] a montré qu’un tel opérateur existe si E est l’adhérence d’un domaine
borné de Rn dont le bord est localement de classe Lip1. Bierstone [16] a étendu ce résultat
au cas où le bord de E est Lipα, avec 0 < α ≤ 1. Dans [16], Bierstone a également montré
qu’un tel opérateur existe quand E est un sous-analytique fermé de Rn tel que int E ⊃
E. Sa méthode a été essentiellement basée sur le célèbre théorème de désingularisation
de Hironaka. Une autre méthode, basée sur des résultats de Vogt et Wagner concernant
des suites exactes des espaces nucléaires, a été appliquée par Tidten [51] pour montrer
l’existence d’un opérateur d’extension pour des fermés de Rn admettant certaines pointes
polynomiales. Tous les ensembles mentionnés ci-dessus sont UPC, d’où de Markov. Le
théorème suivant de Pawłucki-Pleśniak [38] est une généralisation essentielle des résultats précédents. De plus, il est de caractère constructif.
Théorème 2.4. Soit E un compact markovien de Rn . Si, pour tout k ∈ N, Lk f désigne
un polynôme d’interpolation de Lagrange de f de degré k, ayant pour nœuds des points
extrémaux de Fekete-Leja, et (uk ; k ∈ N) désigne une famille appropriée de fonctions de
troncature de classe Ꮿ∞ , alors la formule
L f = u1 L 1 f +
∞
uk Lk+1 f − Lk f
(2.3)
k =1
définit un opérateur linéaire continu étendant les jets de Whitney de classe C ∞ sur E en
fonctions de classe C ∞ sur l’espace Rn tout entier.
En utilisant des techniques similaires, Zeriahi [54] a montré que si E est un compact de
Rn de Markov, alors Ꮿ∞ (E) (équipé de la topologie de Whitney) est isomorphe à l’espace
Wiesław Pleśniak 7
des suites de réels positifs à décroissance rapide, ce qui est une généralisation non
triviale du résultat de Mityagin [35] mentionné ci-dessus.
Le théorème de Pawłucki-Pleśniak admet un complément (voir Pleśniak [41]) : la propriété de Markov de E est équivalente à l’existence d’un opérateur d’extension linéaire
continu par rapport à la topologie de Jackson de l’espace Ꮿ∞ (E). Cette équivalence n’est
plus valable lorsque l’espace Ꮿ∞ (E) est muni de la topologie de Whitney. En effet, Goncharov [27] a construit un compact non markovien de R admettant l’existence d’un
opérateur d’extension linéaire continu (par rapport à la topologie de Whitney). Pour
d’autres résultats concernant l’opérateur d’extension de Pawłucki-Pleśniak voir AltunGoncharov ([1]).
Notons encore que pour qu’un opérateur d’extension linéaire continu existe, il faut
quelques restrictions sur les pointes de E. En effet, Tidten ([51]) a montré que si E est le
compact de l’exemple 1.1, alors il n’existe aucun opérateur d’extension (linéaire continu)
de Ꮿ∞ (E) dans Ꮿ∞ (R2 ).
2.3. Exposant de Markov. Soit E un compact de Rn , on pose
μ(E) := inf r > 0 : E satisfait à (M) avec exposant r
(2.4)
et on l’appelle exposant de Markov de E.
La connaissance de la valeur exacte de μ(E) permet en particulier de minimiser la perte
de régularité dans des problèmes liés à l’extension linéaire des classes de fonctions ultradifférentiables (voir Pleśniak [42], Beaugendre [11]). Si E est un compact connexe de C
contenant au moins deux points différents, alors par Pommerenke [43], 1 ≤ μ(E) ≤ 2. Si
E est un compact de Rn quelconque, en utilisant des propriétés extrémales des polynômes
de Tchebyschev, on montre que μ(E) ≥ 2. Si E est un compact convexe de Rn d’intérieur
non-vide, alors μ(E) = 2. Rappellons encore l’exemple de Goetgheluck de Ek ⊂ R2 , où
μ(E) = 2k. Si E est un compact UPC de Rn à paramètre m ≥ 1, alors μ(E) ≤ 2m (voir Baran [3]). Notons finalement que si E est l’ensemble de Zerner (voir exemple 1.1), alors
μ(E) = ∞. Il se trouve que l’exposant de Markov est un invariant de « bonnes » applications analytiques. On a (voir Baran-Pleśniak [7])
Théorème 2.5. Soient E un compact de Rn satisfaisant à (M) pour l’exposant r et f une
application analytique d’un voisinage U de E dans Rn , telle que f (E) soit non pluripolaire
(dans Cn ) et, pour tout x ∈ E, detdx f = 0. Alors f (E) satisfait à (M) pour le même exposant
r que celui de E.
2.4. Inégalité de Markov sur les ensembles algébriques de Cn . Dans les années récentes,
l’inégalité de Markov a été intensivement étudiée sur des sous-variétés algébriques de Rn
(travaux de Fefferman-Narasimhan, Roytwarf-Yomdin, Bos-Levenberg-Milman-Taylor,
Brudnyı̆, Baran-Pleśniak, Gendre, Kosek, Comte-Yomdin, Erdélyi-Kroó, Kroó-Szabados).
Notons ici un résultat important de Sadullaev [46].
Théorème 2.6. Un ensemble analytique A de Cn est algébrique si et seulement si la fonction
de Green pluricomplexe VE∗ est localement bornée sur A pour tout compact non-pluripolaire
E de A.
8
Inégalité de Markov en plusieurs variables
Le critère de Sadullaev est crucial pour l’étude des inégalités de type Bernstein-Walsh,
Markov ou de van der Corput-Schaake sur les ensembles algébriques (voir Bos-LevenbergTaylor [21], Bos et al. [19, 20], Baran-Pleśniak [8–10]). L’inégalité tangentielle de Markov
avec l’exposant égal à 1 caractérise la propriété d’un compact K de Rn d’être morceau
d’une variété algébrique. Plus précisement, on a (voir Baran-Pleśniak [9])
Théorème 2.7. Soit K un compact de Rn admettant une paramétrisation analytique φ :
Bm → K, où Bm est la boule unitée de Rm (1 ≤ m ≤ n). Alors la dimension de Zariski de K
est égale à m si et seulement si on peut trouver une constante C > 0 telle que, pour tout x ∈ K
et tout polynôme P ∈ C[x1 ,... ,xn ],
DT(t,v) P(x) ≤ C(degP)P K ,
(2.5)
où t ∈ φ−1 (x) ∩ Bm , v ∈ Sm−1 et T(t,v) = Dv φ(t) est la dérivée de φ en direction v.
Si K est une sous-variété compacte lisse de Rn de dimension m, 1 ≤ m ≤ n, le théorème
ci-dessus a été montré auparavant par Bos et al. [19].
Soient E un compact polynomialement convexe de Cm de type HCP, avec s pour exposant, et f une application analytique non-dégénerée définie sur un voisinage ouvert de
E, à valeurs dans un sous-ensemble algébrique M de Cn de dimension k, 1 ≤ k ≤ n. On a
alors (Baran-Pleśniak [10])
Théorème 2.8. Il existe une constante C > 0 telle que, pour tout polynôme Q ∈ C[z1 ,... ,zn ]
et tout t ∈ E,
DT(t,v) Q f (t) ≤ C1 d 1/s Q f (E) .
(2.6)
Corollaire 2.9. Soit f une application polynomiale de R dans Rn avec
f (t) = (1 − t)s1 (1 + t)s2 Q(t),
(2.7)
où Q est une application polynomiale de R dans Rn telle que Q(t) = 0 sur [−1,1]. Soit α =
max(s1 ,s2 ). Alors il existe une constante A>0 telle que, pour tout polynôme P ∈ R[x1 ,...,xn ]
de degré d, on ait
DT P(x) ≤ Ad 2+2α P N ,
x
pour x ∈ N = f [−1,1] ,
(2.8)
avec DTx P(x) = D(Q(t)/Q(t)) P(x), où x = f (t).
Exemple 2.10. Soient m et l deux entiers positifs premiers entre eux, m > l ≥ 2. Soit f (t) =
(((1 + t)/2)l ,((1 + t)/2)m ). On a alors
N = f [−1,1] = (x, y) ∈ R2 : 0 ≤ x, y ≤ 1, xm = y l .
(2.9)
Wiesław Pleśniak 9
En effet, comme α = l − 1, le corollaire précédent donne l’inégalité
DT
(x,y)
P(x, y) ≤ Ad2l P N ,
(2.10)
pour tout polynôme P ∈ R[x, y] de degré d.
(Voir aussi Bos et al. [20], Gendre [23].)
Dans [19], on peut trouver un exemple d’une fonction analytique f : [0,1] → R telle
que f ([0,1]) n’admette aucune inégalité de Markov tangentielle dont l’exposant est fini.
Ainsi on pourrait penser qu’une telle inégalité n’a lieu que si f ([0,1]) est morceau d’une
variété algébrique. Mais, un contre-exemple a récemment été donné par Bos et al. ([18]).
Théorème 2.11. Soit T ∈ R[x] un polynôme quelconque. Pour tout intervalle [a,b] ⊂ R,
on peut trouver une constante C > 0 telle que, pour tout polynôme P ∈ C[x, y], on ait
d
max
x∈[a,b]
dx
4
T(x)
,
P x,eT(x)
≤ C(degP) max P x,e
x∈[a,b]
(2.11)
l’exposant 4 étant optimal.
2.5. Remarques finales. La théorie présentée ici témoigne de la force ainsi que de la
beauté de l’inégalité classique de Markov. C’est pourquoi je l’appelle « une vénérable dame
qui n’a pas perdu de son attrait. »
Il est difficile de traiter toutes les ramifications possibles de l’inégalité de Markov en
plusieurs variables. Pour cette raison, je me suis restreint à sa forme en norme uniforme.
Pour les versions L p voir des travaux de Bos-Milman ([22]), Goetgheluck ([25]) et Baran
([4, 5]).
Notons encore que l’inégalité de Markov a été également étudiée en dimension infinie ;
nous renvoyons le lecteur aux travaux de Harris ([28]), Sarantopoulos ([47]), MuñozSarantopoulos ([36]), Révész-Sarantopoulos ([45]), Skalyga ([49]) et Baran ([6]).
Bibliographie
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Ꮿ∞ et Ꮽ∞ , Several Complex Variables (Stockholm, 1987/1988) (J. F. Fornaess, ed.), Math. Notes,
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Wiesław Pleśniak : Institut de mathématiques, Université Jagellonne de Cracovie, UL. Reymonta 4,
30-059 Kraków, Pologne
Courrier électronique : wieslaw.plesniak@im.uj.edu.pl
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https://openalex.org/W4372347577
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https://www.medrxiv.org/content/medrxiv/early/2023/05/05/2023.05.04.23289538.full.pdf
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COMMON ADOLESCENT MENTAL HEALTH DISORDERS SEEN IN FAMILY MEDICINE CLINICS IN GHANA AND NIGERIA
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medRxiv (Cold Spring Harbor Laboratory)
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medRxiv preprint COMMON ADOLESCENT MENTAL HEALTH DISORDERS SEEN IN FAMILY
MEDICINE CLINICS IN GHANA AND NIGERIA
1Kumbet JS, 2Oseni TIA, 3Mensah-Bonsu M, 4Damagum FM, 5Opare-Lokko EA, 6Namisango E
7Olawumi AL, 8Ephraim OC, 9Aweh B,
1Department of Family Medicine, Geriatric Medicine Sub Division, Federal Medical
Centre, Keffi, Nigeria. 2Department of Family Medicine, Ambrose Alli University, Ekpoma, Nigeria/Lifestyle
and Behavioural Medicine Unit, Department of Family Medicine, Irrua Specialist Teaching
Hospital, Irrua, Nigeria. 3Department of Family Medicine, Komfo Anokye Teaching Hospital, Kumasi, Ghana. 4Department of Family Medicine, Aminu Kano Teaching Hospital, Kano, Nigeria. 5Department of Family Medicine, Greater Accra Regional Hospital, Accra/Faculty of
Family Medicine, Ghana College of Physicians and Surgeons, Accra, Ghana. 6African Palliative Care Association/College of Health Sciences, Makerere University,
Kampala, Uganda
7 Department of Family Medicine, Aminu Kano Teaching Hospital, Kano, Nigeria. 8Department of Family Medicine, Alex Ekwueme Federal University Teaching Hospital,
Abakaliki, Nigeria
9Department of Mental Health and Behavioural Medicine, Irrua Specialist Teaching
Hospital, Irrua, Nigeria. Corresponding Author: Dr Tijani I. A. Oseni, Department of Family Medicine, Ambrose Alli
University, Ekpoma, Nigeria/Lifestyle and Behavioural Medicine Unit, Department of Family
Medicine, Irrua Specialist Teaching Hospital, Irrua, Nigeria. tijanioseni@aauekpoma.edu.ng
+2348036281897
NOTE: This preprint reports new research that has not been certified by peer review and should not be used to guide clinical practice. COMMON ADOLESCENT MENTAL HEALTH DISORDERS SEEN IN FAMILY
MEDICINE CLINICS IN GHANA AND NIGERIA 1Kumbet JS, 2Oseni TIA, 3Mensah-Bonsu M, 4Damagum FM, 5Opare-Lokko EA, 6Namisango E
7Olawumi AL, 8Ephraim OC, 9Aweh B, 1Department of Family Medicine, Geriatric Medicine Sub Division, Federal Medical
Centre, Keffi, Nigeria. Centre, Keffi, Nigeria. 2Department of Family Medicine, Ambrose Alli University, Ekpoma, Nigeria/Lifestyle
and Behavioural Medicine Unit, Department of Family Medicine, Irrua Specialist Teaching
Hospital, Irrua, Nigeria. 7 Department of Family Medicine, Aminu Kano Teaching Hospital, Kano, Nigeria. 8Department of Family Medicine, Alex Ekwueme Federal University Teaching Hospital,
Abakaliki, Nigeria 9Department of Mental Health and Behavioural Medicine, Irrua Specialist Teaching
Hospital, Irrua, Nigeria. Corresponding Author: Dr Tijani I. A. Oseni, Department of Family Medicine, Ambrose Alli
University, Ekpoma, Nigeria/Lifestyle and Behavioural Medicine Unit, Department of Family
Medicine, Irrua Specialist Teaching Hospital, Irrua, Nigeria. tijanioseni@aauekpoma.edu.ng
+2348036281897 NOTE: This preprint reports new research that has not been certified by peer review and should not be used to guide clinical practice. . CC-BY 4.0 International license
It is made available under a
is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review)
The copyright holder for this preprint
this version posted May 5, 2023. ;
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doi:
medRxiv preprint Methodology A descriptive cross-sectional study involving 302 Physicians practicing in Family Medicine
Clinics in Nigeria and Ghana who were randomly selected for the study. Data were collected using
self-administered semi-structured questionnaire, and were entered into excel spreadsheet before
analysing with IBM-SPSS version 22. Descriptive statistics using frequencies and percentages was
used to describe variables. Ethical approval was obtained prior to commencement of the study. Background Mental health disorders among adolescents is on the rise globally. For fear of stigmatization,
patients seldom present to mental health physicians. They are mostly picked during consultations
with Family Physicians. This study seeks to evaluate the common mental health disorders seen by
family Physicians in Family Medicine Clinics in Nigeria and Ghana. Conclusion Family Physicians in Nigeria and Ghana attend to a good number of adolescents with mental health
disorders in their Family Medicine clinics. There is the need for Family Physicians to have
specialized training and retraining to be able to recognize and treat adolescent mental health
disorders. This will help reduce stigmatization and improve the management of the disease thus
reducing the burden. Key Words: adolescent, mental health, disorder, family physicians, Ghana, Nigeria. Results Of the 302 Physicians recruited for the study, only 233 completed the study, in which 168 (72.1%)
practiced in Nigeria and 65 (27.9%) in Ghana. They were mostly in urban communities (77.3%)
and tertiary health facilities (65.2%). Over 90% of Family Medicine practitioners attended to
adolescents with mental health issues with over 70% of them seeing at least 2 adolescents with
mental health issues every year. The burden of mental health disorder was 16% and the common
mental health disorders seen were depression (59.2%), Bipolar Affective Disorder (55.8%),
Epilepsy (51.9%) and Substance Abuse Disorder (44.2%). . CC-BY 4.0 International license
It is made available under a
is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review)
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medRxiv preprint INTRODUCTION The burden of mental health disorders is on the rise globally. In 2019, 1 in every 8 people, or 970
million people around the world were living with a mental disorder, with anxiety and depressive
disorders the most common.1 In 2020, the amount of people living with anxiety and depressive
disorders rose considerably because of the COVID-19 pandemic.1,2 Adolescents are group of persons with chronological age 10-19 years of age. Adolescence is a
critically important stage of life for mental health and well-being of individuals, not only for the
reason that this is when young people acquire autonomy, social interaction, self-control, and rapid
learning, but also because the abilities and potentials formed in this period have a direct bearing
on their mental health for the rest of their lives.3 Although adolescents generally are highly
susceptible to mental health challenges, they receive very little attention, especially in developing
countries.4 Globally, one in seven of adolescents experiences a mental disorder, accounting for
13% of the global burden of disease in this age group with depression, anxiety and behavioural
disorders are among the leading causes of illness and disability among them.5 . CC-BY 4.0 International license
It is made available under a
is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review)
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this version posted May 5, 2023. ;
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medRxiv preprint . CC-BY 4.0 International license
It is made available under a
is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review)
The copyright holder for this preprint
this version posted May 5, 2023. ;
https://doi.org/10.1101/2023.05.04.23289538
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medRxiv preprint According to the World Health Organization, common mental disorders such as depression and
anxiety account for the largest proportion of mental, developmental and substance use disorders. Behavioural disorders including attention-deficit and hyperactivity disorder plus conduct disorder
are more prevalent among 10-14-year olds, while alcohol and drug use disorders become more
common in older adolescence (15-19-year olds). Statistical analysis Data were analysed using the Statistical Package for Social SciencesTM (IBM Corp, Armonk, NY,
USA) version 22.0. They were presented in tables and were described using frequencies and
percentages. Study Design and Setting The study was a descriptive cross-sectional study conducted among Family Physicians practising
in Nigeria and Ghana from May to September, 2022. It is part of a larger study with some of the
findings already published.12 The sample size was calculated to be 302 using fisher’s formula and
finite correction was made based on the total population of Family Physicians in each country:
1200 and 125 for Nigeria and Ghana respectively. The sample size (302) was proportionately
distributed to each country based on their population size at the time of data collection: Nigeria
had 254 while Ghana had 48 Family Physicians. The study sites included General Outpatient
Clinics of Teaching Hospitals, Specialist, General and District Hospitals and other Primary
Healthcare Centers, where Family Physicians practice in both countries. The consenting
Physicians were recruited into the study using multi-stage sampling methods. The validated semi-
structured self-administered questionnaire was administered to study participants. Other details of
the study design and methodology are contained in the published article.12 Authors did not have
access to information that could identify individual participants during or after data collection as
the study was anonymised. INTRODUCTION The total number in both age groups combined is
17 million young people, equivalent to almost 20% or one in five of the population in this age
group.3 A systematic review of studies from Sub-Saharan African countries revealed that 40.8%
of adolescents have emotional and behavioral problems, 29.8% have anxiety disorders, 26.9%
have depression, 21.5% have PTSD, and 20.8% have suicidal thoughts.6 One out of every six young Nigerian aged 15- 24 is suffering from poor mental health, according
to a report released by the United Nations Children Fund (UNICEF).7 A study in Nigeria found
that the prevalence of depression among adolescents ranged from 4.2% to 13.6%.8 In Ghana, WHO
estimated that 650,000 are suffering from a severe mental disorder and a further 2,166,000 are
suffering from a moderate to mild mental disorder and the treatment gap is 98% of the total
population.9 However, the prevalence of mental illness and its burden among adolescents is not
known on a national level.10 There is a dearth of mental health experts in West Africa. This is worsened by the stigma associated
with mental health disorders in the region. The WHO and World Organization of Family Doctors
(WONCA) advocates for the integration of mental health services into primary care as the most
viable way of closing the treatment gap and ensuring people get the mental health care they need.11
The aim of this study was to evaluate the common mental health disorders among adolescents as
seen by family Physicians in Family Medicine Clinics in Nigeria and Ghana. . CC-BY 4.0 International license
It is made available under a
is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review)
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medRxiv preprint . CC-BY 4.0 International license
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is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review)
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this version posted May 5, 2023. ;
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medRxiv preprint Ethical Consideration Ethical approval for the study was obtained from the Health Research Ethics Committee of Irrua
Specialist Teaching Hospital, Irrua, Nigeria (ISTH/HREC/20221403/275). . CC-BY 4.0 International license
It is made available under a
is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review)
The copyright holder for this preprint
this version posted May 5, 2023. ;
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doi:
medRxiv preprint . CC-BY 4.0 International license
It is made available under a
is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review)
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this version posted May 5, 2023. ;
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medRxiv preprint RESULTS A total of 233 Family Physicians completed the study (77.2% response rate), in which 65 (27.90%)
in Ghana and 168 (72.10%) in Nigeria participated in the study. They worked in facilities that were
mainly in the urban setting 180 (77.25%). Majority of the facilities were Tertiary institutions 152
(65.24%), which was either Teaching Hospitals or Federal Medical Centres. The socio-demographic characteristics are shown in Table 1. Table 1: Socio-demographic characteristics of respondents (N=233)
VARIABLE
FREQUENCY
PERCENTAGE
Country
Ghana
65
27.90
Nigeria
168
72.10
Location of Health Facility
Rural
53
22.75
Urban
180
77.25
Type of Facility
General/District Hospital
55
23.61
Teaching Hospital/Federal Medical Centre
152
65.24
Private/Mission Hospital
26
11.15 Table 1: Socio-demographic characteristics of respondents (N=233)
VARIABLE
FREQUENCY
PERCENTAGE Table 2 shows the adolescent mental health disorders seen in Family Medicine Clinics in Ghana
and Nigeria. Over 90% of Family Medicine practitioners attend to adolescents with mental health
issues with over 70% of them seeing at least 2 adolescents with mental health issues every year. . CC-BY 4.0 International license
It is made available under a
is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review)
The copyright holder for this preprint
this version posted May 5, 2023. ;
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doi:
medRxiv preprint . CC-BY 4.0 International license
It is made available under a
is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review)
The copyright holder for this preprint
this version posted May 5, 2023. ;
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doi:
medRxiv preprint . CC-BY 4.0 International license
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medRxiv preprint Table 2: Adolescent mental health disorders seen in primary care clinics (N=233)
VARIABLE
FREQUENCY
PERCENTAGE
Do you attend to adolescents
with mental health issues? (n=233)
Yes
212
90.99
No
21
9.01
How often do you attend to
adolescents with mental health
issues? RESULTS (n=212)
Often (> 3 patients a year)
33
15.57
Sometimes (2 – 3 patients a year)
117
55.19
Rarely (≤ 1 patient a year)
62
29.24 ble 2: Adolescent mental health disorders seen in primary care clinics (N=233) FREQUENCY
PERCENTAGE The burden of mental health disorder in this study was 16% and the distribution of the common
adolescent mental health disorders seen in Family Medicine Clinics in Ghana and Nigeria are as
shown in Table 3. Depression 138 (59.23%) was the most commonly seen disorder followed by
Bipolar Disorders 130 (55.79%), Epilepsy 121 (51.93%), and Substance Use Disorders 103
(44.21%) in that order. . CC-BY 4.0 International license
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medRxiv preprint Table 3: Common Adolescent Mental Health Disorders Seen in Primary Care Clinics
(N=233)
DISORDER
FREQUENCY
PERCENTAGE
Depression
138
59.23
Substance Use Disorders
103
44.21
Bipolar Disorders
130
55.79
Psychosis
52
22.32
Suicide or Self Harm
71
30.47
Schizoaffective Disorder
58
24.89
ADHD
39
16.74
Epilepsy
121
51.93
Enuresis
29
12.45 ommon Adolescent Mental Health Disorders Seen in Primary Care Clinics DISCUSSION The study participants and their distribution have already been described in another publication
from the study.12 Our study showed that 91% of respondents attend to adolescents with mental
health issues with over half of them attending to about two to three adolescents with mental health
disorders yearly. This is worrisome, it shows that the burden of adolescent mental health in primary
care is enormous. If not attended to, it usually leads to major mental problems including suicide
and self-harm which have been on the rise among adolescents.13,14 It calls for improved capacity
in the diagnosis and management of mental health disorders among Family Physicians. This is
particularly so as patients hardly present for care as they are generally stigmatized, shunned and
denied access to care by their families, caregivers and the society.15 The burden of mental health
disorders among adolescents in primary care in west Africa in this study (16%) is similar to the
Global findings of 14% burden of mental health disorders among adolescents5 and 16% burden
found by Robert et al in England.16 The high burden found in this study can be attributed to the . CC-BY 4.0 International license
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medRxiv preprint . CC-BY 4.0 International license
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medRxiv preprint large number of presentation of adolescent to primary care centres as compared to specialist
clinics, the fear of stigmatization of mental health disorders and the recent development of
subspecialty clinics such as adolescent clinics, and geriatric clinics in General outpatient clinics.3,10
Respondents reported a variety of mental health disorders seen. The most common disorder was
depression. This was followed by bipolar disorder, epilepsy and substance use disorders with the
least common disorders as enuresis, Attention Deficit Hyperactivity Disorder (ADHD), Psychosis
and Schizoaffective Disorders. DISCUSSION WHO report that 12 billion work hours and 1 trillion US dollars
are lost annually to depression and anxiety alone.17 On a global scale WHO stated in 2021 that
“Depression, anxiety and behavioural disorders are among the leading causes of illness and
disability among adolescents”,18 which is in tandem with this study having 59.23% of the
respondents treating depression. However, a study done in Nigeria and Ghana 8,19 had
Schizophrenia and Epilepsy as the commonest mental health disorders in Nigeria and Ghana
respectively. The above two studies were not done in primary care setting and Providers and
stakeholders had limited or no training in adolescent mental health and that could be the reason for
the slight difference. The high number of depressions among adolescent can be explained by the
high level of poverty and few numbers of specialist to attend to the huge burden of mental health
disorder among adolescents.3 Suicidal attempt, Suicide and Self Harm may be a complications or
an end spectrum of adolescent mental health disorders13, in this study 30.47% have suicidal attempt
and self-harm which is close to findings of a study done in SSA6 which slight difference may be
attributable to smaller number of countries involved in our own study. Bipolar disorder was the second leading mental health disorder identified in this study. This could
be due to the fact that the most frequent range of onset of bipolar disorder is between the ages of large number of presentation of adolescent to primary care centres as compared to specialist
clinics, the fear of stigmatization of mental health disorders and the recent development of
subspecialty clinics such as adolescent clinics, and geriatric clinics in General outpatient clinics.3,10 large number of presentation of adolescent to primary care centres as compared to specialist
clinics, the fear of stigmatization of mental health disorders and the recent development of
subspecialty clinics such as adolescent clinics, and geriatric clinics in General outpatient clinics.3,10
Respondents reported a variety of mental health disorders seen. The most common disorder was
depression. This was followed by bipolar disorder, epilepsy and substance use disorders with the
least common disorders as enuresis, Attention Deficit Hyperactivity Disorder (ADHD), Psychosis
and Schizoaffective Disorders. DISCUSSION WHO report that 12 billion work hours and 1 trillion US dollars
are lost annually to depression and anxiety alone.17 On a global scale WHO stated in 2021 that
“Depression, anxiety and behavioural disorders are among the leading causes of illness and
disability among adolescents”,18 which is in tandem with this study having 59.23% of the
respondents treating depression. However, a study done in Nigeria and Ghana 8,19 had
Schizophrenia and Epilepsy as the commonest mental health disorders in Nigeria and Ghana
respectively. The above two studies were not done in primary care setting and Providers and
stakeholders had limited or no training in adolescent mental health and that could be the reason for
the slight difference. The high number of depressions among adolescent can be explained by the
high level of poverty and few numbers of specialist to attend to the huge burden of mental health
disorder among adolescents.3 Suicidal attempt, Suicide and Self Harm may be a complications or
an end spectrum of adolescent mental health disorders13, in this study 30.47% have suicidal attempt
and self-harm which is close to findings of a study done in SSA6 which slight difference may be
attributable to smaller number of countries involved in our own study. Bipolar disorder was the second leading mental health disorder identified in this study. This could
be due to the fact that the most frequent range of onset of bipolar disorder is between the ages of Bipolar disorder was the second leading mental health disorder identified in this study. This could
be due to the fact that the most frequent range of onset of bipolar disorder is between the ages of
14-21 years; which falls with the adolescent and early adult age group.20 . CC-BY 4.0 International license
It is made available under a
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medRxiv preprint . CC-BY 4.0 International license
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medRxiv preprint In this study, epilepsy was placed third among adolescent mental illnesses. DISCUSSION This is not surprising
given that, compared to all other continents, Africa has the highest prevalence of epilepsy in
children and adolescents.21 According to a meta-analysis, there are 13–15 new cases of epilepsy
for every 1000 people in West Africa.22 This was attributed to the high prevalence of parasitic and
infectious diseases in Africa.21 The influence of epileptogenic recreational drugs and substances;
which are commonly used in this age group could also explain the high burden of seizure disorder
in them.21 The frequent exposure to computer screens, phone screens and flashing lights may also
predispose the adolescents to photosensitive epilepsies; which had been reported to be high among
them.23 Substance use disorder and suicide or self-harm were also prevalent among adolescent in this
study. This is similar to the findings of Birhanu et al in Ethiopia,24 Mavura et al in northern
Tanzania,25 and Volkow et al in the US.26 The reasons may not be unconnected to the high level
of peer influence, risk taking behavior and experimentation with substances due to developmental
changes and challenges in adolescence.24,25 The high burden of self-harm or suicide in this study
could be due to the strong relationship between substance abuse and suicide or self-harm
especially, among adolescents and young adults.27,28 There is an urgent need for Family Physicians to look out for adolescent mental health issues and
address them at the early stage before they progress to more complicated forms. There is also the
need for policy makers to increase awareness on the burden of mental health disorders among
adolescents and put measures in place to mitigate them. Limitations The study was conducted in two countries in West Africa. Though most Family Medicine Clinics
in the region are in these two countries, the results still may not be a true representation of the
entire region. Also, the study was conducted among doctors. However, relatively most primary
health care centres in the region are run by primary care nurses, community health officers and
community health extension workers. These categories of primary care providers were not
included in the study even though they attend to most of the patients presenting to primary care
facilities in these regions. Conclusion The prevalence of mental disorders among adolescents seen by Family Physicians in Family
Medicine clinics are high in Nigeria and Ghana. There is the need for Family Physicians to have . CC-BY 4.0 International license
It is made available under a
is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review)
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medRxiv preprint . CC-BY 4.0 International license
It is made available under a
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medRxiv preprint specialized training and retraining on mental health issues concerning adolescents. There is also a
need to have more subspecialty adolescent clinics in Family Medicine Clinics to be able to handle
adolescents’ challenges including recognising and treating adolescent mental health disorders
easily. There is also the need for high index of suspicion for these disorders in adolescents when
they present. Policy makers should also put measures in place to improve awareness and care for
patients. specialized training and retraining on mental health issues concerning adolescents. There is also a
need to have more subspecialty adolescent clinics in Family Medicine Clinics to be able to handle
adolescents’ challenges including recognising and treating adolescent mental health disorders
easily. There is also the need for high index of suspicion for these disorders in adolescents when
they present. Policy makers should also put measures in place to improve awareness and care for
patients. Funding Financing of the project was exclusively at the expense of the researchers. Financing of the project was exclusively at the expense of the researchers. Author Contribution SK, OTIA, MBM, DF, OLE and EO conceived the idea, designed the study and conducted the
study. NE analysed the data. All authors wrote the manuscript, edited and revised the manuscript
as well as approved the final copy of the manuscript. Conflicts of Interests The researchers declare that there is no conflict of interest whatsoever. The researchers declare that there is no conflict of interest whatsoever. . CC-BY 4.0 International license
It is made available under a
is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review)
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medRxiv preprint . CC-BY 4.0 International license
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medRxiv preprint Acknowledgement We thank Afriwon Research Group ARG of Afriwon Renaissance for bringing young researchers
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English
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Cellular retinoic acid-binding proteins are essential for hindbrain patterning and signal robustness in zebrafish
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https://escholarship.org/uc/item/85j204j4 UC Irvine Cellular Retinoic Acid-Binding Proteins Are Essential For Hindbrain Patterning and Signal
Robustness in Zebrafish UC Irvine
UC Irvine Previously Published Works
Title
Cellular Retinoic Acid-Binding Proteins Are Essential For Hindbrain Patterning and Signal
Robustness in Zebrafish
Permalink
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Nie, Q
Cai, A
Radtke, K
et al.
Publication Date
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UC Irvine Previously Published Works
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Cellular Retinoic Acid-Binding Proteins Are Essential For Hindbrain Patterning and Signal
Robustness in Zebrafish
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availalbe at https://creativecommons.org/licenses/by/4.0/ INTRODUCTION facilitating its degradation by Cyp26s (Boylan and Gudas, 1992;
Fiorella and Napoli, 1994; Won et al., 2004). Deletion of both
Crabp1 and Crabp2 in mice causes supernumerary digits on the
forelimb at low penetrance, but adults are otherwise viable
(Lampron et al., 1995), suggesting that other proteins can
compensate for Crabps in RA signaling (Romand et al., 2000). Morphogen gradients induce different cell fates depending on
concentration. Gradient shape is determined by the source and rate
of ligand production, as well as its transport properties and stability
(Ben-Zvi and Barkai, 2010; Sample and Shvartsman, 2010; Umulis
et al., 2010). Feedback mechanisms such as self-enhanced receptor-
mediated degradation also shape morphogen gradients and make
them robust (i.e. able to compensate for changes in morphogen
availability), as has been demonstrated for growth factors of the
TGF, Wingless (Wg) and Hedgehog (Hh) families (Eldar et al.,
2003; Lander, 2007; Meinhardt, 2009; Wartlick et al., 2009). The
vitamin A derivative retinoic acid (RA) determines the identities of
hindbrain rhombomeres along the anterior-posterior (A-P) axis
(Dupé and Lumsden, 2001; Maves and Kimmel, 2005; White et al.,
2007). However, unlike peptide morphogens, RA is hydrophobic
and is typically bound to soluble proteins. How these binding
proteins function in modulating RA signaling remains unclear. RA signaling is also remarkably robust, as might be expected for
a signal derived from a dietary precursor. Hindbrain development
occurs normally over a ~20-fold range of RA concentrations
(Hernandez et al., 2007; White and Schilling, 2008). We previously
developed a model explaining how robustness critically depends
upon negative feedback, and showed that RA induces expression
of the RA-degrading enzyme Cyp26a1 (White et al., 2007). However, our models suggest that self-enhanced degradation alone
can only account for a small fraction of the robustness. Crabps
might provide additional negative feedback by preventing ligand
access to receptors and facilitating degradation (Häcker et al., 2005;
Lander et al., 2007). Cellular RA-binding proteins (Crabps) bind RA with high
affinity and solubilize it intracellularly. Vertebrates have two highly
conserved Crabps, both of which transport RA to its receptors
(RARs) in vitro (Aström et al., 1991; Delva et al., 1999; Budhu et
al., 2001; Budhu and Noy, 2002). In addition, Crabp1 protects cells
from excess RA by binding it in the cytosol, away from RARs, and Here we show that, in contrast to mice, zebrafish Crabp2a and
Crabp2b are essential for expression of hoxb4 and hoxb5 in the
hindbrain. Powered by the California Digital Library
University of California eScholarship.org eScholarship.org RESEARCH REPORT
2150 Development 139, 2150-2155 (2012) doi:10.1242/dev.077065
© 2012. Published by The Company of Biologists Ltd Development 139, 2150-2155 (2012) doi:10.1242/dev.077065
© 2012. Published by The Company of Biologists Ltd SUMMARY The vitamin A derivative retinoic acid (RA) is a morphogen that patterns the anterior-posterior axis of the vertebrate hindbrain. Cellular retinoic acid-binding proteins (Crabps) transport RA within cells to both its nuclear receptors (RARs) and degrading
enzymes (Cyp26s). However, mice lacking Crabps are viable, suggesting that Crabp functions are redundant with those of other
fatty acid-binding proteins. Here we show that Crabps in zebrafish are essential for posterior patterning of the hindbrain and
that they provide a key feedback mechanism that makes signaling robust as they are able to compensate for changes in RA
production. Of the four zebrafish Crabps, Crabp2a is uniquely RA inducible and depletion or overexpression of Crabp2a makes
embryos hypersensitive to exogenous RA. Computational models confirm that Crabp2a improves robustness within a narrow
concentration range that optimizes a ‘robustness index’, integrating spatial information along the RA morphogen gradient. Exploration of signaling parameters in our models suggests that the ability of Crabp2a to transport RA to Cyp26 enzymes for
degradation is a major factor in promoting robustness. These results demonstrate a previously unrecognized requirement for
Crabps in RA signaling and hindbrain development, as well as a novel mechanism for stabilizing morphogen gradients despite
genetic or environmental fluctuations in morphogen availability. KEY WORDS: Danio rerio, Hindbrain, Morphogen KEY WORDS: Danio rerio, Hindbrain, Morphogen Anna Q. Cai1,2,3,*, Kelly Radtke2,4,5,*, Angela Linville4,5, Arthur D. Lander2,4,5, Qing Nie1,2,‡ and
Thomas F Schilling2,4,5,‡ Anna Q. Cai1,2,3,*, Kelly Radtke2,4,5,*, Angela Linville4,5, Arthur D. Lander2,4,5, Qing Nie1,2,‡ and
Thomas F. Schilling2,4,5,‡ 1Department of Mathematics, University of California Irvine, Irvine, CA 92697, USA.
2Center for Complex Biological Systems, University of California Irvine, Irvine, CA
92697, USA. 3School of Mathematics and Statistics, University of New South Wales,
Sydney NSW 2052, Australia. 4Department of Developmental and Cell Biology,
University of California Irvine, Irvine, CA 92697, USA. 5Developmental Biology
Center, University of California Irvine, Irvine, CA 92697, USA. INTRODUCTION In addition, Crabp2a is uniquely RA inducible and
required for robustness. When Crabp2a is depleted or
overexpressed, hindbrain patterning becomes hypersensitive to
exogenous RA. Computational models with which we simulate the
effects of Crabps on gradient robustness indicate that Crabps must
be present within a narrow concentration range and must deliver
RA both to its receptors and to Cyp26s for degradation. DEVELOPMENT *These authors contributed equally to this work
‡Authors for correspondence (qnie@math.uci.edu; tschilli@uci.edu) Morpholino (MO) and mRNA injections One-cell stage embryos were injected with 10 ng Crabp2a-MO1 (CGGG -
AATTTTACGATCCATCTTCCG) or 5 ng Crabp2b-MO1 (TGTTTTCT -
CCGTGTTAGATTCCATG). Two independent MOs for each gene –
Crabp2a-MO2 (TTCTGTCGTTCCTCTGAAAGTAACC) and Crabp2b-
MO2 (GTTTCTGCGTGTCTTTCTTTCACTC) – gave similar phenotypes,
confirming MO specificity. All MOs were designed to block translation. crabp2a:mCherry and crabp2b:mCherry constructs were generated by fusion
PCR of the crabp2a cDNA templates and mCherry from a Gateway vector
(Invitrogen) (for primers see supplementary material Table S1). Injections
were performed with 200 pg crabp2a:mCherry or crabp2b:mCherry mRNA
per embryo, alone or with each MO to confirm MO efficiency. For rescue
and overexpression experiments, two full-length crabp2a-pCS2 clones, one
with and one without the crabp2a-MO binding sites, were transcribed using
SP6 mMessage (Ambion). Modeling
h
d l The model was solved with our newly developed numerical solver
(supplementary material Appendices S1, S2), using a scaled domain x[0,1]
containing the RA gradient between 0≤x≤0.9. A domain of Cyp26a1 posterior
to x>0.9 creates a discontinuity in the gradient. Therefore, xref0.85 was used
and the gradient was modeled between x0 and x0.9. Established biological
ranges of parameter values were used or estimated within a realistic range
(supplementary material Appendix S3, Tables S2, S3). Exploration of
parameter space was performed on a logarithmic scale to include large orders
of magnitude. We measured robustness using a probability density
distribution N(E), interpreted as the probability of the system producing
robustness values in the range [E1,E2] with the following formula: ∫
<
<
=
E
E
E
N e de
Pr{
}
( )
. (1)
E
E
1
2
1
2 To determine the requirements for Crabps in signal robustness,
we treated embryos injected with Crabp2a-MO or Crabp2b-MO,
or both, during gastrulation with 1-10 nM RA (Fig. 2G-L). Surprisingly, Crabp2a-deficient embryos were ~10-fold more
sensitive to exogenous RA than wild-type RA-treated embryos;
Crabp2b-MO did not affect RA sensitivity alone or when
combined with Crabp2a-MO. Treatment of controls with 1 nM
RA caused no hindbrain defects (100%, n22; Fig. 2H), whereas
treatment of Crabp2a-MO-injected embryos virtually eliminated
the R3 domain of krox20 and pax2a expression at the midbrain-
hindbrain boundary (70%, n10; Fig. 2K). Defects resembled
those of controls treated with 10-fold higher amounts of RA
(100%, n18; Fig. 2I). By contrast, treatments of Crabp2a-
deficient embryos with 10 nM RA caused complete loss of
krox20 and anterior expansion of hoxb4 expression throughout
the hindbrain (100%, n8; Fig. 2L). These patterning defects
correlate with an expansion of Tg(RARE-gata2:NTD-eYFP)Id1
transgene expression in Crabp2a-deficient embryos treated with
1 nM exogenous RA (supplementary material Fig. S6) (Linville
et al., 2009). Thus, embryos lacking Crabp2a are hypersensitive
to small changes in exogenous RA and hindbrain patterning is
much less robust. (1) To ensure that N(E) was representative of the system, we performed
consistency checks using increasing numbers of simulations to find the
representative distribution. N(E) typically becomes invariant at ~10,000
simulations, but we included many more for higher resolution. RT-PCR and cloning To test functional requirements for Crabps we compared
hindbrain patterning in zebrafish embryos injected with antisense
morpholino oligonucleotides (MOs) targeting crabp2a and
crabp2b. MOs depleted each target effectively (supplementary
material Fig. S3) and specifically, and microinjection of crabp2a
mRNAs not recognized by MOs targeting their 5UTRs partially
rescued the morphant phenotypes (supplementary material Fig. S4). Embryos injected with either MO alone showed normal
patterns of krox20 (egr2 – Zebrafish Information Network) (R3,
R5) and reduced hoxb4 (71%, n14) and hoxb5 (100%, n25)
expression in R7 and spinal cord (Fig. 1A-C,I-K). By contrast,
embryos co-injected with Crabp2a-MO and Crabp2b-MO
completely lacked hoxb4 (73%, n15; Fig. 1D) and hoxb5a
(90%, n20; Fig. 1L) expression, suggesting a strong reduction
in RA signaling similar to that caused by the loss of aldh1a2
(Begemann et al., 2001). hoxb4 expression was not rescued by
treatment with 5-20 nM exogenous RA, despite a strong
posteriorization of the hindbrain (n14; Fig. 1E-H). Thus,
Crabps are required for RA-dependent Hox gene expression in
the posterior hindbrain. RT-PCR was performed with whole-embryo RNA preparations (for primers
see supplementary material Table S1). crabp2a and crabp2b were amplified
and cloned into pCS2 (Rupp et al., 1994) for mRNA synthesis. Embryo treatments Wild-type or Tg(RARE-gata2:NTD-eYFP)Id1 transgenic embryos (Perz-
Edwards et al., 2001) were treated with all-trans RA (Sigma) or
diethylaminobenzaldehyde (DEAB) as described previously (White et al.,
2007). Treatments began at 6 hours postfertilization (hpf) and continued
until embryos were fixed in 4% paraformaldehyde (PFA). Accepted 4 April 2012 2151
RESEARCH REPORT Crabps and retinoid signaling Crabp2a is RA inducible and required for signal
robustness Mammalian Crabp2 contains a retinoic acid response element
(RARE) and is RA inducible in vitro (Aström et al., 1994). We
examined crabp2a and crabp2b expression after treatment with
RA or an Aldh1a2 inhibitor (DEAB) during gastrulation. Whereas 1 nM RA had no effect on the expression of either gene
(data not shown), 10 nM RA induced crabp2a expression
throughout the CNS (Fig. 2A,B). Conversely, 5 mM DEAB
treatments, which phenocopy mutations in aldh1a2 (Begemann
et al., 2001), virtually eliminated crabp2a expression (Fig. 2C)
but had no effect on crabp2b (Fig. 2D-F; supplementary material
Fig. S5). Thus, RA is both necessary and sufficient to induce
crabp2a expression. In situ hybridization Antisense crabp2a and crabp2b mRNA probes were synthesized from
linearized pCS2 clones (Thisse et al., 2004). Bright-field in situ
hybridization and fluorescent images were acquired on a Zeiss Axioplan II
compound microscope with Improvision software. RESULTS AND DISCUSSION
A novel requirement for Crabps in Hox gene
expression Crabps facilitate interactions between RA and RARs in vitro (Aström
et al., 1991; Delva et al., 1999; Budhu and Noy, 2002), but also bind
RA in the cytosol preventing its entry into the nucleus and promoting
degradation (Boylan and Gudas, 1991; Boylan and Gudas, 1992;
Fiorella and Napoli, 1994; Chen et al., 2003). Consistent with
previous studies (Sharma et al., 2005) of the four zebrafish Crabps
(crabp1a, crabp1b, crabp2a, crabp2b), all but crabp1a were detected
during gastrulation (6-9 hpf; supplementary material Figs S1, S2). crabp2a and crabp2b remained expressed in the presumptive
hindbrain at 10-24 hpf. crabp2a was expressed in the posterior
hindbrain up to rhombomere (R) 4 (supplementary material Fig. S1)
and in the anterior spinal cord. crabp2b was initially expressed
throughout the ectoderm during gastrulation and became progressively
restricted to the anterior hindbrain (particularly R2) and somites
(supplementary material Fig. S1). These expression patterns suggest
overlapping but spatially and temporally distinct roles for each Crabp. DEVELOPMENT We also overexpressed Crabp2a and treated embryos with RA or
DEAB (Fig. 2M-R). Injection of 50-400 pg crabp2a mRNA caused
no hindbrain defects (92%, n65; Fig. 2M,P). However, treatment
of these embryos with 10 nM RA eliminated krox20 expression in
R3 and both krox20 and hoxb4 expression in R5 expanded 2152
RESEARCH REPORT Development 139 (12) Fig. 1. crabp2a and crabp2b are required for
zebrafish hindbrain patterning. (A-L)Whole-
mount in situ hybridization (ISH) for pax2a at the
midbrain-hindbrain boundary (MHB), krox20 in
rhombomere (R) 3 and R5, and hoxb4 (A-H) or
hoxb5 (I-L) in R7 and spinal cord at 18 hpf;
dorsal views, anterior left. Compared with
uninjected controls (A), morpholino (MO)
depletion of Crabp2a (B,J) or Crabp2b (C,K)
slightly reduces and co-injection (D,L) eliminates
hoxb4 and hoxb5 expression (arrows). Exogenous RA treatments (5-20 nM) that
posteriorize the hindbrain do not rescue hoxb4
expression (E-H). wt, wild type. anteriorly (64%, n11; Fig. 2N,Q). Conversely, Crabp2a-
overexpressing embryos were less sensitive to 10 mM DEAB (73%,
n15; Fig. 2R), which in uninjected embryos eliminated krox20
expression in R5 and all hoxb4 expression (89%, n18; Fig. 2O). Thus, excess Crabp2a also reduces robustness. varied up to 10-fold in each case (Fig. 3F-I; supplementary material
Figs S7, S8). For both increases (2-, 5-, 10-fold; Fig. 3F) and
decreases (2-, 5-, 10-fold; supplementary material Fig. RESULTS AND DISCUSSION
A novel requirement for Crabps in Hox gene
expression S9) in RA
synthesis, E values were consistently lower in models that included
Crabps and showed more simulations with extremely low E values
(E0-0.25) (Fig. 3F-I; supplementary material Fig. S9B-D). A computational model predicts crucial roles for
Crabps in robustness We modeled the effects of varying Crabp levels using randomly
generated parameter sets with 5-fold increases or decreases in RA
synthesis rate and simulated for 20 different Crabp synthesis rates Our previous computational model for RA signaling in the
zebrafish hindbrain was based on evidence that RA induces (and
Fgf inhibits) Cyp26a1 expression, thereby creating a feedback
system of RA degradation (White et al., 2007). This system cannot
explain the robustness over a 20-fold concentration range observed
experimentally (Hernandez et al., 2007; White and Schilling,
2008), suggesting that reversible binding to receptors and binding
proteins is crucial. To test this hypothesis, we expanded our model
to include equations that model RA interactions with RARs ([R] in
models) and Crabps ([BP]) (supplementary material Appendix S1;
Fig. 3A). Our model: (1) represents these in a reaction-diffusion
system in one spatial dimension (the A-P axis); (2) assumes that
extracellular RA diffuses; and (3) is solved at the steady state. The
new model captures receptor (ron/off) and/or binding protein (mon/off)
saturation by RA. RA-BP and RA-BP-RAR interactions (jA,B) have
been demonstrated (Dong et al., 1999), but there is no direct
evidence that RA-BP forms a complex with Cyp26, so we used
RAbpdeg to represent Crabp-assisted RA degradation. Fig. 2. crabp2a is RA inducible and required for signal
robustness. (A-F)Whole-mount ISH for crabp2a/b expression at 15
hpf; dorsal views, anterior left. crabp2a (A-C) is expressed posterior to
the R5/6 boundary, whereas crabp2b (D-F) expression is restricted to
somites. Treatment with 10 nM RA expands crabp2a expression
anteriorly throughout the CNS (B) but has no effect on crabp2b (E). Treatment with 5mM DEAB eliminates crabp2a expression (C) but does
not disrupt crabp2b (F). (G-R)pax2a, krox20 and hoxb4 expression at
18 hpf in uninjected controls (G-I), Crabp2a-MO-injected (J-L) and
crabp2a mRNA-injected embryos (M-R) treated with 1 nM RA (H,K), 10
nM RA (I,L,N,Q) or 10mM DEAB (O,R). so, somites. To study robustness characteristics, we sampled randomly
generated parameter sets (supplementary material Appendix S1),
comparing two values for the RA synthesis rate. We quantified the
change in the RA gradient with respect to a fold-change in the RA
synthesis of a ‘reference’ gradient, to define a robustness index
designated ‘E’ (Fig. 3B). E is the normalized mean horizontal shift
in two gradients between two thresholds y1 and y2 (representing
20% and 80% of the maximum reference value, respectively) when
RA synthesis (or any other parameter) is varied. A computational model predicts crucial roles for
Crabps in robustness (A)Schematic of RA signaling in one cell illustrating model
components: RA (red), Crabps (purple crescents), Cyp26s associated with endoplasmic reticulum (ER, blue), RA-degradation products ([deg], red
dots). Green arrows indicate components induced by RA and red inhibitory symbols indicate components repressed by RA. (B)A robustness index
(E) utilized: ∫
=
Δ
=
+
=
+
E
x y
y
y
x dy y
y
y
y
y
y
y
y
1
(
)
1
–
,
0.2(
–
)
,
0.8(
–
)
,
y
y
ref
ref
1
2
1
2
1
min
min
2
min
min
1
2 ∫
=
Δ
=
+
=
+
E
x y
y
y
x dy y
y
y
y
y
y
y
y
1
(
)
1
–
,
0.2(
–
)
,
0.8(
–
)
,
y
y
ref
ref
1
2
1
2
1
min
min
2
min
min
1
2 ∫
=
Δ
=
+
=
+
E
x y
y
y
x dy y
y
y
y
y
y
y
y
1
(
)
1
–
,
0.2(
–
)
,
0.8(
–
)
,
(2
y
y
ref
ref
1
2
1
2
1
min
min
2
min
min
1
2 (2) where ymin is the minimum value and yref(xref) is an imposed maximum value of the reference gradient. (C-E)Three examples of calculated gradients
very similar (C) or different (D,E) from the reference gradient (red line) across the hindbrain primordium (x-axis) and corresponding E values. (F-I)Probability density distributions (percentages, y-axis) of E values (x-axis) for models that either include binding proteins (solid lines) or do not
(dashed lines) for models with a 2-fold (black lines, G), 5-fold (blue lines, H) or 10-fold (red lines, I) increase in [RA]out synthesis rate. [Vbp] (supplementary material Fig. S10). Synthesis rates were
obtained by logarithmically dividing its parameter range
(supplementary material Appendix S3). The lowest E values
corresponded to an intermediate level of Vbp in both cases. This
suggests an optimal range of Crabp concentration, above or below
which robustness is compromised. To examine this in more detail,
E value distributions were generated for simulations with a 5-fold
increase in RA synthesis rate coupled with either a 5- or 10-fold
increase or a 2-fold decrease in the Crabp synthesis rate Vbp (Fig. 4A). A computational model predicts crucial roles for
Crabps in robustness Smaller E values
denote higher similarity between the two gradients and therefore a
more robust system (Fig. 3C-E). This integrates spatial information
across the entire signaling gradient as opposed to quantifying
robustness with respect to a threshold value at one location. Parameter space sampling combined with a robustness index
dramatically improves comparisons between systems because a
representative distribution of E values is produced for each one. T
tif i fl
f C b
RA i
l
b
t Fig. 2. crabp2a is RA inducible and required for signal Fig. 2. crabp2a is RA inducible and required for signal
robustness. (A-F)Whole-mount ISH for crabp2a/b expression at 15
hpf; dorsal views, anterior left. crabp2a (A-C) is expressed posterior to
the R5/6 boundary, whereas crabp2b (D-F) expression is restricted to
somites. Treatment with 10 nM RA expands crabp2a expression
anteriorly throughout the CNS (B) but has no effect on crabp2b (E). Treatment with 5mM DEAB eliminates crabp2a expression (C) but does
not disrupt crabp2b (F). (G-R)pax2a, krox20 and hoxb4 expression at
18 hpf in uninjected controls (G-I), Crabp2a-MO-injected (J-L) and
crabp2a mRNA-injected embryos (M-R) treated with 1 nM RA (H,K), 10
nM RA (I,L,N,Q) or 10mM DEAB (O,R). so, somites. Fig. 2. crabp2a is RA inducible and required for signal
robustness. (A-F)Whole-mount ISH for crabp2a/b expression at 15
hpf; dorsal views, anterior left. crabp2a (A-C) is expressed posterior to
the R5/6 boundary, whereas crabp2b (D-F) expression is restricted to
somites. Treatment with 10 nM RA expands crabp2a expression
anteriorly throughout the CNS (B) but has no effect on crabp2b (E). Treatment with 5mM DEAB eliminates crabp2a expression (C) but does
not disrupt crabp2b (F). (G-R)pax2a, krox20 and hoxb4 expression at
18 hpf in uninjected controls (G-I), Crabp2a-MO-injected (J-L) and
crabp2a mRNA-injected embryos (M-R) treated with 1 nM RA (H,K), 10
nM RA (I,L,N,Q) or 10mM DEAB (O,R). so, somites. DEVELOPMENT 2153
RESEARCH REPORT Crabps and retinoid signaling Fig. 3. Computational models indicate essential roles for Crabps in robustness. (A)Schematic of RA signaling in one cell illustrating model
components: RA (red), Crabps (purple crescents), Cyp26s associated with endoplasmic reticulum (ER, blue), RA-degradation products ([deg], red
dots). Green arrows indicate components induced by RA and red inhibitory symbols indicate components repressed by RA. (B)A robustness index
(E) utilized: Fig. 3. Computational models indicate essential roles for Crabps in robustness. A computational model predicts crucial roles for
Crabps in robustness E value distributions were lowest with a 5-fold increase in
Vbp, with many E values close to zero (Fig. 4A). Similarly, E value
distributions for simulations with a 5-fold decrease in RA synthesis
rate were lower when Vbp was increased (Fig. 4B; supplementary
material Fig. S11). These simulations show that proportional
changes in Crabp and RA synthesis produce the best robustness. of crabp2a ‘rescue’ mRNA and treating the embryos with 5 nM
exogenous RA. This relatively low amount of RA reduces krox20
expression in R3 in wild types (mild), whereas in Crabp2a-depleted
embryos R3 expression is lost and R5 is reduced (severe). Co-
injection of 100-200 pg/embryo crabp2a mRNA partially rescued
these phenotypes, whereas 25-50 pg had little effect and higher
amounts (>300 pg) increased the severity of the phenotype (Fig. 4C; supplementary material Fig. S4). DEVELOPMENT References Allenby, G., Janocha, R., Kazmer, S., Speck, J., Grippo, J. F. and Levin, A. A. (1994). Binding of 9-cis-retinoic acid and all-trans-retinoic acid to retinoic acid
receptors alpha, beta, and gamma. Retinoic acid receptor gamma binds all-
trans-retinoic acid preferentially over 9-cis-retinoic acid. J. Biol. Chem. 269,
16689-16695. Fig. 4. Robustness gains require Crabp-mediated RA degradation. Fig. 4. Robustness gains require Crabp-mediated RA degradation. (A,B)E value distributions for models with either a 5-fold increase (A) or
decrease (B) of RA synthesis rate with respect to 10- (green), 5-
(magenta), or 2-fold (red) increases in Vbp. (C)Percentages (x-axis) of
wild-type (blue bars), mild (red bars), moderate (green bars) and severe
(black bars) phenotypes resulting from injection of different amounts of
Crabp2a mRNA per embryo (y-axis) treated with 5 nM RA. (D,E)Simulations of 5-fold increases in RA synthesis rate in which
binding proteins: (1) have all three mechanisms; (2) do not transport RA
to receptors (jB0); (3) do not sequester RA (jA0); (4) do not transport
RA to Cyp26 degradation (rabpdeg0); (5) must bind RA to allow
degradation (radeg0); and (6) are absent. Fig. 4. Robustness gains require Crabp-mediated RA degradation. (A,B)E value distributions for models with either a 5-fold increase (A) or
decrease (B) of RA synthesis rate with respect to 10- (green), 5-
(magenta), or 2-fold (red) increases in Vbp. (C)Percentages (x-axis) of
wild-type (blue bars), mild (red bars), moderate (green bars) and severe
(black bars) phenotypes resulting from injection of different amounts of
Crabp2a mRNA per embryo (y-axis) treated with 5 nM RA. (D,E)Simulations of 5-fold increases in RA synthesis rate in which
binding proteins: (1) have all three mechanisms; (2) do not transport RA
to receptors (jB0); (3) do not sequester RA (jA0); (4) do not transport
RA to Cyp26 degradation (rabpdeg0); (5) must bind RA to allow
degradation (radeg0); and (6) are absent. Aström, A., Tavakkol, A., Pettersson, U., Cromie, M., Elder, J. T. and
Voorhees, J. J. (1991). Molecular cloning of two human cellular retinoic acid-
binding proteins (CRABP). Retinoic acid-induced expression of CRABP-II but not
CRABP-I in adult human skin in vivo and in skin fibroblasts in vitro. J. Biol. Chem. 266, 17662-17666. Aström, A., Pettersson, U., Chambon, P. and Voorhees, J. J. (1994). References Retinoic
acid induction of human cellular retinoic acid-binding protein-II gene
transcription is mediated by retinoic acid receptor-retinoid X receptor
heterodimers bound to one far upstream retinoic acid-responsive element with
5-base pair spacing. J. Biol. Chem. 269, 22334-22339. g
Begemann, G., Schilling, T. F., Rauch, G. J., Geisler, R. and Ingham, P. W. (2001). The zebrafish neckless mutation reveals a requirement for raldh2 in
mesodermal signals that pattern the hindbrain. Development 128, 3081-3094. Ben-Zvi, D. and Barkai, N. (2010). Scaling of morphogen gradients by an
expansion-repression integral feedback control. Proc. Natl. Acad. Sci. USA 107,
6924-6929. Crabps bind RA and prevent interactions with receptors, jA0
sequestering RA as [RA-BP] and allowing less [RA-R]
(supplementary material Figs S12, S13); and (3) Crabps transport
RA for degradation by Cyp26s. These roles are not mutually
exclusive. Boylan, J. F. and Gudas, L. J. (1991). Overexpression of the cellular retinoic acid
binding protein-I (CRABP-I) results in a reduction in differentiation-specific gene
expression in F9 teratocarcinoma cells. J. Cell Biol. 112, 965-979. Boylan, J. F. and Gudas, L. J. (1992). The level of CRABP-I expression influences
the amounts and types of all-trans-retinoic acid metabolites in F9
teratocarcinoma stem cells. J. Biol. Chem. 267, 21486-21491. To test each role computationally, we calculated E values for
models incorporating different combinations (Fig. 4D,E): (1) all
three functions; (2) only sequestration and degradation; (3)
transport to receptors and degradation; (4) transport to receptors
and sequestration; (5) degradation only when bound to RA
(RAdeg0); and (6) no binding proteins present. Simulations with
either 5-fold increases (Fig. 4D,E) or decreases (supplementary
material Fig. S14) in RA synthesis rate revealed that combined
positive and negative roles were most robust, particularly a model
incorporating all three roles. By contrast, a system without
sequestration was least robust. The receptor/sequestration model
(Fig. 4E) was less robust than the dual sequestration/degradation
model, suggesting that transport to Cyp26s is crucial for robustness
in the RA system. Budhu, A., Gillilan, R. and Noy, N. (2001). Localization of the RAR interaction
domain of cellular retinoic acid binding protein-II. J. Mol. Biol. 305, 939-949. Budhu, A. S. and Noy, N. (2002). Direct channeling of retinoic acid between
cellular retinoic acid-binding protein II and retinoic acid receptor sensitizes
mammary carcinoma cells to retinoic acid-induced growth arrest. Mol. Cell. Biol. 22, 2632-2641. DEVELOPMENT Chen, A. C., Yu, K., Lane, M. A. and Gudas, L. J. (2003). Acknowledgements
h
k
h Acknowledgements
We thank Lei Zhang, Tailin Zhang and Ines Gehring for technical assistance. Acknowledgements
We thank Lei Zhang, Tailin Zhang and Ines Gehring for technical assistance. Competing interests statement The authors declare no competing financial interests. Supplementary material
Supplementary material available online at
http://dev.biologists.org/lookup/suppl/doi:10.1242/dev.077065/-/DC1 Funding g
This study was supported by The National Institutes of Health [P50 GM-76516
to K.R., A.D.L., Q.N., T.F.S.; R01 GM-67247 to Q.N.; R01 NS-41353 to T.F.S.];
and the National Science Foundation [DMS-0917492 to Q.N.]. Deposited in
PMC for release after 12 months. g
This study was supported by The National Institutes of Health [P50 GM-76516
to K.R., A.D.L., Q.N., T.F.S.; R01 GM-67247 to Q.N.; R01 NS-41353 to T.F.S.];
and the National Science Foundation [DMS-0917492 to Q.N.]. Deposited in
PMC for release after 12 months. Competing interests statement
The authors declare no competing financial interests. Models suggest that Crabps facilitate RA
degradation Crabp2 in mice has a putative nuclear localization signal and can
form a complex with RA and RARs, while Crabp1 enhances the
formation of RA degradation products in vitro (Dong et al., 1999). Although our model does not distinguish between different Crabps,
it can address questions regarding how positive or negative roles
influence gradient robustness. We hypothesize three such roles: (1)
Crabps transport RA to receptors, jA in our models (Fig. 3A); (2) Based on these models, we tested the concentration range over
which Crabp2a promotes optimal robustness in the hindbrain
experimentally, by co-injecting Crabp2a-MO with a range of doses 2154
RESEARCH REPORT Development 139 (12) Development 139 (12) Fig. 4. Robustness gains require Crabp-mediated RA degradation. (A,B)E value distributions for models with either a 5-fold increase (A) or
decrease (B) of RA synthesis rate with respect to 10- (green), 5-
(magenta), or 2-fold (red) increases in Vbp. (C)Percentages (x-axis) of
wild-type (blue bars), mild (red bars), moderate (green bars) and severe
(black bars) phenotypes resulting from injection of different amounts of
Crabp2a mRNA per embryo (y-axis) treated with 5 nM RA. (D,E)Simulations of 5-fold increases in RA synthesis rate in which
binding proteins: (1) have all three mechanisms; (2) do not transport RA
to receptors (jB0); (3) do not sequester RA (jA0); (4) do not transport
RA to Cyp26 degradation (rabpdeg0); (5) must bind RA to allow
degradation (radeg0); and (6) are absent. These results are consistent with Crabps both facilitating
interactions between RA and RARs and promoting RA degradation
(Fig. 3A) (Dong et al., 1999). They help explain how hindbrain
patterning can be robust to a 20-fold range of RA concentrations
(Hernandez et al., 2007). They also reveal an essential role for
these proteins that can help explain why Crabps are so highly
conserved – zebrafish Crabp2a is 74% similar in protein sequence
to human CRABP2 (Sharma et al., 2003). The apparent lack of a
requirement for Crabps in mice might reflect differential
redundancies among fatty acid-binding proteins or differential
regulation in placental mammals at the level of maternal and extra-
embryonic tissues (Sapin et al., 1997; Zheng and Ong, 1998). References Homozygous deletion
of the CRABPI gene in AB1 embryonic stem cells results in increased CRABPII
gene expression and decreased intracellular retinoic acid concentration. Arch. Biochem. Biophys. 411, 159-173. Delva, L., Bastie, J. N., Rochette-Egly, C., Kraïba, R., Balitrand, N., Despouy,
G., Chambon, P. and Chomienne, C. (1999). Physical and functional
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Dong, D., Ruuska, S. E., Levinthal, D. J. and Noy, N. (1999). Distinct roles for
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Eldar, A., Rosin, D., Shilo, B. Z. and Barkai, N. (2003). Self-enhanced ligand
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early Drosophila embryo. Proc. Natl. Acad. Sci. USA 107, 10092-10096. Sapin, V., Ward, S. J., Bronner, S., Chambon, P. and Dollé, P. (1997). Differential expression of transcripts encoding retinoid binding proteins and
retinoic acid receptors during placentation of the mouse. Dev. Dyn. 208, 199-
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proteoglycans: the sweet side of development. Nat. Rev. Mol. Cell Biol. 6, 530-
541. Sharma, M. K., Denovan-Wright, E. M., Boudreau, M. E. and Wright, J. M. (2003). A cellular retinoic acid-binding protein from zebrafish (Danio rerio):
cDNA sequence, phylogenetic analysis, mRNA expression, and gene linkage
mapping. Gene 311, 119-128. Hernandez, R. E., Putzke, A. P., Myers, J. P., Margaretha, L. and Moens, C. B. (2007). Cyp26 enzymes generate the retinoic acid response pattern necessary
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E. M. and Wright, J. M. (2005). Differential expression of the duplicated
cellular retinoic acid-binding protein 2 genes (crabp2a and crabp2b) during
zebrafish embryonic development. Gene Expr. Patterns 5, 371-379. References Lampron, C., Rochette-Egly, C., Gorry, P., Dollé, P., Mark, M., Lufkin, T.,
LeMeur, M. and Chambon, P. (1995). Mice deficient in cellular retinoic acid
binding protein II (CRABPII) or in both CRABPI and CRABPII are essentially
normal. Development 121, 539-548. Thisse, B., Heyer, V., Lux, A., Alunni, V., Degrave, A., Seiliez, I., Kirchner, J.,
Parkhill, J. P. and Thisse, C. (2004). Spatial and temporal expression of the
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receptors and morphogen gradients. Bull. Math. Biol. 69, 33-54. Umulis, D. M., Shimmi, O., O’Connor, M. B. and Othmer, H. G. (2010). Organism-scale modeling of early Drosophila patterning via bone
morphogenetic proteins. Dev. Cell 18, 260-274. Linville, A., Radtke, K., Waxman, J. S., Yelon, D. and Schilling, T. F. (2009). Combinatorial roles for zebrafish retinoic acid receptors in the hindbrain and
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gradient formation. Cold Spring Harb. Perspect. Biol. 1, a001255. Maves, L. and Kimmel, C. B. (2005). Dynamic and sequential patterning of the
zebrafish posterior hindbrain by retinoic acid. Dev. Biol. 285, 593-605. White, R. J. and Schilling, T. F. (2008). How degrading: Cyp26s in hindbrain
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White, R. J., Nie, Q., Lander, A. D. and Schilling, T. F. (2007). Complex
regulation of cyp26a1 creates a robust retinoic acid gradient in the zebrafish
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gene expression in transgenic reporter zebrafish. Dev. Biol. 229, 89-101. Romand, R., Sapin, V., Ghyselinck, N. B., Avan, P., Le Calvez, S., Dollé, P.,
Chambon, P. and Mark, M. (2000). References Spatio-temporal distribution of cellular
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https://www.frontiersin.org/articles/10.3389/fmicb.2020.00415/pdf
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Comparison of Bacterial DNA Profiles in Mid-Trimester Amniotic Fluid Samples From Preterm and Term Deliveries
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Frontiers in microbiology
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cc-by
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ORIGINAL RESEARCH
published: 24 March 2020
doi: 10.3389/fmicb.2020.00415 Lisa Stinson1,2*†, Maria Hallingström3,4†, Malin Barman5, Felicia Viklund6,
Jeffrey Keelan1,2, Marian Kacerovsky7,8, Matthew Payne1,2‡ and Bo Jacobsson3,4,9‡ 1 Division of Obstetrics and Gynaecology, Faculty of Health and Medical Sciences, The University of Western Australia,
Crawley, WA, Australia, 2 Women and Infants Research Foundation, Subiaco, WA, Australia, 3 Department of Obstetrics
and Gynecology, Sahlgrenska University Hospital, Gothenburg, Sweden, 4 Department of Obstetrics and Gynecology,
Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden, 5 Food and Nutrition
Science, Department of Biology and Biological Engineering, Chalmers University of Technology, Gothenburg, Sweden,
6 Stockholm South General Hospital, Stockholm, Sweden, 7 Department of Obstetrics and Gynecology, Faculty of Medicine
in Hradec Kralove, University Hospital Hradec Kralove, Charles University, Hradec Kralove, Czechia, 8 Biomedical Research
Centre, University Hospital Hradec Kralove, Hradec Kralove, Czechia, 9 Department of Genetics and Bioinformatics, Area
of Health Data and Digitalization, Institute of Public Health, Oslo, Norway Keywords: amniotic fluid, bacteria, 16S rRNA, preterm birth, microbial invasion of amniotic cavity Edited by: *Correspondence:
Lisa Stinson
lisa.stinson@uwa.edu.au
†These authors have contributed
equally to this work and share first
authorship †These authors have contributed
equally to this work and share first
authorship ‡These authors have contributed
equally to this work and share senior
authorship Specialty section:
This article was submitted to
Evolutionary and Genomic
Microbiology,
a section of the journal
Frontiers in Microbiology
Received: 22 December 2019
Accepted: 27 February 2020
Published: 24 March 2020 Specialty section:
This article was submitted to
Evolutionary and Genomic
Microbiology,
a section of the journal
Frontiers in Microbiology Specialty section:
This article was submitted to
Evolutionary and Genomic
Microbiology,
a section of the journal
Frontiers in Microbiology Received: 22 December 2019
Accepted: 27 February 2020
Published: 24 March 2020 Comparison of Bacterial DNA
Profiles in Mid-Trimester Amniotic
Fluid Samples From Preterm and
Term Deliveries Lisa Stinson1,2*†, Maria Hallingström3,4†, Malin Barman5, Felicia Viklund6,
Jeffrey Keelan1,2, Marian Kacerovsky7,8, Matthew Payne1,2‡ and Bo Jacobsson3,4,9‡ Edited by: Edited by:
Andrés Moya,
University of Valencia, Spain University of Valencia, Spain
Reviewed by:
Fabien Magne,
University of Chile, Chile
Maria Dzunkova,
Joint Genome Institute, United States
*Correspondence:
Lisa Stinson
lisa.stinson@uwa.edu.au
†These authors have contributed
equally to this work and share first
authorship
‡These authors have contributed
equally to this work and share senior
authorship Reviewed by:
Fabien Magne,
University of Chile, Chile
Maria Dzunkova,
Joint Genome Institute, United States
*Correspondence:
Lisa Stinson
lisa.stinson@uwa.edu.au
†These authors have contributed
equally to this work and share first
authorship
‡These authors have contributed
equally to this work and share senior
authorship Reviewed by:
Fabien Magne,
University of Chile, Chile
Maria Dzunkova,
Joint Genome Institute, United States Infection and inflammation are well recognized causes of spontaneous preterm
delivery (PTD) (<37 gestational weeks) and adverse infant outcomes. To date, there
has been very little investigation into bacterial communities in amniotic fluid using
next generation sequencing technology. In particular, it is important to characterize
amniotic fluid bacterial profiles in complicated pregnancies as well as in asymptomatic
women to identify predictive bacterial DNA signatures. Here, 1198 mid-trimester
amniotic fluid samples from a cohort of Swedish women undergoing mid-trimester
genetic amniocentesis were screened for bacterial DNA using qPCR protocols
specifically designed to reduce the impacts of reagent contamination and human
DNA mispriming. The majority of samples were devoid of detectable bacterial DNA;
however, approximately a fifth of the cohort (19.9%) were 16S rRNA gene positive
in duplicate screening. Among these, nine women had a spontaneous PTD. These
nine women were matched with 18 healthy women with a delivery at term. We used
PacBio SMRT technology, coupled with appropriate negative extraction and PCR
controls, to sequence the full-length 16S rRNA gene in this subset of 27 women. The amniotic fluid samples contained low-abundance and low-diversity bacterial DNA
profiles. Species typically associated with spontaneous PTD were absent. We were not
able to identify any differences in the amniotic fluid bacterial DNA profiles of women
with a subsequent spontaneous PTD compared to women who delivered at term. The
findings suggest that, in a minor proportion of pregnancies, DNA from non-pathogenic
bacteria may be present in the amniotic fluid far earlier than previously reported. Early
detection of bacterial DNA in the amniotic fluid was, in this study, not associated with
spontaneous PTD. BACKGROUND The existence of an amniotic fluid microbiome is contentious;
however, there is some evidence to suggest that bacterial DNA
is commonly found in amniotic fluid at delivery (Collado et al.,
2016; Urushiyama et al., 2017; Wang et al., 2018; Stinson
et al., 2019a). It is not known when in gestation bacteria may
first be able to access the amniotic space. Apart from three
16S rRNA gene sequencing studies (Urushiyama et al., 2017;
Kayem et al., 2018; Zhu et al., 2018), studies of microbial
profiles in mid-trimester amniotic fluid to date have largely
relied on bacterial culture and targeted real-time PCR, and have
primarily focused on identifying pathogenic bacteria involved in
the etiology of spontaneous PTD (Watts et al., 1992; Bearfield
et al., 2002; Payne et al., 2014; Rowlands et al., 2017; Morimoto
et al., 2018). High quality data on the full microbial ecology
of mid-trimester amniotic fluid is lacking, making it difficult
to speculate on the extent to which bacterial DNA is found in
amniotic fluid at this time point. Importantly, by comparing
bacterial profiles in amniotic fluid samples from women with
a spontaneous PTD and those with a term delivery, we may
be able to identify a predictive microbiome signature of high-
risk pregnancies. The existence of a fetal or in utero microbiome (an ecosystem
of interacting microorganisms) in normal pregnancy remains
controversial (Collado et al., 2016; Stinson et al., 2016; de
Goffau et al., 2019). Numerous studies have investigated
bacterial colonization of the amniotic fluid in both complicated
and healthy pregnancies using culture-dependant and culture-
independent techniques. These studies have reported a diverse
range of results, with some finding that amniotic fluid was
devoid of bacteria (Rowlands et al., 2017), some finding that
all amniotic fluid samples contain bacteria (Collado et al.,
2016; Urushiyama et al., 2017; Wang et al., 2018; Zhu et al.,
2018), and yet others reporting a combination of positive and
negative samples (Watts et al., 1992; Mandar et al., 2001;
Bearfield et al., 2002; Mendz et al., 2013; Cobo et al., 2017;
Kayem et al., 2018; Lim et al., 2018; Morimoto et al., 2018;
Stinson et al., 2019a). BACKGROUND While pathogenic colonization of the
amniotic fluid has been well-documented and thoroughly studied
in the context of spontaneous preterm delivery (PTD; <37
gestational weeks) and fetal infection (DiGiulio, 2012; Mendz
et al., 2013; Stinson and Payne, 2019; Thorell et al., 2019),
little is known about the nature, origins, and significance of
any endemic amniotic fluid bacteria in normal pregnancies. In
particular, the timing and stability of such colonization remains
largely unexplored. Such information is important, as bacterial
populations in the amniotic fluid are likely to influence fetal
skin and gut colonization (via swallowing of the amniotic fluid
which begins at the end of the first trimester) which could have
important implications for the development and maturation of
the fetal immune system. There is currently a need for robust, well-controlled studies
of the bacterial content of amniotic fluid in normal and high-
risk pregnancies, particularly one which employs full-length 16S
rRNA gene sequencing and appropriate measures to reduce
external contamination so that low biomass microbiota can be
described with confidence. In the present study, we characterized
the bacterial DNA profiles of amniotic fluid collected during mid-
trimester genetic amniocentesis from women with no clinical
evidence of infection that went on to deliver at term or by
spontaneous PTD. To date, there has been limited characterization of bacterial
populations in amniotic fluid from uncomplicated pregnancies
using
next
generation
sequencing
(Collado
et
al.,
2016;
Urushiyama et al., 2017; Kayem et al., 2018; Lim et al.,
2018; Wang et al., 2018; Zhu et al., 2018; Stinson et al.,
2019a). Unfortunately, most previous studies are complicated
by the fact that appropriate and stringent extraction and
PCR controls were not used. None of these studies attempted
to eliminate reagent-derived contamination using laboratory-
based techniques, such as those previously described by our
group (Stinson et al., 2018). This makes it difficult to make
conclusions on the true level of bacterial DNA in their samples. Apart from being inadequately controlled, these studies have
all relied on short 16S rRNA gene amplicons with different
variable regions for their sequencing. While such an approach is
somewhat useful for broad community profiling without detailed
taxonomic information, it is not able to give accurate species
level assignment (Martinez-Porchas et al., 2016). Additionally,
the selection of the region of the 16S rRNA gene to be
sequenced can introduce bias into the results (Cruaud et al.,
2014; Tremblay et al., 2015). Citation: Stinson L, Hallingström M,
Barman M, Viklund F, Keelan J,
Kacerovsky M, Payne M and
Jacobsson B (2020) Comparison
of Bacterial DNA Profiles
in Mid-Trimester Amniotic Fluid
Samples From Preterm and Term
Deliveries. Front. Microbiol. 11:415. doi: 10.3389/fmicb.2020.00415 March 2020 | Volume 11 | Article 415 1 Frontiers in Microbiology | www.frontiersin.org Bacterial Profiles in Mid-Trimester AF Stinson et al. BACKGROUND Furthermore, some of these studies
used QIIME v1 for operational taxonomic unit (OTU) clustering
and taxonomic assignment, a platform which has been shown
to give inaccurate taxonomic assignments and to inflate the
number of OTUs in a sample when the default settings are used
(Edgar, 2017). Frontiers in Microbiology | www.frontiersin.org Cohort Selection the immediately preceding and following women in the cohort
(Figure 1), according to the following criteria: 1. Parity (primiparous or multiparous), 1. Parity (primiparous or multiparous), 2. BMI (matched according to WHO definitions of BMI
categories: underweight (<18.5); normal weight (18.5–
24.9); pre-obesity (25.0–29.9); and obesity class I–III
(≥30.0), 3. Smoking (yes/no), 4. IVF (yes/no), 5. Ethnicity [categorized according to Burchard et al. (2003):
Black or African American (Africans); White (Caucasians);
and Asian]. Sample Collection Three milliliter of amniotic fluid was collected for research
purposes (in addition to that collected for diagnostic use)
during mid-trimester genetic amniocentesis performed at 14–
20 gestational weeks at Sahlgrenska University Hospital/Östra,
Gothenburg, Sweden. Amniotic fluid samples were immediately
stored at 4–8◦C. The samples were centrifuged at 12,000 × g for
20 min at 4◦C to pellet the cells. Pellets were resuspended in 1 mL Cohort Selection Between September 2008 and July 2017, 3126 women underwent
a mid-trimester genetic amniocentesis at Sahlgrenska University
Hospital/Östra, Gothenburg, Sweden (Figure 1). Amniocentesis
was performed per clinical indications such as advanced maternal
age, anxiety, abnormal first-trimester combined screening or
family history of chromosomal abnormalities or genetic diseases. Women ≥18 years of age with a viable singleton pregnancy were
eligible. Women with multiple pregnancy, infectious diseases
(such as HIV or hepatitis B), who had known or suspected
fetal malformations as well as women undergoing amniocentesis
during times when study samples could not be collected
were considered ineligible (n = 763). Women who declined
participation, who had language difficulties and therefore could
not provide informed consent in Swedish, or if an insufficient
amount of fluid was retrieved during amniocentesis, were
considered excluded (n = 1148). The remaining 1215 women
were enrolled into the study. 16S rRNA gene data was retrieved
from 1198 women, of which 238 women tested positive in
the qPCR screen. Among these, nine healthy women had a
spontaneous PTD and they were matched with women who
delivered in gestational weeks 38+0 to 41+6 to a 1:2 ratio using March 2020 | Volume 11 | Article 415 Frontiers in Microbiology | www.frontiersin.org 2 Stinson et al. Bacterial Profiles in Mid-Trimester AF FIGURE 1 | Flow chart of the cohort and selection of cases and controls. E 1 | Flow chart of the cohort and selection of cases and controls sterile 1× PBS and frozen at −80◦C until processing. Samples
were initially shipped on dry ice to the Institute of Molecular
Biomedicine, Comenius University, Bratislava, Slovakia, where
200 µL of cell pellet resuspension from each sample was aspirated
under aseptic conditions for downstream analyses unrelated to
the current study. These samples were again frozen at −80◦C
and shipped on dry ice to the Division of Obstetrics and
Gynaecology, The University of Western Australia, Crawley,
WA, Australia, for microbial profiling analyses used in the
current study. Other samples were sent directly (on dry ice) to
the Division of Obstetrics and Gynaecology, The University of
Western Australia, Crawley, WA, Australia from Gothenburg,
Sweden. These had thus not been thawed. There was no difference
in the downstream 16S rRNA gene qPCR results between the
samples that were shipped initially to Slovakia and those that were
shipped directly to Australia. qPCR Screening The 1198 samples were screened for bacterial DNA using a
custom Taqman qPCR protocol, adapted from Yang et al. (2002)
with a new forward primer to improve coverage of Ureaplasma
spp. and Mycoplasma spp. The V6 region of the 16S rRNA gene
was amplified in 20 µL reactions containing 6 µL of template or
water (negative template control), 1× TaqMan Fast Advanced
Master Mix (Applied Biosystems), 0.9 µM each of the forward
(917F 5′-GAATTGACGGGGRCCCGC-3′) and reverse (1033R
5′-TGCGGGACTTAACCCAACA-3′) primers, 0.25 µM of probe
(5′-FAM-CACGAGCTGACGACARCCATGCA-TAMRA-3′), p
y
g
g
To obtain barcoded 16S rRNA gene amplicons, amplification
was carried out in two steps. The first PCR was carried
out in 50 µL reactions containing 7.5 µL of template or
water (negative template control), 1× AccuStart II ToughMix
(Quantabio), 0.3 µM each of the forward and reverse primers,
1.25 µL each of the ArcticZymes dsDNase and DTT, and
13.5 µL of water. The PCR amplification program consisted
of an initial heating step at 94◦C for 3 min; 40 cycles of
94◦C for 30 s, 55◦C for 30 s, and 72◦C for 2 min; and a
final extension step of 72◦C for 7 min. PCR reactions were
performed in a Veriti Thermal Cycler (Applied Biosystems). PCR products were visualized on a QIAXcel automated
electrophoresis system using a DNA high resolution gel
cartridge (run parameters OM500) to confirm the presence and
size of amplicons. and 0.95 µL of water. Master mix solutions were treated with
a PCR Decontamination Kit (ArcticZymes
R⃝), which consisted
of a double-stranded DNase (dsDNase) and DTT (which helps
to inactivate the dsDNase), as previously described (Stinson
et al., 2018). Briefly, master mix solutions (including primers
and probes) were treated with 0.5 µl of dsDNase and 0.5 µl
of DTT per 20 µl reaction, then incubated at 37◦C for 20 min
(dsDNase activation), followed by incubation at 60◦C for 20 min
(dsDNase inactivation). This treatment eliminated amplification
of background microbial DNA, preventing negative template
controls from reading as positive, and allowing positive/negative
calls to be made confidently. Each qPCR was run with three
negative template controls and a 1 ng human DNA control
(which reflected the average total DNA assay input per sample –
combined microbial and human), as human DNA is a known
confounder in low biomass 16S rRNA gene studies due to
16S rRNA gene primers/probes binding to human gDNA with
varying affinity (Kommedal et al., 2012). Amplification and Barcoding KingFisher Flex platform as per manufacturer’s instructions. One
blank extraction control (EC) was included in the center of each
96 deep-well plate. Amplification and Barcoding
Amniotic fluid samples from nine women with subsequent
spontaneous PTD and 18 matched controls with a delivery at
term (all of which were positive for bacterial DNA by qPCR
screen) were selected for full-length 16S rRNA gene sequencing. The primers 27F (5′-gcagtcgaacatgtagctgactcaggtcacAGRGTTY
GATYMTGGCTCAG-3′) and 1492R (5′-tggatcacttgtgcaagcat
cacatcgtagRGYTACCTTGTTACGACTT-3′) were used, with
universal UNITAG sequences (in lower case) and a 5′ amine
(NH4-C6) block attached to each primer. A set of three
barcoded UNITAG-F and 15 barcoded UNITAG-R primers were
designed to generate PacBio sequencing-ready amplicons, using
an asymmetric barcoding strategy. All primers were synthesized
and HPLC-purified by Integrated DNA Technologies. qPCR Screening For a sample to be
called positive, it had to have a cycle threshold (Ct) value at least
1 cycle less than the 1 ng human DNA control that was included
on the respective run. Utilizing this conservative approach, we
were able to account for mis-priming with human DNA on a
run-by-run basis. Samples were screened in duplicate to confirm
the findings, and only samples that produced positive results for
both replicates were considered positive. All samples were run
on a ViiA7 real-time PCR system (Life Technologies). Primary PCR products were purified using NucleoMag NGS
magnetic beads (Macherey-Nagel), normalized to 1 ng/µL, then
used as template in a secondary, nested PCR, in order to generate
asymmetrically barcoded amplicons. Secondary PCR was carried
out in 25 µL reactions containing 2 µL of template or water
(negative template control), 1× AccuStart II ToughMix, 0.3 µM
each of the forward and reverse primers, and 3 µL of water. The
PCR amplification program consisted of an initial heating step at
94◦C for 3 min; 10 cycles of 94◦C for 30 s, 55◦C for 30 s, and 72◦C
for 2 min; and a final extension step of 72◦C for 7 min. PacBio Sequencing Barcoded 16S rRNA gene amplicons obtained from the secondary
PCR were pooled in equimolar concentrations based on QIAXcel
quantitation of the target band. The pool was then concentrated
using NucleoMag NGS magnetic beads and eluted in 50 µL
of 1× TE. The pool was next visualized in a 1.2% agarose
gel using SYBR Safe DNA stain (Invitrogen) and bands of the
appropriate size were excised using a sterile disposable scalpel. Excised bands were purified using a QIAquick Gel Extraction
Kit as per manufacturer’s instructions. 500 ng of purified DNA
was used for library preparation at the Ramaciotti Centre for
Genomics, University of NSW, Sydney, NSW, Australia. Here,
SMRTbell adapters were ligated onto barcoded PCR products,
and the library was sequenced on a PacBio Sequel system on
a single SMRT cell. Sequence files were deposited to NCBI
Sequence Read Archive under accession number PRJNA602788. DNA Extraction Amniotic fluid suspensions were centrifuged at 40,000 × g for
5 min at 4◦C to pellet cells. Cell pellets were resuspended in
353 µL Buffer MBL/RNase A solution (QIAGEN) and DNA was
extracted using a QIAGEN MagAttract Microbial DNA Kit on the March 2020 | Volume 11 | Article 415 Frontiers in Microbiology | www.frontiersin.org 3 Bacterial Profiles in Mid-Trimester AF Stinson et al. Maternal and Neonatal Characteristics Maternal and Neonatal Characteristics
The medical and demographic details of the women being
screened for bacterial DNA are presented in Table 1. Cases of
missing data reflect women being lost to follow-up, women who
had an abortion or miscarriage, and women who were excluded
post-enrollment. We are not the first to screen amniotic fluid samples from mid-
trimester using universal 16S rRNA gene primers. Two previous
such studies have reported that 0 and 3% of samples were positive
for bacterial DNA (Rowlands et al., 2017; Kayem et al., 2018). Neither of these studies, however, reported any details of controls
used and in the case of Rowlands et al. (2017), who used a qPCR
assay, it is unclear if samples were truly negative or if Ct cut-
offvalue for a negative result was set based upon amplification
present in negative PCR controls (a common practice used
for distinguishing “positive” samples from background noise). Without the use of decontaminated reagents, negative controls
frequently appear at Cts similar to those of amniotic fluid in 16S
rRNA gene qPCR screening tests, making it incredibly difficult to
determine a true positive result. Data Analysis All qPCR data were analyzed using QuantStudioTM Real-Time
PCR Software, version 3.1 (Thermo Fisher Scientific) using
default settings (including both threshold and baseline set to
AUTO) to generate Ct values. Differences between characteristics
of subjects with positive or negative 16S rRNA gene results
and differences between cases and controls were analyzed with
Mann–Whitney U test for continuous variables, due to non-
parametric distribution of the variables, and with χ2 test or
Fishers exact test (if the expected value in any cell were 5 or less)
for dichotomous variables. Analyses were performed with IBM
SPSS Statistics, version 25). Sequence Data Analysis However, the
absence of detectable bacterial DNA in the majority of samples
suggests that our sample collection protocol did not introduce
ubiquitous contamination. load was not quantified in this study, previous reports suggest
that amniotic fluid contains 100–1000 16S rDNA copies/mL
(Urushiyama et al., 2017; Lim et al., 2018). Considering that there
is substantial 16S rRNA gene copy number variation within the
genomes of different bacterial species however, these estimates
do not correlate with CFU/mL and actual bacterial cell numbers
may be as low as 1/15th of these values, depending on the
bacterial species present (Kembel et al., 2012). Regardless, these
data emphasize the low biomass nature of this sample type. In
the present study, the average Ct value for the 16S rRNA gene
positive samples was 34.1 (range: 28.5–43.9). Using a previously
described enzymatic decontamination protocol (Stinson et al.,
2018), we were able to produce completely negative extraction
and PCR controls in our qPCR screen, and this, combined
with the use of a biologically relevant (in terms of quantity)
human DNA control with each run to account for any potential
mis-priming, allowed us to make positive/negative calls with
a higher level of sensitivity and accuracy. It should be noted
that we did not collect negative controls during sampling, and
so we are not able to assess the possibility of contamination
during sample collection and initial processing, a limitation
that is common in most microbiome studies. However, the
absence of detectable bacterial DNA in the majority of samples
suggests that our sample collection protocol did not introduce
ubiquitous contamination. Ureaplasma Screening Ureaplasma Screening
Samples that tested positive for bacterial DNA by 16S rRNA gene
qPCR (n = 238) were further screened for Ureaplasma parvum
and Ureaplasma urealyticum DNA. Reactions consisted of 6 µl
of template or water (negative template control), 1× TaqMan
Fast Advanced Master Mix (Applied Biosystems), 0.9 µM of each
of the forward (5′-AAGGTCAAGGTATGGAAGATCCAA-3′)
and reverse (5′-TTCCTGTTGCCCCTCAGTCT-3′) primers,
0.25 µM of the U. parvum and U. urealyticum probes (UU-parvo:
5′-FAM-TCCACAAGCTCCAGCAGCAATTTG-BHQ1-3′
and
UU-T960: 5′-VIC-ACCACAAGCACCTGCTACGATTTGTTC-
BHQ1-3′), and water to a final volume of 20 µL. Positive controls
consisting of purified U. parvum and U. urealyticum DNA were
included in each batch. March 2020 | Volume 11 | Article 415 Frontiers in Microbiology | www.frontiersin.org 4 Bacterial Profiles in Mid-Trimester AF Stinson et al. TABLE 1 | Pregnancy demographic characteristics of the cohort (n = 1198). Characteristic
Data available for n
Mean (range) or n (%)
Maternal age (y)
1198
36.4 (20–47)
Nulliparity
1194
319 (27%)
Preterm delivery
1159
78 (7%)
GA at delivery (weekday)
1159
39+4 (22+1–43+0)
GA at sampling (weekday)
1193
15+6 (13+6–22+1)
BMI at first prenatal visit
1171
24.5 (15.8–47.4)
Smoking at first prenatal visit
1189
62 (5.2%)
Diabetes type 2
1198
4 (0.33%)
Gestational diabetes
1198
15 (1.3%)
Male/female fetus ratio
1160
592/606 (49.4/50.6%)
Values are reported as mean (range) or n (percent). TABLE 1 | Pregnancy demographic characteristics of the cohort (n = 1198). Sequence Data Analysis PacBio raw reads were processed using the SMRT Link Analysis
software version 6.0 to obtain demultiplexed circular consensus
sequence (CCS) reads with a minimum of three full passes
and 99.9% sequence accuracy. Sequence data were processed
using the software package GHAP v2.1. GHAP is an in-house
amplicon processing pipeline developed by Paul Greenfield
(CSIRO, Australia) (Greenfield, 2017) built around tools from
USearch (Edgar, 2010) and The Ribosomal Database Project
(RDP) (Cole et al., 2014), combined with locally written tools
for generating OTU tables. BIOM files (McDonald et al., 2012)
generated by GHAP were analyzed using MicrobiomeAnalyst –
a web-based tool for statistical and visual analysis of microbiome
data (Dhariwal et al., 2017). Reads were initially denoised using
GHAP with a minimum number of three reads in a minimum
of two samples required to retain an OTU. Alpha diversity
was assessed as number of observed OTUs and Chao1 (species
level analysis). Beta diversity was assessed using PERMANOVA
and unweighted unifrac distances. Differential abundance was
calculated univariately. All p-values were calculated using
student’s t-test unless stated otherwise. load was not quantified in this study, previous reports suggest
that amniotic fluid contains 100–1000 16S rDNA copies/mL
(Urushiyama et al., 2017; Lim et al., 2018). Considering that there
is substantial 16S rRNA gene copy number variation within the
genomes of different bacterial species however, these estimates
do not correlate with CFU/mL and actual bacterial cell numbers
may be as low as 1/15th of these values, depending on the
bacterial species present (Kembel et al., 2012). Regardless, these
data emphasize the low biomass nature of this sample type. In
the present study, the average Ct value for the 16S rRNA gene
positive samples was 34.1 (range: 28.5–43.9). Using a previously
described enzymatic decontamination protocol (Stinson et al.,
2018), we were able to produce completely negative extraction
and PCR controls in our qPCR screen, and this, combined
with the use of a biologically relevant (in terms of quantity)
human DNA control with each run to account for any potential
mis-priming, allowed us to make positive/negative calls with
a higher level of sensitivity and accuracy. It should be noted
that we did not collect negative controls during sampling, and
so we are not able to assess the possibility of contamination
during sample collection and initial processing, a limitation
that is common in most microbiome studies. Ureaplasma spp. Were Not Detected in
Mid-Trimester Amniotic Fluid Samples p
Ureaplasma parvum and Ureaplasma urealyticum infection of
the intra-amniotic cavity is typically associated with spontaneous
PTD (Gray et al., 1992; Cassell et al., 1993; Horowitz et al.,
1995). Therefore, all samples that tested positive for bacterial
DNA by 16S rRNA gene qPCR (using primers optimized to
improve coverage of Ureaplasma spp.) were further screened for
U. parvum and U. urealyticum DNA using targeted qPCR (Yi
et al., 2005). All of these were found to be negative. Further, no
members of the Ureaplasma genus were identified by 16S rRNA
gene sequencing. These results are similar to those reported
by Payne et al. (2014) and Rowlands et al. (2017), both of
whom failed to detect Ureaplasma spp. DNA in mid-trimester
amniotic fluid from Australian women. Payne et al. (2014),
however, did detect Ureaplasma spp. DNA in two women (0.42%)
from their Chinese cohort. In contrast, Kayem et al. (2018)
screened 980 amniotic fluid samples taken for genetic testing
at 16–20 weeks gestation and reported that 12 samples (1.22%)
were positive for Ureaplasma spp. DNA (10 U. urealyticum and
2 U. parvum) by qPCR screening. Collectively the evidence
suggests that Ureaplasma spp. colonization of the amniotic cavity
in mid-gestation is a rare event. Values are reported as mean (range) or n (percent). Characteristic
Cases (n = 9)
Controls (n = 18)
p-Value
Maternal age (y)
36 (21–43)
36 (23–44)
0.94
Nulliparitya
2 (22%)
4 (22%)
1.00
GA at delivery (week+day)
34+6 (30+5–36+6)
39+3 (37+1–42+1)
< 0.001
GA at sampling (week+day)
15+4 (14+4–16+5)
15+5 (14+2–16+5)
0.78
Pre-pregnancy BMIa
24 (21–27)
24 (19–29)
0.78
Smoking during pregnancya
0 (0%)
0 (0%)
–
IVFa
1 (11%)
2 (22%)
1.00
Diabetes type 2
0 (0%)
0 (0%)
–
Gestational diabetes
0 (0%)
0 (0%)
–
Male/female fetus ratio
4/5 (44/56%)
7/11 (39/61%)
1.00
Values are reported as mean (range) or n (percent). aMatching criteria. Characteristic
Cases (n = 9)
Controls (n = 18)
p-Value Frontiers in Microbiology | www.frontiersin.org Bacterial DNA Is Present in Amniotic
Fluid in Mid-Pregnancy Of the samples that tested negative for bacterial
DNA 6 9% were from women with a spontaneous PTD There TABLE 2 | Pregnancy demographic characteristics for 16S rRNA gene positive
(n = 238) and negative (n = 960) samples. Characteristic
n
Positive
Negative
p-Value
Maternal age (y)
1198
37 (21–46)
37 (20–47)
0.90
Nulliparity
1194
65 (27%)
254 (27%)
0.81
Preterm delivery
1159
64 (7%)
14 (6%)
0.68
GA at delivery
(week+day)
1159
39+4 (30+5–43+0)
39+3 (22+1–43+0)
0.36
GA at sampling
(week+day)
1193
15+6 (14+2–20+4)
15+6 (13+6–22+1)
0.47
BMI at first prenatal
visit
1171
23.1 (16.9–45.4)
23.6 (15.8–47.4)
0.18
Smoking at first
prenatal visit
1189
15 (6%)
47 (5%)
0.38
Diabetes type 2
1198
4 (0.4%)
0 (0)%
1.0
Gestational
diabetes
1198
1 (0.%)
14 (1.5%)
0.33
Male/female fetus
ratio
1160 111/118 (48.5/51.5%) 481/450 (51.7/48.3%)
0.39
Values are reported as mean (range) or n (percent). TABLE 2 | Pregnancy demographic characteristics for 16S rRNA gene positive
(n = 238) and negative (n = 960) samples. to movement of the amniotic fluid, which can be thought of
as an extension of the fetal extra-cellular fluid. After fetal skin
keratinization occurs, the amniotic fluid changes in osmolality
and can no longer equilibrate with the fetus. The effect that
fetal skin keratinization has on the amniotic fluid microbiome
is unknown. The samples examined in the present study were
primarily taken prior to gestational week 20. The fetal skin
would not have acted as an effective barrier between the
amniotic fluid microbiome and the fetal extracellular fluid at this
stage in development. Description of Bacterial DNA Profiles in
Mid-Trimester Amniotic Fluid Overall, the amniotic fluid samples profiled here contained
low-abundance and low-diversity bacterial DNA profiles, as
was expected based on previous studies (Collado et al., 2016;
Urushiyama et al., 2017; Lim et al., 2018; Wang et al., 2018;
Figure 2). Of the 27 amniotic fluid samples sequenced, five (one
case and four controls) returned insufficient reads (≤50). Each
of these samples gave a clear positive signal on the qPCR screen,
but failed to produce an amplicon with the full-length 16S rRNA
gene primers used for sequencing, suggesting that the bacterial
DNA present in these samples were not covered by these primers. Overall, the amniotic fluid samples profiled here contained
low-abundance and low-diversity bacterial DNA profiles, as
was expected based on previous studies (Collado et al., 2016;
Urushiyama et al., 2017; Lim et al., 2018; Wang et al., 2018;
Figure 2). Of the 27 amniotic fluid samples sequenced, five (one
case and four controls) returned insufficient reads (≤50). Each
of these samples gave a clear positive signal on the qPCR screen,
but failed to produce an amplicon with the full-length 16S rRNA
gene primers used for sequencing, suggesting that the bacterial
DNA present in these samples were not covered by these primers. This raises the possibility that the full breadth of the amniotic
fluid bacterial communities present were not captured in this
study. Of the remaining samples, we recovered an average of 6503
reads per sample (range 1284–9563) and 12 OTUs per sample
(range 2–33). Here, our negative PCR controls were completely
negative, while our negative ECs were sporadically positive. Seven
taxa were detected in six ECs: Pelomonas puraquae, Casaltella
massiliensis, Staphylococcus pasteuri, Bosea eneae, Bosea vestrisii,
Acinetobacter beijerinckii, and Rhodobacter blasticus (Table 4). the 238 positive samples (6.1%) were from women with a
spontaneous PTD, four of which were iatrogenic (medically
indicated) PTD. Of the samples that tested negative for bacterial
DNA, 6.9% were from women with a spontaneous PTD. There
was also no difference in the average gestational age at sampling
for those that tested positive for bacterial DNA compared to those
that tested negative (p = 0.47). Our data indicate that in some
pregnancies, bacterial DNA is present in the amniotic fluid at
14–20 weeks gestation. However, in the majority of cases, the
amniotic fluid appears sterile at this gestational age. Presence of
bacterial DNA in the amniotic cavity at mid-trimester did not
predict spontaneous PTD in our cohort. Bacterial DNA Is Present in Amniotic
Fluid in Mid-Pregnancy Of the 1198 mid-trimester amniotic fluid samples screened
by qPCR, 238 (19.9%) contained detectable levels of bacterial
DNA. Each of these samples was confirmed as positive for
bacterial DNA in duplicate screening. Pregnancy demographic
characteristics for 16S rRNA gene positive (n = 238) and negative
(n = 960) samples are presented in Table 2, with no significant
differences between the groups. As in Table 1, missing data is due
to lost to follow-up, women with an abortion or miscarriage and
women who were excluded post-enrollment. Although bacterial Interestingly, our detection of bacterial DNA in the amniotic
fluid was not associated with spontaneous PTD. Only 14 of March 2020 | Volume 11 | Article 415 Frontiers in Microbiology | www.frontiersin.org 5 Bacterial Profiles in Mid-Trimester AF Stinson et al. TABLE 2 | Pregnancy demographic characteristics for 16S rRNA gene positive
(n = 238) and negative (n = 960) samples. Characteristic
n
Positive
Negative
p-Value
Maternal age (y)
1198
37 (21–46)
37 (20–47)
0.90
Nulliparity
1194
65 (27%)
254 (27%)
0.81
Preterm delivery
1159
64 (7%)
14 (6%)
0.68
GA at delivery
(week+day)
1159
39+4 (30+5–43+0)
39+3 (22+1–43+0)
0.36
GA at sampling
(week+day)
1193
15+6 (14+2–20+4)
15+6 (13+6–22+1)
0.47
BMI at first prenatal
visit
1171
23.1 (16.9–45.4)
23.6 (15.8–47.4)
0.18
Smoking at first
prenatal visit
1189
15 (6%)
47 (5%)
0.38
Diabetes type 2
1198
4 (0.4%)
0 (0)%
1.0
Gestational
diabetes
1198
1 (0.%)
14 (1.5%)
0.33
Male/female fetus
ratio
1160 111/118 (48.5/51.5%) 481/450 (51.7/48.3%)
0.39
Values are reported as mean (range) or n (percent). TABLE 3 | Pregnancy demographic characteristics for cases (spontaneous
preterm delivery (<37 gestational weeks; n = 9) and controls (delivery at term;
n = 18). Characteristic
Cases (n = 9)
Controls (n = 18)
p-Value
Maternal age (y)
36 (21–43)
36 (23–44)
0.94
Nulliparitya
2 (22%)
4 (22%)
1.00
GA at delivery (week+day)
34+6 (30+5–36+6)
39+3 (37+1–42+1)
< 0.001
GA at sampling (week+day)
15+4 (14+4–16+5)
15+5 (14+2–16+5)
0.78
Pre-pregnancy BMIa
24 (21–27)
24 (19–29)
0.78
Smoking during pregnancya
0 (0%)
0 (0%)
–
IVFa
1 (11%)
2 (22%)
1.00
Diabetes type 2
0 (0%)
0 (0%)
–
Gestational diabetes
0 (0%)
0 (0%)
–
Male/female fetus ratio
4/5 (44/56%)
7/11 (39/61%)
1.00
Values are reported as mean (range) or n (percent). aMatching criteria. the 238 positive samples (6.1%) were from women with a
spontaneous PTD, four of which were iatrogenic (medically
indicated) PTD. Description of Bacterial DNA Profiles in
Mid-Trimester Amniotic Fluid the 238 positive samples (6.1%) were from women with a
spontaneous PTD, four of which were iatrogenic (medically
indicated) PTD. Of the samples that tested negative for bacterial
DNA, 6.9% were from women with a spontaneous PTD. There
was also no difference in the average gestational age at sampling
for those that tested positive for bacterial DNA compared to those
that tested negative (p = 0.47). Our data indicate that in some
pregnancies, bacterial DNA is present in the amniotic fluid at
14–20 weeks gestation. However, in the majority of cases, the
amniotic fluid appears sterile at this gestational age. Presence of
bacterial DNA in the amniotic cavity at mid-trimester did not
predict spontaneous PTD in our cohort. Demographic details of the cases and controls which were
selected for bacterial profiling are presented in Table 3. There
were no significant differences between the groups. The potential exposure of the fetus to bacteria at this early
gestational age is of particular interest, as the fetal skin does
not keratinize until approximately 20 weeks gestation (Wiberg-
Itzel, 2012). Prior to this stage, the fetal skin offers no resistance March 2020 | Volume 11 | Article 415 6 Bacterial Profiles in Mid-Trimester AF Stinson et al. However, in cases where one of these OTUs was detected in an
EC, it was not detected in the samples that were extracted in that
batch, suggesting that extraction-based contamination was not a
contributor to our results. However, in cases where one of these OTUs was detected in an
EC, it was not detected in the samples that were extracted in that
batch, suggesting that extraction-based contamination was not a
contributor to our results. Saccharibacteria (TM7 human oral clone), an extremely small
coccus (200–300 nm) that until recently has been uncultivated,
but is ubiquitous in numerous environments (He et al.,
2015). It is important to note that Saccharibacteria was not
a particularly good match for this particular OTU, with only
92.6–93% sequence homology. This might indicate that these
OTUs belong not to Saccharibacteria, but to a related, as-yet
undescribed bacteria (for example, an uncultivated clade of At the species level, amniotic fluid samples were dominated
by reads that mapped to Saccharibacteria (TM7 oral clone),
Acidovorax temperans, Tepidimonas taiwanensis, and P. puraquae
(Figure 3). Description of Bacterial DNA Profiles in
Mid-Trimester Amniotic Fluid Although the sequence matched
reasonably well to this particular bacterium, a 2.8% difference
in a 1.5 kb amplicon represents a 42 bp difference in the 16S
rRNA gene. It is, therefore, possible that this OTU belongs
to an as yet uncharacterized bacterium. This sequence was
not detected in any of the negative controls. Four samples
contained reads that mapped to P. puraquae with a high level
of sequence homology (99.5%). P. puraquae is a relatively
uncharacterized bacteria, first isolated in 2007 from hemodialysis
water (Gomila et al., 2007), and previously reported in amniotic
fluid samples collected during cesarean section (Stinson et al.,
2019a) and in endometrial samples (Fang et al., 2016; Verstraelen
et al., 2016). It is a Gram-negative, motile rod with a single
polar flagellum. Although P. puraquae is often thought of as
a contaminant in microbiome research (Salter et al., 2014), it
was present in only one of the eight ECs taken here and in
neither of the two PCR controls. The ECs processed in the
same batch as the samples that contained reads mapping to
P. puraquae did not contain reads mapping to P. puraquae
themselves. Although this species has not previously been
identified in mid-trimester amniotic fluid samples, Urushiyama
et al. (2017) reported finding reads that mapped to Pelomonas Other less abundant OTUs identified here are in line with
those previously documented in mid-trimester amniotic fluid
samples by others. Four of our samples contained reads that
mapped to Propionibacterium acnes, which has previously been
identified in mid-trimester amniotic fluid (Urushiyama et al.,
2017; Zhu et al., 2018) as well as in amniotic fluid at term (Collado
et al., 2016; Stinson et al., 2019a). We also identified reads
that mapped to Bacillus sp. (which could not be differentiated
between Bacillus anthracis, Bacillus cereus, Bacillus mycoides,
Bacillus pseudomycoides, Bacillus thuringiensis, and Bacillus
weihenstephanensis) and Bacillus niabensis. Reads that map to
species of the Bacillus genus have been consistently reported in
previous studies of the mid-trimester amniotic fluid microbiome
(Urushiyama et al., 2017; Kayem et al., 2018; Zhu et al.,
2018). Other genera detected here that have also been detected
using short sequence technology in mid-trimester amniotic fluid
include Arthrobacter sp., Streptococcus sp., Staphylococcus sp.,
Massilia sp., and Paenibacillus sp. (Urushiyama et al., 2017;
Kayem et al., 2018; Zhu et al., 2018). Description of Bacterial DNA Profiles in
Mid-Trimester Amniotic Fluid Interestingly, bacterial
species typically associated with ascending intrauterine infection
and preterm labor were not detected in this study (Keelan et al.,
2016). This supports the view that invasion by such species
represents a pathological event that likely occurs after 20 weeks’
gestation, whereas potential colonization by the species identified
in this study occurs much earlier and is non-pathogenic. Description of Bacterial DNA Profiles in
Mid-Trimester Amniotic Fluid Eleven samples contained reads that mapped to FIGURE 2 | Abundance (number of reads) of bacterial species detected in mid-trimester amniotic fluid samples from women with spontaneous preterm delivery
(cases, n = 9) and women with a delivery at term (matched controls, n = 18). FIGURE 2 | Abundance (number of reads) of bacterial species detected in mid-trimester amniotic fluid samples from women with spontaneous preterm delivery
(cases, n = 9) and women with a delivery at term (matched controls, n = 18). FIGURE 2 | Abundance (number of reads) of bacterial species detected in mid-trimester amniotic fluid samples from women wit
(cases, n = 9) and women with a delivery at term (matched controls, n = 18). TABLE 4 | Bacterial taxa (number of reads) detected in negative extraction controls (EC) and negative PCR controls (NTC, no template controls). Species
EC1
EC2
EC5
EC6
EC7
EC8
EC10
EC11
NTC1
NTC2
Casaltella massiliensis
10170
Pelomonas puraquae
6075
Bosea eneae
1719
Bosea vestrisii
1338
Acinetobacter beijerinckii
2236
Staphylococcus pasteuri
208
601
Rhodobacter blasticus
525
Frontiers in Microbiology | www.frontiersin.org
7
March 2020 | Volume 11 | Article 415 March 2020 | Volume 11 | Article 415 Stinson et al. Bacterial Profiles in Mid-Trimester AF FIGURE 3 | Percent abundance (highest to lowest) of bacterial species in all mid-trimester amniotic fluid samples (n = 27). FIGURE 3 | Percent abundance (highest to lowest) of bacterial species in all mid-trimester amniotic fluid samples (n = 27). saccharophila in mid-trimester amniotic fluid samples using short
read sequencing. TM7). Six samples contained reads that mapped to A. temperans
with a reasonably good level of sequence homology (98.3%). A. temperans is a Gram-negative rod with mega-pili on its
surface, and has previously been isolated from various clinical
and environmental samples, including urine, cervical swabs, and
wastewater (Willems et al., 1990). This species has not previously
been identified in amniotic fluid. Four samples contained reads
that mapped to T. taiwanensis with 97.2% sequence homology. T. taiwanensis is a relatively uncharacterized bacteria that was
first described in 2006 in hot springs (Chen et al., 2006). It
is a Gram-negative, motile rod with a single polar flagellum. Given that T. taiwanensis is a thermophile found at moderately
high temperatures (50–60◦C), it is unlikely to be the correct
identity for this particular OTU. Frontiers in Microbiology | www.frontiersin.org Contribution to the “Sterile Womb”
Debate The idea that the womb is sterile continues to be hotly debated
in both scientific and lay circles. The data presented here at
the very least support the notion that exposure to bacterial
DNA may occur prior to birth in some healthy pregnancies. Further, we have provided evidence that this exposure occurs
early in pregnancy. Although we do not know if this DNA
is representative of live, biologically active cells, due to our
carefully controlled processing protocols, it is unlikely to be
cell-free bacterial DNA. However, questions remain around the
interpretation of such data. Low biomass samples are notoriously
difficult to accurately characterize, and the interpretation of
data from these environments must be performed cautiously
(Stinson et al., 2019b). As in all other microbiome studies,
there is also always a risk of contamination. Although we have
used rigorous experimental controls and decontaminated PCR
reagents, it should be kept in mind that we did not include
any negative controls during sampling. Further, the observed
bacterial signatures in these samples do not necessarily imply
the presence of a true “microbiome” (that is, an ecological
system of interacting organisms and their environment). Our
results might reflect the presence of bacteria that are transferred
from mother to fetus, but are not suited to survive within
the womb. These bacteria may therefore be transiently present,
but not true colonizers. Indeed, this may explain the low
abundance of bacteria in our samples. If a true microbiome
was established this early in pregnancy, we might expect it to
become increasingly abundant after months of incubation in
utero. However, data from other studies of the amniotic fluid
microbiome suggest that it remains low abundance at term
(Collado et al., 2016; Urushiyama et al., 2017; Stinson et al.,
2019a). Another explanation for the low titer of bacteria found
within the intra-amniotic space is the presence of both fetal and
maternal immunological components in amniotic fluid which
may suppress bacterial growth [for instance maternal and fetal
neutrophils (Gomez-Lopez et al., 2017)]. Alternatively, non-
bacterial microbial elements such as bacteriophages may curate
bacterial communities in utero and prevent them from expanding
in biomass; a previous study has already reported that nearly all
reads associated with viruses in amniotic fluid were associated
with bacteriophages (Lim et al., 2018). Previously, Urushiyama et al. (2017) profiled amniotic fluid
samples obtained during cesarean section from pregnancies
with various stages of chorioamnionitis. Comparison of Mid-Trimester Bacterial
DNA Profiles From Term and Preterm
Pregnancies We were unable to identify any significant differences in bacterial
DNA profiles of amniotic fluid from women with a spontaneous
PTD or a delivery at term. There was no difference in alpha March 2020 | Volume 11 | Article 415 Frontiers in Microbiology | www.frontiersin.org Frontiers in Microbiology | www.frontiersin.org 8 Bacterial Profiles in Mid-Trimester AF Stinson et al. diversity of cases and controls (number of observed OTUs
p = 0.87; Chao1 p = 0.44) (Figure 4). Nor was there any difference
in beta diversity of cases and controls (PERMANOVA p = 0.534). None of the species detected here varied in abundance between
cases and controls upon univariate analysis. not find any differences in the alpha diversity of amniotic
fluid samples from women with a spontaneous PTD compared
to women with a term delivery. However, given the low
number of spontaneous PTD in our cohort and the lack
of data on placental pathology, we are unable to clarify
this question here. We may have been unable to identify any predictive bacterial
DNA signatures for spontaneous PTD due to the gestational age
at which these samples were taken. Spontaneous PTD-associated
bacteria have previously been detected in amniotic fluid samples
early in gestation [Ureaplasma spp. at 20 weeks (Han et al., 2009;
Romero et al., 2014), Fusobacterium spp. at 21 weeks (Han et al.,
2009), and U. parvum, Citrobacter koseri and viridans group
streptococcus at 22 weeks (Han et al., 2009; Romero et al., 2014)],
but not prior to 20 weeks. The average gestational age at which
the present samples were taken was 15+6 weeks. It may have
been more informative for our purposes to collect amniotic fluid
samples later in the second trimester; however, amniocentesis is
not routinely performed at this stage of pregnancy, making such
a study unfeasible. Further, ours was a cohort of asymptomatic
women presenting for genetic amniocentesis, while previous
detection of early pathogenic colonization of amniotic fluid has
occurred in women presenting with spontaneous preterm labor
and preterm rupture of membranes. Contribution to the “Sterile Womb”
Debate As well as identifying
pathogenic bacteria in cases of high grade chorioamnionitis,
these authors also found an inverse relationship between
alpha diversity and chorioamnionitis severity. This might
suggest that amniotic fluid with a low diversity of bacteria
is more vulnerable to infection than amniotic fluid with a
high diversity of bacteria. Conversely, these data might also
suggest that intra-amniotic infection with pathogenic bacteria
reduces amniotic fluid diversity. Their data therefore poses
a chicken or the egg question: Does low diversity precede
infection, or does infection result in low diversity? We did FIGURE 4 | Alpha diversity (number of observed operational taxonomic units)
in cases (n = 9) and controls (n = 18). REFERENCES Dhariwal, A., Chong, J., Habib, S., King, I. L., Agellon, L. B., and Xia, J. (2017). MicrobiomeAnalyst: a web-based tool for comprehensive statistical, visual and
meta-analysis of microbiome data. Nucleic Acids Res. 45, W180–W188. doi:
10.1093/nar/gkx295 Bearfield, C., Davenport, E. S., Sivapathasundaram, V., and Allaker, R. P. (2002). Possible association between amniotic fluid micro-organism infection and
microflora in the mouth. BJOG 109, 527–533. doi: 10.1111/j.1471-0528.2002. 01349.x DiGiulio, D. B. (2012). Diversity of microbes in amniotic fluid. Semin. Fetal
Neonatal. Med. 17, 2–11. doi: 10.1016/j.siny.2011.10.001 Burchard, E. G., Ziv, E., Coyle, N., Gomez, S. L., Tang, H., Karter, A. J., et al. (2003). The importance of race and ethnic background in biomedical research and
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in newborns. Clin. Microbiol. Rev. 6, 69–87. doi: 10.1128/cmr.6.1.69-87.1993 Fang, R. L., Chen, L. X., Shu, W. S., Yao, S. Z., Wang, S. W., and Chen,
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1581–1592. Chen, T. L., Chou, Y. J., Chen, W. M., Arun, B., and Young, C. C. (2006). Tepidimonas taiwanensis sp. nov., a novel alkaline-protease-producing
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s00792-005-0469-9 Gomez-Lopez, N., Romero, R., Xu, Y., Leng, Y., Garcia-Flores, V., Miller, D., et al. (2017). Are amniotic fluid neutrophils in women with intraamniotic infection
and/or inflammation of fetal or maternal origin? Am. J. Obstet. Gynecol. 217,
693.e1–693.e16. doi: 10.1016/j.ajog.2017.09.013 Cobo, T., Vives, I., Rodriguez-Trujillo, A., Murillo, C., Angeles, M. A., Bosch, J.,
et al. (2017). Impact of microbial invasion of amniotic cavity and the type
of microorganisms on short-term neonatal outcome in women with preterm
labor and intact membranes. Acta Obstet. Gynecol. Scand. 96, 570–579. doi:
10.1111/aogs.13095 Gomila, M., Bowien, B., Falsen, E., Moore, E. R., and Lalucat, J. (2007). Description
of Pelomonas aquatica sp. nov. and Pelomonas puraquae sp. nov., isolated
from industrial and haemodialysis water. Int. J. Syst. Evol. Microbiol. 57(Pt 11),
2629–2635. doi: 10.1099/ijs.0.65149-0 Cole, J. ETHICS STATEMENT The study was approved by the Ethics Review Board at the
University of Gothenburg, Sweden (Dnr Ö 639-03, T 318-08, T
694-11, and Dnr 2019-0602) and written informed consent was
obtained from all participants. DATA AVAILABILITY STATEMENT This study was supported by grants from the agreement
concerning research and education of doctors, Sweden (Grant
Numbers: ALFGBG-11522, ALFGBG-136431, ALFGBG-426411,
ALFGBG-507701,
ALFGBG-671611,
and
ALFGBG-717501;
grant receiver: BJ), the Health & Medical Care Committee of
the Regional Executive Board, Region Västra Götaland, Sweden
(Grant Numbers: VGFOUREG-231311, VGFOUREG-308151,
and VGFOUREG-368351; grant receiver: BJ), Sahlgrenska
University Hospital Foundations, Sweden (grant receiver: MH),
the foundations “Linnéa och Josef Carlssons Stiftelse” (grant
numbers: 2011:1 nr:21, 2012 nr:15, and 2014 nr:12; grant
receiver: BJ), “Kungl och Hvitfeldtska Stiftelsen” (grant receiver:
MH), “Alice Swenzons stiftelse för vetenskaplig forskning” (grant
receiver: MH), and “Stiftelsen Wilhelm och Martina Lundgrens
vetenskapsfond” (grant receiver: MH). The funders had no role
in study design, data collection and analysis, decision to publish,
or preparation of the manuscript. The datasets generated for this study can be found in
the PRJNA602788. AUTHOR CONTRIBUTIONS BJ and MH designed the study and were responsible for sample
collection. MH and FV collected the data. MB and LS performed
the statistical analyzes and graphical presentation of data. LS CONCLUSION Here we have provided evidence that, while most mid-trimester
amniotic fluid samples are sterile, bacterial DNA is present in
amniotic fluid at this time point in approximately one in five
pregnancies. Mid-trimester amniotic fluid bacterial DNA profiles FIGURE 4 | Alpha diversity (number of observed operational taxonomic units)
in cases (n = 9) and controls (n = 18). FIGURE 4 | Alpha diversity (number of observed operational taxonomic units)
in cases (n = 9) and controls (n = 18). March 2020 | Volume 11 | Article 415 Frontiers in Microbiology | www.frontiersin.org 9 Bacterial Profiles in Mid-Trimester AF Stinson et al. performed the DNA extractions, PCR, sequencing, microbiome
data analysis, and drafted the manuscript. BJ, MH, and MP
received funding for the project. MP, JK, MK, and BJ supervised
the work. All authors participated in the planning stages of
analyzes and interpretation of data, and contributed to the
manuscript by critical review and editions. are of low biomass and low diversity. We were not able to identify
any differences in the bacterial DNA profiles of samples from
pregnancies that had a spontaneous PTD and matched term
controls. The developmental and immunological significance
of the presence or absence of bacterial DNA in mid-trimester
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cognitive and motor function at school age in preterm children. Pediatr. Res. doi: 10.1038/s41390-019-0666-3 [Epub ahead of print]. Kembel, S. W., Wu, M., Eisen, J. A., and Green, J. L. (2012). Incorporating 16S
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et al. (2019). Human placenta has no microbiome but can contain potential
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midtrimester of pregnancy. J. Reprod. Med. 40, 375–379. Stinson, L. F., Keelan, J. A., and Payne, M. S. (2018). Identification and removal
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Mycoplasma spp. to prevent preterm birth: a randomized trial. PLoS One
13:e0206290. doi: 10.1371/journal.pone.0206290 Stinson, L. REFERENCES doi: 10.1111/aji.12189 Yi, J., Yoon, B. H., and Kim, E. C. (2005). Detection and biovar discrimination
of Ureaplasma urealyticum by real-time PCR. Mol. Cell Probes. 19, 255–260. doi: 10.1016/j.mcp.2005.04.002 Zhu, L., Luo, F., Hu, W., Han, Y., Wang, Y., Zheng, H., et al. (2018). Bacterial
communities in the womb during healthy pregnancy. Front. Microbiol. 9:2163. doi: 10.3389/fmicb.2018.02163 Rowlands, S., Danielewski, J. A., Tabrizi, S. N., Walker, S. P., and Garland, S. M. (2017). Microbial invasion of the amniotic cavity in midtrimester pregnancies
using molecular microbiology. Am. J. Obstet. Gynecol. 217, e71. doi: 10.1016/j. ajog.2017.02.051 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. Salter, S. J., Cox, M. J., Turek, E. M., Calus, S. T., Cookson, W. O., Moffatt,
M. F., et al. (2014). Reagent and laboratory contamination can critically impact
sequence-based microbiome analyses. BMC Biol. 12:87. doi: 10.1186/s12915-
014-0087-z Copyright © 2020 Stinson, Hallingström, Barman, Viklund, Keelan, Kacerovsky,
Payne and Jacobsson. 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. Stinson, L. F., Boyce, M. C., Payne, M. S., and Keelan, J. A. (2019a). The not-so-
sterile womb: evidence that the human fetus is exposed to bacteria prior to birth. Front. Microbiol. 10:1124. doi: 10.3389/fmicb.2019.01124 Stinson, L. F., Keelan, J. A., and Payne, M. S. (2019b). Profiling bacterial
communities in low biomass samples: pitfalls and considerations. Microbio. Aust. 40, 181–185. March 2020 | Volume 11 | Article 415 Frontiers in Microbiology | www.frontiersin.org 11
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PENGGUNAAN METODE STATISTIK DALAM PERUMUSAN STRATEGI PEMASARAN PRODUK BERDASARKAN PREFERENSI DAN PERSEPSI KONSUMEN
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Ks. Henryk Skorowski , Moralność społeczna. Wybrane zagadnienia z etyki społecznej, gospodarczej i politycznej, Wydawnictwo Salezjańskie, Warszawa 1996, ss. 250 + 2 nlb.
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R
E
C
E
N
Z
J
E R Clemens Br e ue r , Mensch von Anfang an. Fragen der Gentechnologie und der
Bioethik, Köln 1995, ss. 16. Jedną z najbardziej kontrowersyjnych kwestii naukowych ostatnich lat jest problem etycz
nych granic postępu w dziedzinie medycznej. Wiele sporów wzbudzają propozycje eksperymen
tów, w których tzw. dobro nauki stawiane jest ponad dobrem osoby ludzkiej. Głośna była w roku
1996 sprawa zniszczenia w Wielkiej Brytanii ludzkich embrionów, uznanych za nieprzydatne do
dalszych prac naukowych. Dyskusje na tym polu dotyczą także wszelkich manipulacji genetycz
nych, diagnostyki prenatalnej i oczywiście prawnego zakazu aborcji. Tymi właśnie, istotnymi
z etycznego punktu widzenia zagadnieniami zajął się w swym opracowaniu Clemens Breuer
z katedry teologii moralnej Uniwersytetu w Augsburgu. Tekst ukazał się w 225 zeszycie z serii
„Kirche und Gesellschaft” , firmowanej przez Katholische Sozialwissenschaftliche Zentralstelle
Mönchengladbach. Ważnym impulsem do powstania tej publikacji było pojawienie się w roku 1994 projektu
konwencji bioetycznej Rady Europy. Został on wprawdzie odrzucony, ale niektóre zaproponowane
w nim rozwiązania i argumenty częstokroć powracają w dyskusjach. Tak jest np. ze sprawą
podejmowania działań medycznych wobec osób niezdolnych do samodzielnego wyrażenia swej
zgody lub swego sprzeciwu. Zwolenników ma także koncepcja, aby wykrycie nieprawidłowości
rozwojowych płodu było usprawiedliwieniem jego spędzenia. Autor omawianego artykułu pod
kreśla przeto absolutną konieczność uwzględniania podstawowych norm moralnych przy uchwala
niu przepisów, regulujących obszar bioetyki i technologii genetycznej. U podstaw tych rozstrzyg
nięć tkwi obowiązek poszanowania godności każdego człowieka. Odnosząc to do problemu
początku życia ludzkiego C. Breuer przypomina wypowiedź Federalnego Sądu Konstytucyjnego
z roku 1974, który stwierdził, iż „tkwiące w ludzkim bycie od samego początku potencjalne
zdolności (możliwości) wystarczają, aby uzasadnić mówienie o godności człowieka” . Godność
człowieka jest bowiem jakością właściwą wszelkiemu ludzkiemu życiu i dlatego ochronie
godności podporządkować trzeba także cały proces rozwoju człowieka jeszcze w jego fazie
embrionalnej. Przekonującym argumentem za ochroną życia poczętego pozostaje dla autora
stwierdzenie, że „wkrótce po połączeniu komórki jajowej i plemnika uruchomiony zostaje
spontaniczny proces, w którym następuje jakościowy przeskok od jedynie biologicznego do
osobowego życia człowieka” . Konieczność ochrony życia od momentu poczęcia nie dla wszystkich jest jednak oczywista,
mimo wagi przytaczanych argumentów. W omawianym tekście znajdujemy więc polemikę
z poglądami australijskiego filozofa moralności Petera Singera. Twierdzi on między innymi, że
0 wartości danego życia decyduje stan zdrowia lub pewne właściwości organizmu. W obec tego
rodzaju poglądów potrzebne jest więc ciągłe wskazywanie na szczególną wartość życia ludzkiego,
na jego godność i nienaruszalność w każdej fazie. R
E
C
E
N
Z
J
E I oczywiście na jego poza-biologiczny wymiar. Kolejnym problemem, jakim zajmuje się w swym artykule C. Breuer, są diagnostyczne
1 terapeutyczne metody technologii genetycznej. Jako kryteria etycznej dopuszczalności diagnos
tyki prenatalnej wymienia się: chęć uspokojenia rodziców w kwestii stanu zdrowia ich nienaro
dzonego jeszcze dziecka, odsunięcie lęków matki związanych z możliwością wystąpienia powik
łań, przygotowanie rodziców na trud przyjęcia dziecka chorego lub niepełnosprawnego i umoż
liwienie rozpoczęcia terapii w przypadku stwierdzenia nieprawidłowości. Chociaż diagnostyczne 334 RECENZJE metody wywołują na ogół oddźwięk pozytywny, to jednak w praktyce okazuje się, że przy
niekorzystnym wyniku badań podejmowana jest decyzja o aborcji. Efekt końcowy rozmija się
zatem ze szczytnymi założeniami tych działań. Zdaniem autora opracowania trzeba również
pamiętać o tym, że wciąż jeszcze możliwości diagnozy znacznie przekraczają możliwości
leczenia. Tak więc diagnostyka prenatalna stoi nierzadko u podstaw późniejszej aborcji z przyczyn
genetycznych. Trudnym i kontrowersyjnym problemem są również analizy genetyczne po urodze
niu. Istnieje bowiem niebezpieczeństwo, że wyniki tychże analiz wykorzystywane będą przez
pracodawców w celu określenia przydatności danego pracownika lub przez towarzystwa ubez
pieczeniowe w celu określenia ryzyka, związanego z ubezpieczeniem danego klienta. Wśród metod terapii w genetyce wyróżnić można terapię somatyczną i terapię embrionu. Założeniem jest, że dokona się wymiany określonego nieprawidłowego genu na zdrowy. Niebez
pieczeństwo terapii somatycznej polega ńa tym, że z prób naprawienia jakiegoś defektu genetycz
nego przerodzić się ona może w działania mające na celu ulepszanie natury. Groźba jest tym
bardziej realna, że istnieje wiele osób, które gotowe są poświęcić duże pieniądze dla realizacji
swych kaprysów. W ykonywanie tego rodzaju zabiegów na embrionach jest jeszcze niemożliwe
technicznie, ale - zdaniem C. Breuera - nawet gdy stanie się możliwe, to z etycznego punktu
widzenia należy je i tak bezwzględnie odrzucić. Nie jest ono bowiem leczeniem istniejącej już
osoby ludzkiej, ale manipulowaniem jej tożsamością. Ingerencja w rozwój embrionu stanowi
otwarcie drzwi dla eugeniki. W dziedzinie technologii genetycznej dzieje się wiele rzeczy, świadczących o rozejściu się
etyki i nauki. Jak stwierdza autor omawianego tekstu, wielu badaczy usprawiedliwia swe
działania wysokiej rangi celami naukowymi i - jeśli trzeba - mogą oni o tym przekonać gremia
opiniodawcze. Dziwne jest też, że dąży się do postępu w genetyce i w ogóle w biotechnologii,
podczas gdy wielu ludzi nie ma zaspokojonych nawet elementarnych potrzeb w przypadku
choroby. Wolność badawcza tam znajduje swe granice, gdzie dotyka ona dobra najwyższego. Tak
więc na gruncie chrześcijańskiej wizji człowieka używanie technologii genetycznej dopuszczalne
jest tylko w bardzo ograniczonym zakresie. R
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ści, i kontyngencji osoby ludzkiej. Pluralizm nie jest możliwy w odniesieniu do wartości
podstawowych, jeśli więc pozwolimy na niczym nieograniczony rozwój technologii genetycznej,
to konsekwencją może być, wg Breuera, zniszczenie godności człowieka pod sztandarami człowie
czeństwa. Opracowanie autorstwa augsburgskiego teologa, mimo iż niezbyt obszerne, stanowi wyraźną
i jednoznaczną odpowiedź na dylematy technologii genetycznej z chrześcijańskiego punktu
widzenia. Jest to zarazem punkt widzenia jak najbardziej ogólnoludzki, gdyż u podstaw rozstrzyg
nięć stawia godność każdego człowieka i jego niezbywalne prawo do życia. Tadeusz Kamiński Jerzy G oc ko, Ekonomia a moralność. Poszukiwania teologicznomoralne, Lub
lin 1996, ss. 397. Misją, czyli podstawową drogą Kościoła, jest człowiek jako osoba. Nie jest on istotą
wyizolowaną, ale tkwiącą, funkcjonującą i działającą w określonej rzeczywistości polityczno-
- społeczno-gospodarczo-kulturowej. Ta rzeczywistość stanowi nieodzowny kontekst życia i dzia
łania człowieka. Jeśli zatem misją Kościoła jest służba zbawieniu człowieka, to Kościół wierny
temu posłannictwu nie może być obojętny na kontekst życia i działania człowieka. Tu też
znajduje swoje uzasadnienie potrzeba wypowiadania się Kościoła na szeroko rozumiane sprawy
społeczno-gospodarcze, przy czym nie chodzi o prowadzenie gospodarki, kierowanie sprawami
życia społecznego, zajmowanie się działalnością polityczną, ale o dobro człowieka, któremu oWa 335 RECENZJE rzeczywistość może utrudniać albo ułatwiać zbawienie. Jednym z fundamentalnych obszarów
owego kontekstu życia człowieka jest obszar życia gospodarczego. Musi on także być uwzględ
niany we współczesnym nauczaniu Kościoła, tym bardziej, iż podobnie jak wszystkie inne
płaszczyzny życia ludzkiego, także i ta płaszczyzna rodzi wiele moralnych i społecznych
dylematów. W tym kontekście należy widzieć publikację książkową Jerzego Gocko zatytułowaną:
Ekonomia a moralność. Poszukiwania teologicznomoralne. Jest to rozprawa doktorska tego autora. W swej obecnej treści niewiele odbiega ona od pierwowzoru noszącego tytuł: Życie gospodarczo -
-społeczne w wybranych posoborowych publikacjach teologicznomoralnych. Głównym przedmiotem zainteresowania autora jest próba ukazania życia gospodarczo -
-społecznego z perspektywy chrześcijańskiej, jako jednego z podstawowych obszarów zaan
gażowania człowieka, uczyniona w oparciu o wybrane posoborowe publikacje teologicznomoralne
(s. 18). Można powiedzieć, że chodzi o odpowiedź na pytanie: na ile i w jakim zakresie życie
gospodarczo-społeczne, jako jeden z podstawowwych obszarów funkcjonowania człowieka, znala
zło swoje odbicie w posoborowych publikacjach teologicznomoralnych? Chodzi zatem o próbę
syntezy propozycji moralności gospodarczej, jakie zostały wypracowane w okresie posoborowym. To jest główny cel publikacji. Dotyczy on moralności gospodarczej w obrębie katolickiej teologii
moralnej. W tym miejscu podkreślić należy, że autor podejmuje zagadnienie jakościowo ważne na
gruncie analiz naukowych. R
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obejmuje praktycznie wszystkie najważniejsze ośrodki teologiczno moralne w świecie i dlatego
może być uważana za reprezentatywną dla całości posoborowej teologii moralnej. Autor zatem
musiał wykonać olbrzymią pracę dotyczącą nie tylko zestawu literatury, ale także jej gruntownej
analizy. O dobrej analizie literatury świadczy bowiem faktyczne jej wykorzystanie w rozprawie. y
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W niniejszej recenzji trudno silić się na ukazanie pełnej treści omawianej publikacji, a tym
bardziej ustosunkować się do poszczególnych tez. Musi wystarczyć ogólne zapewnienie o istotnej
wartości poznawczej i naukowej przedstawionych w niej analiz, wniosków i tez. W niniejszej recenzji trudno silić się na ukazanie pełnej treści omawianej publikacji, a tym
bardziej ustosunkować się do poszczególnych tez. Musi wystarczyć ogólne zapewnienie o istotnej
wartości poznawczej i naukowej przedstawionych w niej analiz, wniosków i tez. W podsumowaniu podkreślić należy, iż mamy przed sobą interesującą publikację dotyczącą
związku ekonomii z moralnością. Ta problematyka jest dziś szczególnie ważna i domaga się
także naukowych refleksji. Stąd też z radością odnotować należy, iż publikacja o takiej tematyce
ukazała się na polskim rynku wydawniczym. Jest ona znaczącym wkładem w toczącą się dyskusję
na temat życia społeczno-gospodarczego w jego etycznym wymiarze. Należy zatem wyrazić
przekonanie, iż stanowić ona będzie cenne źródło naukowych przemyśleń dla znawców tej
problematyki, jak również odpowiedzialnych za całokształt życia gospodarczego. W ykorzystana
także być winna w wykładach tej problematyki zarówno w uczelniach ekonomicznych, jak
i humanistycznych. ks. Henryk Skorowski SDB ks. Henryk Skorowski SDB Andrzej K o p i c z k o , Kościół Warmińskii a polityka wyznaniowa po II wojnie
światowej, Olsztyn 1996, Ośrodek Badań Naukowych im. Wojciecha Kętrzyńs
kiego w Olsztynie, s. 244. Jubileusze i rocznice są często okazją do przypomnienia dziejów instytucji, diecezji bądź
monografii miast. Dzięki zaangażowaniu i pomocy Ośrodka Badań Naukowych im. W ojciecha
Kętrzyńskiego w Olsztynie, ukazują się ostatnio prace dotyczące historii Kościoła także poza
wydawnictwem diecezjalnym. Przykładem tego są chociażby pozycje książkowe ks. A. Kopiczki,
wykładowcy historii Kościoła w W yższym Seminarium Duchownym, Instytucie Kultury Chrześ
cijańskiej im. Jana Pawła II w Olsztynie, W yższym Studium Katechetycznym w Gietrzwałdzie. Pierwsza praca: Ustrój i organizacja diecezji warmińskiej w latach 1525 -1772, Olsztyn 1993
ukazała się w 750 rocznicę powołania do istnienia tej jednostki kościelnej. Jest ona zmodyfikowa
ną wersją pracy doktorskiej przygotowanej pod kierunkiem ks. prof. Bolesława Kumora. Ksiądz
A. R
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nomoralnych, jest zagadnieniem o ogromnym ciężarze naukowym. Jest to także zagadnienie
naukowo trudne. Dotyczy bowiem z jednej strony całego obszaru literatury posoborowej, z dru
giej zaś strony istotnego okresu czasu (30 lat). Podkreślić także należy, że autor podejmuje
problem nowatorski w ścisłym tego słowa znaczeniu. Ani bowiem w literaturze polskiej, ani też
zagranicznej nie ma całościowej syntezy moralności gospodarczej w posoborowych publikacjach
teologicznomoralnych. Na podkreślenie zasługuje także doskonałe uzasadnienie podjętego przez
autora zagadnienia. Z jednej strony uzasadnienie to stanowi system pytań kreślących szeroką
płaszczyznę dylematów i wezwań, przed którymi staje także chrześcijanin, który musi uczest
niczyć w skomplikowanej i m oralnie nieobojętnej rzeczywistości, jaką jest współczesne życie
gospodarcze, z drugiej zaś strony uzasadnienie to stanowi wykazanie braku w literaturze
wspomnianej już syntezy moralności gospodarczej. Stwierdzić zatem należy, że ks. J. Gocko
w swojej publikacji podejmuje zagadnienie jakościow o ważne, znaczącej rangi naukowej,
w pełni nowatorskie. Na podkreślenie zasługuje jasna i logiczna konstrukcja publikacji. Jest ona podporząd
kowana głównemu założeniu badawczemu, jakim jest synteza propozycji moralności gospodarczej
wypracowanej w okresie posoborowym w publikacjach teologicznomoralnych. Dlatego autor
z przejrzystą i jasną konsekwencją w rozdziale I (s. 29-65) ukazuje najważniejsze perspektywy
rzutujące na teologiczno-eklezjalny charakter nauczania społecznego Kościoła. Chodzi o od
powiedź na pytanie: czym jest nauczanie społeczne Kościoła? Drugi rozdział (s. 67-123) ukazuje tendencje rozwojowe w ramach katolickiej teologii
moralnej, zapoczątkowane jeszcze pod koniec ubiegłego stulecia, a dopełnione posoborową
odnową. Refleksja kościelna nad problematyką życia gospodarczo-społecznego, dokonywana
w obszarze teologii moralnej nie może pominąć analizy teologiczno-antropologicznych podstaw
tej dziedziny ludzkiego zaangażowania. Stąd też w rozdziale III (s. 125-193) autor podejmuje
próbę określenia tego, na jakie fundamentalne perspektywy teologiczne zwracają uwagę w swoich
opracowaniach teologowie moraliści okresu posoborowego. Konsekwentnie dalej w dwóch pozostałych rozdziałach autor podejmuje zagadnienia bar
dziej szczegółowe, które tworzą zasadniczy obszar analiz i badań dla opracowania moralności
gospodarczej. I tak rozdział IV (s. 195-269) jest poświęcony moralno-społecznym aspektom
życia gospodarczego. Z kolei rozdział V (s. 271-339) dotyczy zasadniczo moralnej oceny 336 RECENZJE głównych systemów społeczno-ekonomicznych. Publikacja zatem w swej strukturze jest jasna
i logiczna. Poszczególne rozdziały wyczerpują problem postawiony w jej tytule. W badaniach dotyczących zasadniczego problemu publikacji jej autor musiał przeprowadzić
szeroka kwerendę bibliograficzną. Zgromadził i wykorzystał ogromny zestaw literatury w postaci:
podręczników teologii moralnej, podręczników zbiorowych, słowników, samodzielnych monografii,
licznych artykułów. R
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wało już publikacją książkową, wydaną w 50 lat po powrocie Warmii i Mazur do Polski. W cale
to nie znaczy, że okres ten został zaniedbany przez historyków z kręgu „Hosianum” . Historio
grafia dysponuje wieloma publikacjami obrazującymi życie i działalność Kościoła na tym terenie,
co stawia Olsztyn w czołówce w porównaniu z innymi diecezjami. Książka ks. Kopiczki: Kościół Warmiński - opracowana na niezwykle bogatym materiale
źródłowym zgromadzonym w archiwach państwowych i kościelnych w Olsztynie, jest wprost
pionierska pod tym względem w Polsce. Jednak ma ona pewne niedociągnięcia. Przede wszystkim
odnosi się wrażenie że powstała w wielkim pośpiechu. Dowodem tego jest choćby brak indeksu. źródłowym zgromadzonym w archiwach państwowych i kościelnych w Olsztynie, jest wprost
pionierska pod tym względem w Polsce. Jednak ma ona pewne niedociągnięcia. Przede wszystkim
odnosi się wrażenie że powstała w wielkim pośpiechu. Dowodem tego jest choćby brak indeksu. Autor podzielił całość na siedem rozdziałów, zaopatrzył dodatkowo wstępem, zakończeniem,
dziesięcioma aneksami, bibliografią, wykazem ważniejszych skrótów, streszczeniem w języku p
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Autor podzielił całość na siedem rozdziałów, zaopatrzył dodatkowo wstępem, zakończeniem,
dziesięcioma aneksami, bibliografią, wykazem ważniejszych skrótów, streszczeniem w języku 337 RECENZJE niemieckim i spisem treści. Pozycja wydrukowana na dobrym papierze, w pięknej szacie
graficznej i prawie bez błędów literowych. Dodatkowo walor tekstu i wyniki badań podkreśla 19
zamieszczonych tabel. Pewnym mankamentem jest brak map diecezji z podziałem na dekanaty,
województw uwzględniających powiaty z rozmieszczeniem ludności pod względem wyznaniowym
i etnicznym. Niestety, sam temat pracy nie został sformułowany precyzyjnie, tak pod względem
terytorium jak i chronologii. leżeli chodzi o terytorium, to czytelnik nie powinien mieć żadnych
wątpliwości, że chodzi o całą diecezję. Tymczasem ks. Kopiczko ograniczył się w większości
tylko do województwa olsztyńskiego, niejednokrotnie wykraczając poza diecezję. Widać tu brak
konsekwencji, dlaczego kilka razy podawał dane powiatu działdowskiego (s. 103, 110, 136)
a pomijał nowolubawski, chociaż oba powiaty wchodziły w skład tej samej jednostki ad
ministracyjnej. Terminus ad quem powinien być określony przynajmniej w przybliżeniu. Co to
znaczy „po II wojnie światowej” ; pierwsze lata, czy cały okres aż do upadku komunizmu? Bardziej adekwatnym tematem, odpowiadającym treści, byłby ten zapowiedziany we wstępie (s. 6) i odpowiednio zmodyfikowany, np. Stanowisko (polityka) władz państwowych wobec Kościoła
warmińskiego w latach 1945-1980 (na przykładzie województwa olsztyńskiego). Rozdział wstępny (historyczny) przedstawia w skondensowanym skrócie tło wydarzeń. R
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początku książki było wprost konieczne. Niezwykle cenną informację powtórzył Autor za o. Cz. Baranem, że to pierwsze władze państwowe (Ministerstwo Administracji Publicznej) dostrzegły
potrzebę nowych duszpasterzy dla osiedleńców. W tym miejscu nasuwa się pytanie, czy tylko
franciszkanie i ks. Franciszek Borowiec od początku stawili się do pracy w tak trudnym okresie? Brakuje wyraźnie informacji podającej liczbę księży diecezjalnych i zakonnych przybywających
razem z napływową ludnością, czy też oddelegowanych przez swoich przełożonych. Jakie zakony,
pozostawiając swoje puste klasztory na W armii i Mazurach, przekazały swoją własność polskim
współbraciom? Skoncentrowanie się Autora głównie na rządcach diecezji tworzy niepełny obraz
i nie wyczerpuje tematu. Kolejny, trzeci paragraf ukazuje genezę i mechanizm działania polityki
wyznaniowej. Sprawami Kościoła katolickiego i inwigilacją duchowieństwa w Polsce Ludowej
zajmowano się od początku „w pionie politycznym” . Z prezentowanej pracy dowiadujemy się, że
najpierw działały Referaty do Spraw W yznań (Wydziały do Spraw W yznań) powołane do
istnienia na szczeblu wojewódzkim, następnie Referaty przy powiatach (17 IV 1950) i wreszcie
organ centralny, Urząd do Spraw W yznań (19 IV 1950), chociaż tej ostatniej daty Autor nie
precyzuje, a szkoda, bo przecież to wszystko działo się tuż po podpisaniu Porozumienia (14 IV
1950). Już z samego zestawienia dat widać zaplanowaną, zakłamaną i dwulicową postawę
państwa względem Kościoła. Trudno zrozumieć intencję Piszącego oraz odczytać trafnie, która
informacja dotycząca powołania Olsztyńskiej W ojewódzkiej Rady Narodowej jest prawdziwa; 24
maja 1950 czy 14 sieipnia 1947 (s. 19). Wśród tej mnogości dat skomasowanych na jednej
stronicy, powinno być też odnotowane ustanowienie przez Radę Ministrów województwa olsztyń
skiego (29 V 1946). Korzystanie z materiałów archiwalnych jednej proweniencji przy opracowywaniu poszczegól
nych zagadnień przypomina okres tworzenia się władzy ludowej na Warmii i Mazurach, gdy
jedno starostwo (powiat) powierzano pieczy PPR a drugie PPS. Taki jednostronny sposób
posługiwania się źródłami - raz kościelne, raz państwowe - nie może dać
pełnego obrazu
rzeczywistości. Informacje zaczerpnięte ze
zbiorów państwowych powinny
być natychmiast
uzupełnione i skorygowane z materiałami zgromadzonymi w Archiwum Akt Nowych Archidiece
zji Warmińskiej. Przykładowo, Autor podaje za Wyzn. 11. (s. 21) nazwiska czterech księży
usuniętych z diecezji, „a kilku innych osadzono w więzieniu” . Od razu powstaje pytanie, którzy
z nich byli bardziej represjonowani i więcej cierpieli;
imienni czy bezimienni? Czyżby „Oazy”
znane były w diecezji warmińskiej dopiero
od 1979 r. (s. 32)? Drugi rozdział dotyczy represjonowania duchownych (s. 34-78). R
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nych w różnym stopniu po stronie „reżim u” świadczy o tym, że na Ziemie Północne nie
przybywali najbardziej wartościowi księża. Kolejny punkt poświęcono zakonom i zgromadzeniom zakonnym. Wyraźnie brak w nim
kilku zdań wstępnych, informujących krótko o ilości zakonów męskich i żeńskich oraz charak
terze ich pracy: duszpasterstwo czy realizacja swojego posłannictwa. Bez znajomości powojen
nych dziejów tej diecezji lub lektury artykułu ks. Jana Obłąka opublikowanego w „Naszej
Przeszłości” , 22, 1965, ten krótki tekst niewiele wnosi. Ponadto oparty na źródłach państwowych,
dotyczy tylko województwa olsztyńskiego, a nie całej diecezji. Do tego dochodzi nieproporcjonal
ne rozłożenie materiału, zdecydowanie więcej miejsca poświęcono siostrom zakonnym. Autor nic
nie wspomniał, że mimo nacisku władz rządcy diecezji nie pozbawiali zakonników pracy
duszpasterskiej lecz szukali możliwości zatrzymania ich na terenie diecezji. Jednym z przykładów
takich „wybiegów” było m.in. pisanie fikcyjnych podań do wyższych przełożonych o zwolnienie
ze ślubów. Przy wymienianiu takich domów zakonnych, jak Święta Lipka czy Gietrzwałd (s. 70),
powinny znaleźć się też nazwy zakonników; jezuici, kanonicy regularni. Oczywiście są to już
szczegóły, jednak konieczne, jeśli książka jest przeznaczona dla szerszego odbiorcy, a nie do
mieszkańców jednego regionu. Ostatnie dwa paragrafy tego rozdziału dotyczą trudności stawianych przez państwo w przy
gotowaniu nowych kadr duchowieństwa diecezjalnego (Seminarium Duchowne, Jednostka wojs
kowa w Bartoszycach). Recenzent ma w tym miejscu pytanie; czy wizytacje WSD przez WdSW
i Kuratorium miały miejsce, jak często i jakich dziedzin dotyczyły, a może to są tylko
„osiągnięcia” W dSW w sprawozdaniach do UdSW? W przypisie 211 (s. 77) podano liczby
alumnów odbywąjących służbę wojskową w poszczególnych latach (1958-1979). Czytelnik
chciałby dowiedzieć się także o konsekwencjach skuteczności działania tej instytucji, np. ilu
kleryków już nie wróciło do seminarium? Rozdział trzeci poświęcono polityce władz wobec grup narodowościowych i stowarzyszeń
katolickich. Z tych pierwszych zauważono tylko autochtonów i grekokatolików. Pełniejsze
informacje o losach duchowieństwa miejscowego pochodzenia powinny znaleźć się wcześniej
w paragrafie Prześladowanie Księży, tym samym Autor uniknąłby zbędnych powtórzeń. Inte
resujących danych na temat ilości grekokatolików w poszczególnych parafiach dostarczają proto
koły z wizytacji kanonicznych. Z ich treści widać wyraźnie, jak z upływem lat coraz więcej ludzi
przyznawało się do swojego wyznania. Stowarzyszenia katolickie i „Caritas” były żywo obecne
w diecezji od początku (1945), ale miały krótki żywot, zniszczone podobnie jak w całym kraju. W kolejnym rozdziale omówiono laicyzację życia społecznego. R
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zuje do skomplikowanych stosunków państwo - Kościół, ukazując przykłady podburzania wier 338 RECENZJE nych przeciwko hierarchii oraz wprowadzania restrykcji podatkowych, wydawniczych itd. Dlacze
go więcej miejsca poświęcono ks. Stefanowi Biskupskiemu, który nie był prześladowany przez
władze państwowe, niż pierwszym rządcom administracji apostolskiej, pozbawionym urzędu
i usuniętym z diecezji (ks. Teodor Bensch, ks. Wojciech Zink)? W paragrafie Prześladowanie
księży czytelnik ma okazję dowiedzieć się, jak okrutny los spotkał duchowieństwo miejscowe
i napływowe. Ponadto znajdujemy dużo ciekawych informacji dotyczących sposobu ingerencji
państwa w wewnętrzne sprawy Kościoła (szykanowanie i usuwanie z parafii niewygodnych
księży, zatwierdzanie duszpasterzy i próby ich zastraszania), ale są też i przykłady świadczące
0 niezbyt chlubnym zachowywaniu się niektórych duchownych (s. 55). Niezwykle interesujący
1 dość odważny jest punkt poświęcony „Księżom Patriotom” , a więc tym, którzy z różnych
względów podporządkowali się polityce państwa socjalistycznego, a tym samym wykazali niechęć
do Stolicy Apostolskiej i Episkopatu Polski. W yszczególniono organizacje („Caritas” , ZBoWiD,
PAX, Komisja Duchownych i Świeckich Działaczy przy W ojewódzkim Komitecie Frontu Naro
dowego) grupujące d u c h o w n y c h „postępowych” , operując nawet konkretnymi liczbami a także
akcjami, do których byli oni angażowani. Tak duża liczba duchownych (20-25% ) zaangażowa
nych w różnym stopniu po stronie „reżim u” świadczy o tym, że na Ziemie Północne nie
przybywali najbardziej wartościowi księża. nych przeciwko hierarchii oraz wprowadzania restrykcji podatkowych, wydawniczych itd. Dlacze
go więcej miejsca poświęcono ks. Stefanowi Biskupskiemu, który nie był prześladowany przez
władze państwowe, niż pierwszym rządcom administracji apostolskiej, pozbawionym urzędu
i usuniętym z diecezji (ks. Teodor Bensch, ks. Wojciech Zink)? W paragrafie Prześladowanie
księży czytelnik ma okazję dowiedzieć się, jak okrutny los spotkał duchowieństwo miejscowe
i napływowe. Ponadto znajdujemy dużo ciekawych informacji dotyczących sposobu ingerencji
państwa w wewnętrzne sprawy Kościoła (szykanowanie i usuwanie z parafii niewygodnych
księży, zatwierdzanie duszpasterzy i próby ich zastraszania), ale są też i przykłady świadczące
0 niezbyt chlubnym zachowywaniu się niektórych duchownych (s. 55). Niezwykle interesujący
1 dość odważny jest punkt poświęcony „Księżom Patriotom” , a więc tym, którzy z różnych
względów podporządkowali się polityce państwa socjalistycznego, a tym samym wykazali niechęć
do Stolicy Apostolskiej i Episkopatu Polski. W yszczególniono organizacje („Caritas” , ZBoWiD,
PAX, Komisja Duchownych i Świeckich Działaczy przy W ojewódzkim Komitecie Frontu Naro
dowego) grupujące d u c h o w n y c h „postępowych” , operując nawet konkretnymi liczbami a także
akcjami, do których byli oni angażowani. R
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religii ze szkół - powinien być inaczej zatytułowany, ponieważ Autor zajmuje się także
katechizacją dzieci i młodzieży prowadzoną przy parafiach. Co więcej, połowa opracowania 339 RECENZJE dotyczy właśnie wysiłków władz skierowanych przeciwko punktom katechetycznym. Dalsze
trzy paragrafy poświęcono sprawom likwidacji kaplic w szpitalach, publikacji kościelnych
(cenzura), krzyży, kaplic przydrożnych, cmentarzy katolickich (upaństwowienie). Niestety, tutaj
Autor przeoczył likwidację Niższych Seminariów Duchownych, o których istnieniu wspominał
wcześniej (s. 17). Piąty rozdział ukazuje napięcia w polityce wyznaniowej. Pierwsze dwa krótkie paragrafy
- List papieża Piusa XII, Orędzie do biskupów niemieckich, Dwudziestolecie Kościoła na
Ziemiach Zachodnich i „Sacrum Poloniae M illennium” - wyraźnie wykraczają poza granice
diecezji i jest to w zasadzie zrozumiałe. Razi tutaj brak precyzji w podawaniu dat i tytułów np,
nieszpory w Gnieźnie 16 a nie 15 kwietnia 1966, przewodniczył metropolita Karol W ojtyła,
(kardynałem został rok później), zaś Marian Spychalski był już od 1963 r. marszałkiem (s. 128). Natomiast dość szczegółowo i interesująco przedstawił Autor wysiłki i inicjatywy władz państwo
wych zmierzające do torpedowania uroczystości diecezjalnych (koronacje obrazów NM P w Giet
rzwałdzie i Świętej Lipce). Nasuwa się pytanie, ile te atrakcyjne imprezy sportowe, rozrywkowe,
kulturalne kosztowały i z jakich funduszów były pokrywane? W punkcie ostatnim - inne
uroczystości kościelne - zaprezentowano inwigilację i trudności stawiane księżom w wykonywa
niu ich pracy duszpasterskiej, np. odpusty, rekolekcje, procesje, pielgrzymki autokarowe itd. W tym paragrafie powinny być odnotowane także akcje o donioślejszym znaczeniu, jak: pereg
rynacja obrazu po parafiach, piesze pielgrzymki (w tym na Jasną Górę). Trudno zrozumieć
intencje Autora, dlaczego pominął także obchody kościelne Roku Kopernikowskiego, które były
we Fromborku (17 VI 1973) wydarzeniem w skali międzynarodowej, i to w tamtym okresie. Problematyce materialnej Kościoła poświęcono najobszerniejszy, szósty rozdział. Z powodu
ogromnych utrudnień budowy i remontów na Ziemiach Odzyskanych diecezja warmińska nie
mogła mieć większych sukcesów na tym polu pracy. Z treści wynika, jakby kościół filialny
w Dzietrzychowie był ważniejszy od kościoła św. Katarzyny (katedry) w Braniewie. Co więcej,
brak nawet informacji, czy w ogóle rozpoczęto odbudowę pierwszej katedry. Paragraf „świątynie
poewangełickie” powinien zostać zmieniony na: „Proces przejmowania obiektów poewangelic-
kich” , bo przecież Kościół katolicki zagospodarowywał nie tylko same świątynie. Bardziej
należało przy tym wyszczególnić sposoby uzyskiwania tych budynków: przyznane przez władze
państwowe, spontanicznie zajęte przez ludzi, uzyskane drogą zamiany lub wykupione przez kurię. Szczególnie ten ostatni sposób został słabo zauważony (przypis 137, s. R
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kościół), a przecież była to udana akcja związana z dużym wysiłkiem finansowym całej diecezji. Kolejne dwa paragrafy - Zabór mienia kościelnego oraz podatki i czynsze oraz ich egzekucje
administracyjne - opracowano w oparciu o źródła kościelne i państwowe. Być może zagadnienia
te byłyby bardziej zrozumiałe, gdyby umieszczono dodatkowo osobny punkt omawiający pod
stawy prawne własności Kościoła katolickiego na Warmii i Mazurach. y p
g
Ostatni rozdział przeznaczono innym Kościołom: ewangelicko-augsburskiemu, metodystycz-
nemu, prawosławnemu i polskokatolickiemu. Piętą Achillesową obniżającą wartość książki są zbędne powtórzenia i przedruki treści
zamieszczonych przez Autora w innych publikacjach. Czy konieczne było kopiowanie artykułu
Ks. prof. S. Biskupski - objęcie urzędu wikariusza kapitulnego drukowanego w „Studiach
W armińskich” , 32, 1995, albo też całego paragrafu Represje ze strony państwa wchodzącego
w skład książki pt. Wyższe Seminarium Duchowne ,,H osianum ", Olsztyn 1995, s. 143-148? Czytelnik jest wprost zaskakiwany ilością powtórzeń; „..jednak doszło do podpisania porozumie
nia między państwem i Kościołem. Nieco później został utworzony Urząd do Spraw W yznań” (s. 35); „Ten ostatni (UdSW) powstał wkrótce po podpisaniu porozumienia między Kościołem
a państwem” (s. 19). Co więcej, podobne przykłady znajdujemy na tej samej stronicy (133), na
której kończył się jeden paragraf a zaczynał następny; pielgrzymki, pojazdy, tablice rejestracyjne. j
y
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p y
p
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p j
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j
yj
Omawiana publikacja nie jest wolna od pewnych nieścisłości i omyłek. Błędnie podano
nazwisko historyka diecezji gdańskiej, powinno być „Baciński” , a nie „Buciński” (s. 12, 233). 340 RECENZJE Koło Lublina znajduje się miejscowość „Zemborzyce” a nie „Zembrzyce” (s. 52). W wykazie
skrótów brakuje PWRN, podczas gdy umieszczono tak znane w publicystyce, jak PGR czy PZU. s
ótów b a uje
W
N, podc as gdy u
es c o o ta
a e w pub cystyce, ja
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c y
U. Wydaje się, że Autor podjął się zbyt trudnego zadania do wykonania. Może korzystniej
byłoby zawęzić problematykę do zagadnień jeszcze nie opracowanych i nie publikowanych
i spróbować je wszechstronnie zanalizować. Najmocniejszą stroną opracowania są niewątpliwie
źródła, które wykorzystał ks. Kopiczko. Do większości z nich na pewno po raz pierwszy dotarł
badacz z kręgów kościelnych. Niewątpliwie solidną bibliografię autorów polskich i niemieckich,
dotyczącą diecezji warmińskiej i województwa olsztyńskiego oraz Kościoła w PRL, można
z pewnością uzupełnić pozycją - Państwowe prawo wyznaniowe PRL. Wybór tekstów źródłowych. Zebrał ks. M. Fąka, W arszawa 1978. R
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zwolennicy oświecenia wykazywali nieprzydatność tego, co nadprzyrodzone lub wręcz widzieli
w nadprzyrodzoności przeszkodę na drodze rozwoju. W deistyczny światopogląd wpisany jest
jednak pewien paradoks, który zdaje się polegać na tym, że podkreślając doświadczenie jako
jedyne źródło wiedzy, jednocześnie neguje doświadczenie Boga, jakie stoi u podstaw wiary
biblijnej. Objawienie przekazane w Biblii jawi się przecież jako wydarzenie i doświadczenie
- jako słowo, które nadaje i zmienia bieg historii, ludu i poszczególnych osób. Szkoda, że owa
zależność między historią, przez którą doświadcza się Boga objawiającego, a artykułowaną wiarą,
nie została szerzej przedstawiona i zilustrowana. Rozdział trzeci koncentruje się na Jezusie Chrystusie, który stanowi szczyt objawienia się
Boga w historii. Chrześcijaństwo głosząc Chrystusa spotykało się ze sprzeciwem. O ile naturalny
wydaje się sprzeciw wychodzący ze świata pogańskiego, o tyle początki postawy krytyczno-
liberalnej domagają się szczególnego omówienia. Ks. Kalisz wskazuje na protestantyzm, który
odrzucając tradycję pozbawił biblię oparcia i uzasadnienia jej autorytetu. Autor prezentuje
poglądy całej plejady oświeconych umysłów na temat historyczności Jezusa (H. S. Reimarus,
E. G. Paulus, D .F. Straus, F. C. Baur, B. Bauer, oraz marksistów, J. Keller, Z. Poniatowski, J. Wipper) - do kompletu brakuje tylko E. Renana, który swoim Życiem Jezusa wywarł przecież
ogromny wpływ na postawy religijne przełomu XIX i XX wieku. Krytyka liberalna odrzucając
tradycję chrześcijańską, a wraz z nią historyczny obraz Chrystusa, na podstawie różnych apriory
cznie przyjętych założeń historycznych, filozoficznych i socjologicznych zaczęła tworzyć różnego
rodzaju teorie często bardziej cudowne niż prezentuje to samo chrześcijaństwo. Na podstawie teorii historii proponowanej przez H. Lacordaire uzasadnia, że „wydarzenie
Jezus” należy do historii, gdyż dokumenty stwierdzające ten fakt mają charakter publiczny, jak
również samo wydarzenie ma charakter publiczny i stanowi element historii powszechnej. Przyjęcie wiary w Jezusa jako Chrystusa nie może się dokonać na drodze oczywistości
naukowej. Poznanie tej prawdy dokonuje się na drodze wiary, rozumianej jako zaufanie i powie
rzenie się Bogu, a więc na tej samej drodze, na jakiej Apostołowie doświadczyli Jezusa jako
Boga. Pytanie zasadnicze więc nie dotyczy dowodu naukowego mającego stwierdzić bóstwo
Jezusa, ale racjonalności wyboru wiary w Jezusa jako Boga. W tym celu należałoby przyjrzeć się
doświadczeniu Apostołów, którzy zachowali w tym względzie, jak to określa ks. Kulisz, „prawo
autorskie” . R
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materiału nie wyczerpuje w pełni zagadnienia. Może już w niedługim czasie poznamy bardziej
dokładne opracowanie tej wyjątkowej diecezji w Polsce, której nazwa wiąże się ściśle z Ziemią
i ludźmi na niej żyjącymi, a nie z siedzibą biskupa. ks. Jan Pietrzykowski SDB Ks. Józef Kulisz SJ, W kręgu zagadnień i problemów teologii fundamentalnej,
Bobolanum 1994, ss. 223. Dziekan Papieskiego Wydziału Teologicznego w W arszawie i wykładowca teologii fun
damentalnej na sekcji Bobolanum, oraz historii dogmatów na W ydziale Teologicznym ATK
w Warszawie, oddał w ręce czytelników książkę, w której podejmuje istotne problemy dla życia
chrześcijańskiego, są nimi fakt religii, objawienia oraz historyczność Jezusa. Książka składa się
z autorskiego wprowadzenia, które jest zwięzłą ilustracją zawartości, pięciu rozdziałów, posłowia,
streszczenia w języku niemieckim oraz indeksu nazwisk, Poszczególne rozdziały powstawały
w latach osiemdziesiątych w dyskusji i polemice z religioznawstwem marksistowskim w formie
małych książeczek: Jezus w świetle historii, oraz Bóg w Jezusie w 1989 r., Spór o religię sporem
o człowieka w 1992 r. i Tęsknota za nieskończonym w 1993 r. Jak zaznacza Autor, rozdziały
zostały przepracowane i uzupełnione. Możemy więc się spodziewać, że książka stanowi jednolite
pod względem logicznym i myślowym dzieło. Marksistowscy religioznawcy nie są jedynymi
adwersarzami, z jakim i podejmuje ks. Kulisz polemikę, raczej zamykają oni tylko całą plejadę
krytyków, którzy od Laktancjusza i Celsusa w starożytności poprzez racjonalistów i modernistów
w czasach nowożytnych stanowią doskonałe i zawsze aktualne świadectwo sprzeciwu, z jakim
spotyka się chrześcijaństwo. Rozdział pierwszy zarysowuje podstawowy problem ludzkiej egzystencji, który wyraża się
w dychotomii skończoności doświadczanej ostatecznie w śmierci i nieprzejednanego pragnienia
nieśmiertelności. Człowiek szuka nieustannie przezwyciężenia owego rozdarcia i samotności przez
twórczość techniczną i artystyczną, a przede wszystkim przez odniesienia międzyludzkie. Od
krycie niewystarczalności tych relacji dla usprawiedliwienia swojego istnienia otwiera człowieka
na transcendencję. „Doświadczenie religijne jest zatem przeżyciem totalnego kryzysu swej
egzystencji przez człowieka i zarazem jego wzorcowym rozwiązaniem” (s. 27). Autor zwraca
uwagę na historyczność i powszechność tego doświadczenia. Opierając się na danych religio
znawczych (M. Eliade), psychologicznych (E. Fromm, V. Franki) i filozoficznych (Teilhard de
Chardin) podejmuje polemikę z religioznawstwem redukcjonistycznym, wskazując, że religia ma
swoje źródło w samej naturze człowieka. W problematykę rozdziału drugiego Autor wprowadza nas przytoczeniem poglądów deistów
negujących możliwość faktu objawienia, wskazując również na pewien kontekst teologiczny
negacji tego, co nadprzyrodzone. R
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Bożego Jezusa, ani tym, że Jezus został przez pierwotną wspólnotę ubrany w szaty bóstwa. W iarygodności tego najbardziej negowanego dogmatu wiary chrześcijańskiej należy szukać w śro
dowisku życiowym, tak wewnętrznym jak i zewnętrznym wspólnoty przedpaschalnej. Apostołowie byli uwarunkowani od wewnątrz powołaniem z jakim zwrócił się do nich
Jezus, wspólnotą, w której wzrastał ich szacunek, podziw i zrozumienie. „Dzięki temu możemy
dotrzeć nie tylko do nauk Jezusa, ale też do niektórych Jego słów - logiów, które zapadły
głęboko w serca i pamięć Apostołów i były później ze czcią powtarzane” (s. 132). Uwarunkowaniem zewnętrznym była misja, jaką Jezus powierzył Apostołom, której do
chowali wierności i dali temu świadectwo W tym celu ks. Kulisz zwraca naszą uwagę na
słownictwo i postawy pierwotnego Kościoła. Takie pojęcia, jak: „otrzymać” , „przekazać” ,
„świadek” , „apostoł” dobitnie wyrażają świadomość pierwotnego Kościoła, której streszczeniem
są słowa św. Piotra: „Nie za wymyślonymi bowiem mitami postępowaliśmy wtedy, gdy daliśmy
wam poznać moc i przyjaźń Pana Jezusa Chrystusa, ale nauczaliśmy jako naoczni świadkowie
Jego wielkości” (2 P 1, 16). Świadectwo Apostołów daje nam dostęp do samoświadomości
Jezusa, którą wyrażają tytuły chrystologiczne („M esjasz” , „Syn Ojca” i „Syn Człowieczy” ). Szczególnymi znakami boskiej świadomości Jezusa są również cuda. g
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Rozdział piąty stanowi niejako odpowiedź na problem postawiony w rozdziale pierwszym. W historię człowieka zmagającego się ze swoją skończonością wkracza Chrystus zmartwych
wstały. Oto odpowiedź na tajemnicę, którą człowiek jest sam dla siebie. W szystkie religie 342 RECENZJE i kultury ukazują, że człowiek od samych początków był przekonany, że „nie cały umrze” . Tęsknota za nieśmiertelnością nie była negowana nawet przez filozofów marksistowskich, znaj
dowała jednak odpowiedź w pesymistycznej wizji np.: w „tragicznej koncepcji życia” B. Suchodolskiego. g
W świecie biblijnym, wiara w Boga nie pozwalała na pogodzenie się z tragiczną wizją
losów człowieka. W iara złożona w Jezusie Chrystusie przynosi ostateczne rozwiązanie odwiecz
nego dylematu. W iara ta nie była prostym następstwem doświadczenia pustego grobu. Dopiero
objawienie Jezusa - nie bez trudu przyjmowane - wyjaśniło znaczenie wielkanocnego doświad
czenia i zrodziło pełną wiary postawę świadectwa. Kościół żyje od tej pory nie tyle przypomina
niem tamtego wydarzenia, „przeciwnie Kościół jest czasem powolnego realizowania przyszłości,
która zaistniała już w zmartwychwstałym Jezusie.., ” (s. 202). Po prezentacji struktury i treści pozostaje nam dokonać pewnej krytycznej oceny książki ks. J. Kalisza. R
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tu do czynienia z podręcznikiem teologii fundamentalnej, podręcznikiem nie jest. Już pobieżne
przeglądnięcie spisu treści uwidacznia, że Autor stawia sobie inny cel, aniżeli publikację
podręcznika. Dopiero jednak lektura książki daje pojęcie o jej specyfice. Jest to dzieło o charak
terze apologijnym i jeśli można tak określić światopoglądowym. Charakter jej argumentacji
i poruszana problematyka jest uwarunkowana polemicznie i skupia się na kwestiach fundamental
nych. Dotyczy otwarcia człowieka na transcendencję i spełnienia religijnych pragnień w Jezusie
Chrystusie. Więcej o charakterze książki i jej adresatach możemy się dowiedzieć dopiero
z posłowia. Ks. Kulisz pisze, że: „człowiek, każdy człowiek, spotykając Boga w Jezusie Chrystusie,
we wspólnocie Kościoła szuka uzasadnienia dla swojej wiary. Pragnie znaleźć racje, które uczyniły
by rozumnym jego całkowite zawierzenie Jezusowi. Książka ta chciałaby pomóc w poszukiwaniu
rozumowych i przekonujących racji, że tajemnica Chrystusa zmartwychwstałego, obecna w Koś
ciele, nie tylko wyjaśnia sens ludzkiej egzystencji, ale ją realizuje i dopełnia” (s. 211). Niedopatrzeniem wydaje się, że Autor omawiając problemy religioznawcze, a zwłaszcza
uzasadniając powszechność faktu religii, pomija dorobek W. Smitha. Chociaż dzisiaj hipoteza
o praobjawieniu napotyka wiele trudności, to jednak wywarła ona ogromny wpływ. W śród wielu
prezentowanych opinii ta wymagałaby przypomnienia Zastrzeżenie budzi interpretacja kantowskiego rozumienia religii (s. 16-17). Jego teoria
poznania doprowadziła w konsekwencji do krytyki dowodów na istnienie Boga. Faktycznie religię
z dziedziny poznania przeniósł w dziedzinę moralności. Nie było to jednak spowodowane
odrzuceniem istnienia Boga, ale krytyką czystego rozumu, przez którą wykazywał, że prawdy
religijne, jak: Bóg, dusza, nie są bezpośrednio poznawalne, lecz stanowią horyzont naszego
poznania. Skoro więc rozum teoretyczny nie może poznać Boga, to staje się On postulatem
rozumu praktycznego. Rzeczywiście Kant w ten sposób redukuje całkowicie religię do moralno
ści1. Moralność zatem postuluje religijność, a nie odwrotnie, jak to twierdzi ks. Kulisz, jakoby
rozwój moralności według Kanta mial prowadzić do zanikania religii, Tylko w pewnym sensie
można powiedzieć, że moralność w ujęciu Kanta może istnieć bez religii, a mianowicie wówczas,
gdy mówi, że powinność moralna jest bezwarunkowa i nawet Bóg nie jest potrzebny dla jej
wzmocnienia. W skazuje w ten sposób, że to nie moralność ma źródło w religii, ale religia ma
swoje źródło w doświadczeniu imperatywu moralnego, ponieważ nie da się w żaden sposób
uzasadnić powinności moralnej na drodze empirycznej. Kant stwierdza, że bez religii człowiek
nie może się obejść. 1 Por. Z . Z d y b i c k a , Człowiek i religia, Lublin 1984, s. 53.
2 Por. I. K a n t , Religia w obrębie samego rozumu, Kraków 1993, s. 11, 12. 2 Por. I. K a n t , Religia w obrębie samego rozumu, Kraków 1993, s. 11, 12. 1 Por. Z . Z d y b i c k a , Człowiek i religia, Lublin 1984, s. 53. R
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a naturalnym pragnieniem szczęścia i widzi taką możliwość w istnieniu różniącej się od natury
przyczyny, co jest jednocześnie postulatem za istnieniem Boga2. 343 RECENZJE Autor, mimo poprawek, które musiał nanieść, aby zestawić w jedną całość dotychczas
oddzielnie wydane książeczki, nie uchronił się od zbędnych powtórzeń. Są to: powtórzenia
w cytowaniu (na s. 73 i 122 J, Keller, Chrześcijaństwo pierwotne, s. 578-579), dwa razy pojawia
się zagadnienie świadectwa apostolskiego (s. 90-91 i 135-137, podpunkt 3a rozdziału V jest
streszczeniem podpunktu lb rozdziału III). Książka ks. J. Kalisza W kręgu zagadnień i problemów teologii fundamentalnej jest godna
polecenia szerokiej rzeszy czytelników, dla których jest adresowana. Może stać się cenną lekturą
dla każdego człowieka szukającego uzasadnienia swojej wiary. Przejrzysty styl języka i schemat uwzględniający historyczny i naturalny tok stawiania
problemu dotyczącego ludzkiej egzystencji i Boga, jest najlepszym zaproszeniem do podjęcia tej
lektury. Autor bez zbytecznego wnikania w zagadnienia czysto akademickie przekazuje czytel
nikowi pomoc w odszukaniu odpowiedzi na podstawowe pytania, wskazując na zgodność Ob
jawienia z naturalnymi dążeniami człowieka. ks. M ichał Rychert SDB Alessandro M an et i, Vivere insieme, Edizioni Dehoniane, Bologna 1991, ss. 173. Minęło przeszło 90 lat od czasu, kiedy Ch. Cooley w swojej książce Social Organization
zwrócił uwagę na istnienie i funkcjonowanie w ramach szerszych struktur społecznych grup
podstawowych. Od tego czasu zagadnienie to stało się częścią socjologicznej teorii większości
socjologów. Nawet ci, którzy z racji odmiennych zainteresowań kładli nacisk na inne wymiary
życia społecznego, nigdy nie kwestionowali Cooleyowskiego odkrycia. Życie bowiem i najprost
sza obserwacja pozytywne weryfikowały teorię grup podstawowych. Natomiast zadanie, jakie
stawiało sobie wielu socjologów, szło raczej w kierunku coraz wszechstronniejszego dokumen
towania tej teorii i wskazywania roli grup podstawowych, tak dla jej członków, jak i nawet dla
większych tworów społecznych. Społeczny charakter człowieka uwidacznia się w jego zależności od innych w fakcie
zrodzenia, opieki, potrzeby współpracy, ale także osobowego wzrostu i woluntarystycznych
zaangażowań. Środowisko grup podstawowych, bardziej czy mniej bezpośrednio zahacza o nie
wszystkie. Ich obecność jednak najbardziej uwidacznia się tam, gdzie ludzi jednoczą wspólne
wartości, cele, a nawet metody działań. Grupy podstawowe są takim forum par excellence. To, co
indywidualne, nabiera tu wymiaru grupowego, a grupowe jest internalizowane przez jednostkę. Osobiste cele członków nabierają charakteru grupowego, a cele grupy stają się celami poszczegól
nych jednostek. Jednostka w grupie podstawowej stanowi znacznie coś więcej niż jedno z jej
ogniw; bez niej grupa nie byłaby tym, czym jest. R
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z nią się identyfikuje i jest przez nią socjalizowana. Jako bezpośrednie środowisko społecznego
życia człowieka, grupa podstawowa jest płaszczyzną, gdzie jednostkowe spotyka się ze społecz
nym, a „psychologiczne” z „socjologicznym ” . Vivere insieme A. M anentiego podejmuje te aspekty w sposób przystępny, ale jednocześnie
precyzyjny; teoretyczny, ale i poparty przykładami konkretnymi z życia. Jego wizja grup
podstawowych ma charakter wybitnie dynamiczny. Świadome, dobrowolne i całościowe całą
swoją osobowością zaangażowanie się jednostek daje początek nowej rzeczywistości. Z kolei
w jej ramach i na jej forum rozgrywa się życie członków grupy. Tu „ja” i „m y” przenikają się
dogłębnie, nie okradając jedno drugiego z właściwej sobie podmiotowości. Książka składa się z 11 rozdziałów. Trzy pierwsze mają charakter wprowadzający. Rozdział
pierwszy przybliża pojęcie grupy podstawowej; rozdział drugi podkreśla odniesienie do wartości
absolutnych wspólnot religijnych, a rozdział trzeci wyjaśnia podstawowe założenia teoretyczne. Osiem następnych rozdziałów dotyczy dynamiki grupy, konfliktów wspólnotowych - rozdziały: 344 RECENZJE czwarty i piąty, wewnątrzgrupowe porozumiewanie się - rozdział szósty, dojrzałe relacje - roz
dział siódmy, tożsamość osobowa i interakcyjna - rozdział ósmy, formowanie się grupy - roz
dział dziewiąty, fazy umacniania się grupy - rozdział dziesiąty oraz mediacyjna rola grupy
- rozdział jedenasty. W reszcie apendyks przedstawia różne sposoby funkcjonowania grup. A. Manenti jest księdzem, a więc teologiem, ale ma też wykształcenie psychologi
wyniesione z gregoriańskiej szkoły L. Rulli. Obydwie te dziedziny wiedzy spotkały się w analizie
religijnych wspólnot, będących dla autora szczególnym przedmiotem zainteresowania. Religijna
wspólnota jest wspólnotą bazującą na wartościach; sednem zaś tego systemu wartości jest
aktualizacja Królestwa Bożego. To wyartykułowanie i wyakcentowanie wartości nie tylko nie
koliduje z tym, co społeczne, ale go zakłada i uzupełnia. Zycie we wspólnocie religijnej bowiem
nie jest celem samym w sobie; jest drogą, sposobem realizowania wartości transcendentalnych. Autor jest świadomy tego, że liczne aspekty życia jednostek i grupy mogą powodować, iż
wartości przyjęte na płaszczyźnie teoretycznej nie znajdują do końca swego praktycznego
odzwierciedlenia w konkretnym życiu grupy; ideał odbiega znacząco od rzeczywistości. Dzieje się
tak z dwóch powodów: pierwszym jest to, iż niektórzy zapominają dlaczego żyją we wspólnocie;
drugim - nieznajomość zasad życia wspólnotowego. Pierwszy problem, zdaniem autora Vivere
insieme powinien być rozwiązywany na drodze nigdy nie kończącej się refleksji członków grupy:
dlaczego tworzymy tę konkretną wspólnotę; drugi - na drodze swoistej dynamiki grupy, której
„krwiobiegiem” jest system komunikowania się wewnątrzgrupowego. R
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prowadzą niechybnie do wewnętrznego zamknięcia się jednostek i obniżenia jakości grupy albo
nawet jej całkowitego rozpadu. W arunkiem, by jakaś grupa mogła być znakiem, jest jej czytelność przez innych. To zaś
wymaga ciągłego aggiornamento w dawaniu świadectwa tak, by być czytelnym znakiem oraz
wyzbywania się postawy samozadowolenia: osiągnęliśmy to, co zamierzaliśmy; rozwiązaliśmy
wszystkie problemy! Teraz zaczyna się rola innych: patrzeć i naśladować. Dużą rolę w tym
względzie mają do spełnienia ci, którzy bardziej niż inni dostrzegają potrzebę dostosowania się
do nowych oczekiwań otoczenia. Ich rola polega na prowokowaniu, stawianiu pytań, zmuszaniu
do zastanowienia się, odrzuceniu postawy samozadowolenia i poczucia bycia nieomylnym. W tej
roli „budzenia” są niepopularni, ale dla grupy zbawienni. Wspólnota religijna stawiająca sobie ciągle pytania dotyczące wartości, celów i środków, ma
szanse bycia dla Królestwa Bożego, ma szanse osiągnięcia zbawiennej dynamiki, która umożliwia
duchowy wzrost jej członków. Żeby wzrastać nie wystarczy być razem. Trzeba zdawać sobie
sprawę z tego, dlaczego jest się razem i wiedzieć, jak to robić. To zaś możliwe jest do
osiągnięcia na drodze usilnej wspólnotowej refleksji, mającej na celu dynamizację poszczególnych
jej członków, jak i samej grupy Oto kwintesencja książki Vivere insieme. Jej lektura wydaje się
być szczególnie pożyteczną dla liderów wszelkiego rodzaju grup. ks. Władysław Majkowski ks. Władysław Majkowski Monika M a z u r c z a k , Święty Mikołaj. Kim jest, skąd przychodzi i dlaczego jest
taki dobiy, Warszawa, Jacek Santorski & Co 1995, ss. 141. Pod koniec ubiegłego roku w wydawnictwie Jacka Santorskiego ukazała się w formie książki
praca magisterska Moniki Mazurczak. Warto zaznaczy, że powyższa praca została napisana
z zakresu pedagogiki. Chociaż tematyka dotycząca św. Mikołaja, jak również sama jego postać, nie
jest dla nas czymś obcym, jednak sam tytuł książki zachęca nas do zapoznania się z jej treścią. Treść książki autorka przedstawiła w dziewięciu rozdziałach, które następnie podzieliła na
cztery części. Pierwsza z nich zajmuje się życiem i dziejami św. Mikołaja opisanym przez historię,
legendy i mity. 345 RECENZJE W naszych czasach prawie wcale nie modlimy się do tego świętego. Nie prosimy o miłość
w małżeństwie, szczęśliwy poród czy o opiekę nad dziećmi. Obecnie święty ten, jako dostojny
staruszek, bardzo często stoi w witrynach sklepowych i reklamuje nowe samochody, coca-colę,
czy inne najnowsze osiągnięcia techniki. Raz w roku, w okresie Bożego Narodzenia rozdaje
prezenty. R
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z tego, że jest zawsze blisko potrzebującego człowieka. Jego postać potrafiła także godzić
sprzeczności. Był opiekunem biednych i patronem złodziejaszków. Autorka idąc za holenderskim badaczem De Groot’em, przedstawia cztery dziedziny, którym
patronował omawiany święty. Pierwsza grupa problemów to płodność i rodzicielstwo. Święty ten
opiekował się osobami zamężnymi jak i niezamężnymi, dziećmi od poczęcia aż do osiągnięcia
przez nie dojrzałości. Druga grupa, która czuła się szczególnie uprzywilejowana opieką św. Mikołaja, to byli ludzie biedni. Był patronem także bogatych. Czuwał on nad dobrami, przynosił powodzenie materialne,
przywracał utracone dobra. Zaliczani do tej grupy społecznej złodzieje i kłusownicy obrali sobie
za patrona właśnie św. Mikołaja. Opiekował się ponadto przewoźnikami i budowniczymi mostów. Za swego patrona uważali go piekarze, krawcy, tkacze, szewcy, stolarze, malarze drzeworytnicy
i kupcy handlujący ziołami, olejem i lekarstwami. Swoim patronem obrali go także literaci, księża
i mnisi. Autorka próbuje opracować, i robi to w dość interesujący sposób, curriculum vitae św. Mikołaja. Faktów jest mało. Z drugiej zaś strony, dzieje tej osoby obrosły w tak liczne legendy
i opowiadania, że trudno dziś odróżnić wydarzenia rzeczywiste, od tych stworzonych przez czas. Sama nawet historyczność jest poddawana pod wątpliwość. Wielu historyków twierdzi, że to
wszystko, co napisano o św. M ikołaju, jest wytworem legend i przekazów historycznych
dotyczących innych postaci, jak na przykład Mikołaja, opata klasztoru w Syjonie. Musimy przyznać, że najwięcej informacji o tej postaci, dostarczają jednak legendy. I choć
ich wiarygodność jest znikoma, pokazują one, kim była postać czczona przez wielu ludzi. Legendy mówią, że urodził się w Patarze, w rodzinie bogatej i pobożnej. Już w dzieciństwie
odznaczał się powagą, na przykład w dni postne pozwalał się karmić tylko raz dziennie, wiele
czasu spędzał na czytaniu Pisma Świętego. Biskupem Miry został przez przypadek. Pewnego dnia
udał się do kościoła, nie wiedząc nic o uchwale biskupów, którzy uradzili dać mitrę pierwszemu
spotkanemu człowiekowi w kościele. Za panowania cesarzów Dioklecjana i M aksymiana został uwięziony. Odzyskał wolność
dzięki edyktowi mediolańskiemu. W krótce potem ocalił życie trzem rzymskim żołnierzom,
oskarżonym o rabunek. Podczas Soboru Nicejskiego grupa żeglarzy będąca w niebezpieczeństwie,
wzywała na pomoc sławnego biskupa. Św. Mikołaj natychmiast pojawił się przy nich i wybawił
ich z opresji. Są to najstarsze legendy o św. Mikołaju, pochodzą bowiem z V -V III wieku. Jedną z najstarszych legend i bardziej znanych jest udzielenie pomocy, jakiej udzielił św. Mikołaj ojcu trzech córek. R
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rażenie o nim zmieniało się bardzo szybko w „nowym świecie” . Przyczynił się do tego
najbardziej W ashington Irving na początku XIX wieku. Uczynił on ze św. Mikołaja postać pełną
energii, życia i radości. Ponadto wyposażył go w nowy atrybut, fajkę. Amerykanie przenieśli też
jego dzień wizyt, tj. 6 grudnia, na Święta Bożego Narodzenia. W latach dwudziestych naszego stulecia w Ameryce powstał nowy zawód. Santa Claus
wyszedł na ulice, był widoczny i każdy mógł z nim porozmawiać. Jednak wygląd zewnętrzny
świętych Mikołajów życzył sobie wiele do życzenia. Problemem tym zajął się amerykański
żołnierz Jim Yelling, który opracował szereg zasad, które miały być przestrzegane przez absol
wentów „szkół dla M ikołajów” . We Francji pod koniec zeszłego wieku, konkurencję św. M ikołajowi zrobił „ojciec Noel” ,
odrzucony jednak definitywnie w latach powojennych. Tymczasem siedzibę stałego zamieszkania
św. Mikołaja zorganizowała Finlandia, Szwecja i Norwegia. Od czasu do czasu odbywają się
Światowe Kongresy Świętych Mikołajów, podczas których omawiane są palące problemy doty
czące ich działalności. Kolejny rozdział poświęcony jest kultowi św. M ikołaja w Polsce. Ślady kultu tegoż
świętego znajdujemy już w XIII wieku w tzw. Kazaniach Świętokrzyskich. Powstaje wiele
kościołów pod wezwaniem świętego Mikołaja. Staje się on początkowo patronem pasterzy,
chłopów, a następnie opiekunem uczniów i panien. Po II wojnie światowej św. Mikołaj stał się
„Dziadkiem M rozem ” , który został importowany ze Związku Radzieckiego. Od lat 90-tych
powstaje nowa profesja. M ikołaja można zamówić, Są nimi najczęściej studenci dorabiający na
studia. Na terenie Polski powstało szereg akcji, którym patronuje św. Mikołaj. Rozdział czwarty przedstawia wyniki rozmów autorki z dziećmi na temat wyobrażeń św. Mikołaja. Rozmowy, w liczbie kilkudziesięciu, zostały przeprowadzone z dziećmi klas zerowych
dwóch przedszkoli i klas pierwszych dwóch szkół warszawskich. Dzieci bardzo różnie pojmują i wyobrażają tę postać. Dla jednych jest człowiekiem, dla
innych krasnoludkiem, duchem, ma wspaniałą pamięć i nie zapomina o żadnym dziecku. Dla
wielu dzieci Mikołaj potrafi prawie to, co Bóg. W edług niektórych św. Mikołaj jest człowiekiem,
żyje między ludźmi i przebiera się, by rozdawać prezenty. M ikołajem może zostać każdy, kto
posiada odpowiedni strój. Wiele dzieci uważa, że Mikołaj to człowiek, ale trochę inny, bo długo żyje, okazuje miłość,
jest zawsze, jest niewidzialny, jest trochę człowiekiem, trochę duchem, żyje wiecznie. Na pytanie,
gdzie mieszka św. Mikołaj, padały różne odpowiedzi. Najczęściej odpowiadano, że miejscem za
mieszkania św. R
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córek. Św. Mikołaj dowiedziawszy się o tym, przez trzy kolejne noce wrzucał przez okno domu
woreczki ze złotem, które odziedziczył po swoich rodzicach. Za trzecim razem ojciec biednych
panien przyłapał dobrodzieja na gorącym uczynku. Ten ostatni prosił o zachowanie tajemnicy. Niektórzy twierdzą, że to właśnie ta legenda tłumaczy najbardziej rolę św. Mikołaja, jaką jest
rozdawanie prezentów po kryjomu. Rozdział drugi mówi o szerzeniu się kultu św. Mikołaja. Możemy wyróżnić dwie ścieżki:
wschodnią i zachodnią. W schodnia idzie wyraźnie w kierunku sacrum. Postać św. Mikołaja zajmuje
w tradycji Wschodu bardzo ważne miejsce. Już w VI wieku zauważa się kult św. Mikołaja. Poświęca się mu nowo wybudowane kościoły, pisze hymny i pieśni. W Mirze powstaje sank
tuarium, do którego, udają się liczni pątnicy. W IX wieku jego kult jest zaraz po kulcie Maryi. Poświęca się mu nowo wybudowane kościoły, pisze hymny i pieśni. W Mirze powstaje sank
tuarium, do którego, udają się liczni pątnicy. W IX wieku jego kult jest zaraz po kulcie Maryi. Osobną tradycję posiada św. Mikołaj na Rusi. Był tam patronem chroniącym od najazdów
tatarskich. W tygodniowym cyklu liturgicznym w Kościele prawosławnym czwartek jest dniem, Osobną tradycję posiada św. Mikołaj na Rusi. Był tam patronem chroniącym od najazdów
tatarskich. W tygodniowym cyklu liturgicznym w Kościele prawosławnym czwartek jest dniem, 346 RECENZJE w którym oddaje się cześć apostołom, św. M ikołajowi i innym świętym. W iek XVIII i XIX to
rozkwit kultu św. Mikołaja. Zaczyna się wierzyć w niego jak w Boga, a jego imię utożsamiane
jest z „ikoną” . W kulturze zachodniej, podobnie jak we wschodniej, kult św. M ikołaja wyszedł z Miry. Jednak tutaj mówi się dużo mniej o nim jako o świętym. Kultura Zachodu idzie w kierunku
pro f amon. W iadomość o świętym Mikołaju dotarła do Rzymu dzięki wymianie kulturowej między
światem greckim a rzymskim, W XI wieku, po zajęciu Miry przez muzułmanów, przeniesiono
jego ciało do Bari. Jego osoba staje się też dość szybko znana w Europie. Od końca XII wieku postać św. Mikołaja zaczyna pojawiać się w teatrze. Staje się on
bohaterem krótkich utworów dramatycznych. Powstaje szereg nowych wątków legendarnych. Głównie uważa się św. M ikołaja za dawcę nagród i kar. Okres Reformacji desakralizuje św. Mikołaja. Zostaje on „biskupem szkolnym” (Anglia) lub „futrzanym M ikołajem” (Niemcy). Kult św. M ikołaja uratowała Holandia, która uważała go za patrona swoich statków. RECENZJE RECENZJE Rozdział piąty zawiera wypowiedzi dzieci na temat wyglądu zewnętrznego św. Mikołaja. Ogólnie dzieci mają następujące wyobrażenie: jest tłuściutki, ma czerwoną czapkę, czerwony
płaszcz, wysokie kozaki, worek z zabawkami i laskę. Ponadto musi posiadać czapkę z pompo
nem, długą i białą brodę. Rozdział szósty porusza problem listów dzieci w Polsce wysyłanych do św. Mikołaja. Autorka przedstawia treść życzeń i ich wygląd zewnętrzny. W oparciu o przestudiowaną
korespondencję można powiedzieć, że dla dzieci św. Mikołaj jest bardziej przyjacielem, niż
patronem. Jest gościem oczekiwanym, wyrozumiałym i kochanym. W dwóch następnych rozdziałach autorka próbuje dać odpowiedź na pytanie, po co ludziom
św. Mikołaj? Jedną z odpowiedzi jest poszukiwanie historycznych związków między obyczajami
dawnymi a współczesnymi. W edług niektórych kult św. Mikołaja jest związany z wierzeniami
pogańskimi i ich późniejszymi transformacjami. W edług innych postać św. Mikołaja starca,
sprzyja umacnianiu autorytetu przodków. W ielu rodziców wykorzystuje tradycję i postać św. Mikołaja - starego Mędrca, jako skuteczną metodę wychowawczą: nagroda i kara. Inną od
powiedzią jest kwestia potrzeby u człowieka sacrum (New Age), kontaktu z Absolutem, które
człowiek znajduje w obcowaniu z symbolami. Ostatni rozdział zawiera zestawienie „za i przeciw” odnośnie do św. Mikołaja. Jest to próba
podsumowania i dania odpowiedzi, jaki wpływ na dzieci, dorosłych i kształtowanie się społeczeń
stwa ma postać św. Mikołaja. Książka kończy się jego adresem. Niewątpliwie omawiana tutaj książka dotyczy dość ważnego problemu. Spotykamy się tak
często z postacią św. Mikołaja, że często nie zdajemy sobie sprawy z bogatej treści, jaka kryje się
za tą postacią. Autorka w sposób dość dokładny studiuje aspekt historyczny dotyczący tej postaci. Umiejętnie stara się rozdzielić historię od legend i przekazów ludowych. Technika pytań
zastosowana rozmowie z dziećmi na pewno odzwierciedla nam w sposób klarowny ich widzenia
i wyobrażenia o św. Mikołaju. W części końcowej, podsumowującej, autorka próbuje osadzić to
wszystko na klasycznej filozofii i na prawdach wiary chrześcijańskiej. Po skończonej lekturze czuje się pewien mały niedosyt. Niektóre rozdziały mogłyby być
bardziej rozbudowane. Szczególnie te mówiące o reakcjach dzieci na św. Mikołaja, o wpływach
pozytywnych i skutkach wychowawczych, jakie ta postać wywiera na najmłodszych. Książka zasługuje w pełni na uważną lekturę z kilku powodów. Jednym z nich jest fakt, że
przecież każdy z nas był małym dzieckiem. Każdy z nas wierzył na swój sposób w św. Mikołaja
i niecierpliwie oczekiwał dnia szóstego grudnia lub choinki, pod którą św. Mikołaj zostawiał nam
podarki. A czy teraz, już jako dorośli, nie wierzymy choć trochę w św. Mikołaja? R
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dzieci św. Mikołaj mieszka w pałacu, w chmurach lub w domu z garażem dla reniferów. Gdy cho
dzi o podarki, dzieci uważają, że dobrym św. Mikołaj przynosi dobre rzeczy, złym przynosi rózgi. 347 RECENZJE Lektura książki
na pewno ubogaci nasze dziecięce wyobrażenia o tej postaci. Z drugiej strony, choć na trochę,
przeniesie nas w szczęśliwy świat dzieciństwa, w którym wszystko było piękne i możliwe. Tego
życzę. ks. Jan Niewęgłowski SDB Bronisław M i e r z w i ń s k i , Mężczyzna, mąż, ojciec, Wydawnictwo „Posłaniec” ,
Otwock 1996, ss. 266. Jest prawie truizmem stwierdzenie, że ludzka rzeczywistość ma zawsze wymiar płciowości. Człowiek nie może żyć poza płcią, w oderwaniu od płci. Stąd każda ludzka jednostka jest albo
mężczyzną albo kobietą, a nie istotą apłciową. Oznacza to, że płciowość ma dwie swoje formy:
kobiecość i męskość. W ypadki „pośrednie” , o ile się zdarzają, należy traktować w kategoriach
biologicznych dewiacji. Ludzka płciowość (seksualność) będąc integralną częścią osobowości człowieka - przenika
ją całą: uczucia, myśli, działanie... Jest sposobem rozumienia nas samych jako mężczyzny 348 RECENZJE i kobiety, jest sposobem komunikowania się jednostki z innymi. Mając charakter wielowymiaro
wy: fizyczny, osobowy, poznawczy, wartościujący, duchowy i społeczny płciowość przenika całą
ludzką egzystencję. W następstwie podziału ludzi według płci, mężczyzna jako mężczyzna
i kobieta jako kobieta m ają swoje funkcje w poczęciu, noszeniu, wychowaniu dziecka, nawet
w życiu ekonomicznym i społecznym. Na szczególną uwagę zasługuje komplementarny charakter ludzkiej płciowości. Płciowość
jest nastawiona na dopełnienie w ramach ludzkiej egzystencji. M ężczyzna potrzebuje kobiety,
a kobieta potrzebuje mężczyzny. Najważniejszym forum tego dopełnienia się mężczyzny i kobiety
jest małżeństwo i rodzina. Na tym forum mężczyzna staje się mężem i ojcem, a kobieta żoną
i matką. Książka B. M ierzwińskiego Mężczyzna, mąż, ojciec podejmuje problematykę mężczyzny
w tej perspektywie, poszerzając jej wizję o wymiar katolickiej doktryny opartej na Bożym
Objawieniu dotyczącej powołania mężczyzny. Cała analiza zmierza ku temu, by na jej podstawie,
wziąwszy pod uwagę zmieniające się warunki życia oraz zmiany społeczno-kulturowe (znaki
czasu), wyartykułować pastoralne postulaty, tak by mężczyzna stał się tym, kim z powołania (z
woli Bożej) jest. Pierwsza część książki koncentruje się na problematyce: mężczyzna - mąż - ojciec
w świetle nauk empirycznych, a w szczególności psychologii i socjologii. Dorobek nauk em
pirycznych autor traktuje jako niezbędny dla zrozumienia mężczyzny i jego roli, tak w społeczeń
stwie, jak i w rodzinie. Na poziomie osoby autor akcentuje trzy jej wymiary: płciowość, psychikę
i religijność. W wymiarze społecznym akcent położony jest na jego roli jako męża i ojca, czyli
na małżeństwo i rodzinę. RECENZJE Mierzwiński w książce M ężczyzna - mąż - ojciec zaprezentował się szczególnie
analitk. Lubuje się w daleko idących podziałach i rozróżnieniach. Dla czytelnika o innej nieco
intelektualnej orientacji może to stanowić pewną trudność. M ożna też zastanawiać się, czy
zaprezentowane nauczanie Jana Pawła II nie należałoby raczej usytuować w szerszej perspek
tywie, to jest nauczania posoborowego, do którego autor i tak z konieczności się odwołuje. ks. W ładysław Majkowski ks. W ładysław Majkowski ks. W ładysław Majkowski Ks. Bogusław Mi g u t , Znaki Misterium Chrystusa. Historiozbawcze ujęcie
sakramentów według Salvatore Marsilego O SB (1910-1983), Lublin 1996,
ss. 330. Od śmierci prof. Salvatore M arsilego mija prawie 15 lat. W pamięci tych, którzy mieli
szczęście go w życiu spotkać, czy słuchać jego wykładów, pozostaje ciągle jego żywa, bardzo
skromna postać, właściwa wielkim ludziom. Z radością odnotowujemy, że zarówno we Włoszech
jak i poza nimi, nie maleje zainteresowanie uprawianą przez Marsilego teologią liturgii. Recenzowana książka ks. Bogusława Miguta: Znaki Misterium Chrystusa. Historiozbawcze
ujęcie sakramentów według Salvatore Marsilego... jest pierwszym, tak obszernym, drukowanym
studium teologiczno-liturgicznym, godnym szczególnej uwagi, ze względu na całościowe opraco
wanie koncepcji sakramentów według prof. Marsilego. Książka jest rzeczywistym wkładem
Autora w wypełnienie dużej luki na polu badań nad przemianami w liturgice posoborowej. Jak zaznacza sam Autor we W stępie do swojej książki (s. 31), stawia on sobie za cel
prezentację historiozbawczej koncepcji sakramentów Salvatore Marsilego, jako czołowego włos
kiego teologa, doby dojrzałego ruchu liturgicznego i posoborowej odnowy liturgicznej. Jako że
książka powstała z rozprawy doktorskiej, towarzyszy jej także próba oceny teologii liturgii wg
Marsilego z punktu widzenia innych, rozwiniętych po Soborze W atykańskim II koncepcji
sakramentów. Ks. B. Migut swoje dociekania naukowe ujął w pięciu rozdziałach. W rozdziale pierwszym
ukazuje ogólną koncepcję sakramentu wypracowaną przez Dom Marsilego, w której sakramenty
jaw ią się w zbawczych znakach jako kontynuacja historii zbawienia. Interesująca jest tu szczegól
nie historiozbawcza perspektywa sakramentalnych znaków, oraz ich relacja do „Chrystusa-Znaku-
Sakramentu” , który jest nie tylko źródłem samych sakramentów Kościoła, ale i sakramentalności
liturgii (s. 35-91). W rozdziale drugim, zatytułowanym: Chrzest wszczepieniem w Misterium Chrystusa i Koś
cioła, Autor omawia wypracowaną przez prof. Marsilego historiozbawczą koncepcję chrztu św. Już w tytule tego rozdziału, mówiącym o wszczepieniu w Misterium, podkreśla teologiczną głębię
i nadzwyczajny wymiar znaczeniowy tego paschalnego sakramentu. Ks. M ig u t, zauważa, że
Marsili odcina się od jurydycznego pojmowania sakramentów, a tym samym od praw no-kon
stytutywnego ujmowania ich ustanowienia. Ks. RECENZJE Autor podejmuje też problematykę kulturowo uwarunkowanych „męs
kich ról” społecznych (gender) i związanej z tym uprzywilejowanej w stosunku do kobiety
pozycji społecznej mężczyzny, co obecnie jest przedmiotem szczególnej krytyki ruchów feminist-
cznych, jako relikt patriarchalnego systemu. Druga część publikacji prezentuje zarys teologii mężczyzny. Autor ukazuje specyfikę
powołania mężczyzny, do jakiego został wezwany w akcie stworzenia go przez Stwórcę. Treść
tego powołania zapisana jest na kartach Pisma Świętego, której oficjalną interpretację odnaj
dujemy w M agisterium Kościoła, a w szczególności w bogatym w tym zakresie nauczaniu
obecnego Papieża Jana Pawła II. Niezmienne w swej zasadniczej strukturze i treści powołanie mężczyzny realizuje się jednak
w konkretnych uwarunkowaniach społecznych i kulturowych. Ich podstawową cechą jest dynami
ka i zmienność; obecnie bardziej niż w poprzednich epokach. Jest to jednocześnie element
nadziei, ale i zagrożenia. Nadzieja z wiary w prawie nieograniczone możliwości, jakie jaw ią się
przed człowiekiem, tak w wymiarze osiągnięć technologicznych, jak i doskonalszych form
organizacji życia. Jednak racjonalizacja życia we wszystkich jego sferach: odniesienia człowieka
do przyrody, organizacji społecznej, kulturowej oraz polityki stanowi dla człowieka, a szczególnie
dla mężczyzny, niebezpieczną pułapkę. Może on nie być w stanie odczytać w tych okolicznościach
swego powołania albo nie być w stanie go realizować. Tym bardziej zachodzi takie niebezpieczeń
stwo, że - jak zauważa autor - „wokół m ężczyzny i jego problemów zapanowała zmowa milczenia,
obojętność: brak badań naukowych brak całościowych publikacji, brak potrzebnych decyzji ze
strony kompetentnych instytucji” (s. 10). Naprzeciw tym potrzebom musi wyjść teologia praktyczna
(pastoralna). W tej perspektywie autor książki formułuje szereg postulatów (10), mających na celu
podjęcie duszpasterskich działań, adekwatnych do zaistniałych na tym polu potrzeb. Książka B. M ierzwińskiego prezentuje się jako bardzo ważna pozycja w poruszanej przez
niego tematyce, tym bardziej, że teologia mężczyzny ciągle potrzebuje pełniejszych opracowań. Poza tym autor potrafił w sposób adekwatny spożytkować wiedzę dostarczaną przez nauki
empiryczne jako punkt wyjścia do swoich dociekań teologiczno-pastoralnych, przestrzegając przy
tym autonomii obydwu dziedzin wiedzy. Stanowi to niewątpliwie dodatkowy atut książki. Wreszcie wysuwane przez niego postulaty pastoralne m ogą stanowić podstawę do opracowania 349 RECENZJE stosownego do dzisiejszych potrzeb programu duszpasterstwa m ężczyzny-m ęża-ojca, Jestem
przekonany, że książka ta będzie ciekawą i pożyteczną lekturę, tak dla wytrawnych pastoralistów,
jak i mniej doświadczonych studentów. stosownego do dzisiejszych potrzeb programu duszpasterstwa m ężczyzny-m ęża-ojca, Jestem
przekonany, że książka ta będzie ciekawą i pożyteczną lekturę, tak dla wytrawnych pastoralistów,
jak i mniej doświadczonych studentów. B. RECENZJE M igut potrafi znaleźć delikatną granicę prof. Marsilego w akcentowaniu zbawczych wydarzeń, dla rozumienia np. profetycznego charakteru
chrztu Janowego, będącego przygotowaniem chrztu Jezusa, pojmowanego przecież jako nowa
rzeczywistość eschatologiczno-mesjańska, będącą „chrztem Duchem” i umożliwiająca wejście do
Królestwa Bożego (s. 93-110). Autor dobrze odczytuje intencje Marsilego, który chce, aby
chrześcijanin dzisiaj lepiej rozumiał na czym polega nowość w rozumieniu chrztu, dlatego
podkreśla, że chrzest umieszcza człowieka w nowym wymiarze odniesienia do Boga i to Boga
Osobowego, który przez swoją dynamis włącza człowieka w wewnętrzne bogactwo swojego 350 RECENZJE życia. Taka wizja chrztu pomaga w rozumieniu eklezjalnego wymiaru chrztu (s. 119-133). Tu ks. Migut zamieszcza także wyjątkowo aktualny materiał refleksyjny na temat ujmowania przez
Marsilego chrztu niemowląt. Rozdział trzeci książki Autor poświęca proponowanej przez Marsilego tematyce bierz
mowania. Widzi on ten sakrament jako żywe uczestnictwo w misterium Ducha Świętego. Ks. B. Migut przedstawia tu najpierw misterium Ducha Świętego w szerokiej panoramie całej historii
zbawienia. Udowadnia, w jaki sposób Zesłanie Ducha Świętego staje się rzeczywistym bierz
mowaniem Kościoła. Autor akcentuje jedną z wielkich trosk M arsilego, by w przygotowaniu do
tego sakramentu uświadomić wszystkim, że w bierzmowaniu chodzi nie tylko o zetknięcie się
chrześcijanina z działaniem Ducha Świętego, lecz także o prawdziwą wiarę bierzmowanego, że
naprawdę otrzymuje Ducha Świętego w darze. W tym temacie zostaje odnotowana jedna z batalii
Marsilego, odnośnie do kolejności udzielania sakramentów. Marsylii był zdania, że racje teologi
czne i tradycja patrystyczna przemawiają za kolejnością następującą: chrzest, bierzmowanie
i Eucharystia, oraz że ta kolejność nie powinna być modyfikowana. Autor książki nie jest
bezkrytyczny w tym względzie, porównując najnowszą literaturę z zakresu teologii liturgii
stwierdza, że po tylu latach nadal nie ma ostatecznych rozstrzygnięć w tej kwestii (s. 156-167). Celebracja misterium paschalnego Chrystusa mocą Ducha Świętego, to tytuł czwartego
rozdziału książki. W tym rozdziale teologiczno-liturgiczna myśl M arsilego jaw i się najobficiej. Autor, na podstawie literatury bardzo wiernie prezentuje Misterium Paschalne Chrystusa według
S. Marsilego. W skazuje On na M isterium Paschalne Chrystusa jako wielowymiarowe wypełnienie
się Paschy Starego Testamentu (wymiar historyczny, rytualny i celebratywny). Dłużej zatrzymuje
się na samej koncepcji Eucharystii, która według Marsilego najlepiej wyraża się w anamnezie
śmierci i zmartwychwstania Chrystusa. W Eucharystii chodzi więc przede wszystkim o Paschę
Chrystusa, o „Nową pam iątkę” , będącą „zbawczą rzeczywistością Chrystusa, która dokonała się
dla zbawienia ludzi” . W ten sposób Pascha Chrystusa staje się również Paschą Kościoła. RECENZJE Cały
sposób interpretacji celebrowania Misterium Paschalnego u
M arsilego zmierza systematyc
człowiekowi, by pomóc mu w nieustannym odczytywaniu,
ciągle
aktualnego zaproszen
tusa do uczestnictwa w wielkim misterium Paschy. Rozdział piąty książki ks. B. Migut poświęca nauce S. Marsilego,
odnoszącej się
do
uobecniania Misterium Chrystusa w innych sakramentach: tj. w sakramencie pokuty, w sakramen
cie namaszczenia chorych, sakramencie kapłaństwa i sakramencie małżeństwa. Znajdujemy tu
materiał proporcjonalnie mniej obszerny, chociaż bardzo interesujący. Autor podsumowując swoje badania na temat nauczania Dom Salvadore w odniesieniu do
misterium pojednania w sakramencie pokuty stwierdza, że Profesor uczy nas tu przede wszystkim
dwóch rzeczy: Pierwsza odnosi się do faktu kontynuacji w sakramencie pokuty zbawczej misji
Chrystusa przychodzącego: znaleźć, zbawić i uzdrowić człowieka. Druga zaś, wskazuje na
niezwykłą łączność sakramentu pokuty z sakramentami inicjacji chrześcijańskiej. Słusznie ks. Migut podkreśla entuzjastyczne podejście Marsilego do odnowionych obrzędów sakramentu
namaszczenia chorych. Najważniejszą sprawą jest, by chory w sakramencie namaszczenia spotkał
się z Chrystusem. Spotkanie z Chrystusem bowiem sprawia, że „chory wraz z Nim przedstawia
Ojcu kielich swojego cierpienia, prosząc, by spełniła się wola Ojca i przyjmując w pełni Jego
wolę” (s. 268). Autor bardzo inteligentnie wybrnął z tematu: Sakrament święceń włączeniem w kapłaństwo
i misję Chrystusa. W idząc, że w odniesieniu do kapłaństwa nauka Marsilego nie stanowi pewnej
całości, omawiając ten temat w przypisach, obficiej niż poprzednio, cytuje szerszy kontekst
wypowiedzi Profesora. Dobrze też, że Autor ukazując historiozbawczy wymiar sakramentu
małżeństwa według M arsilego, nie próbuje „na siłę” doszukiwać się w materiale tego, czego nie
ma. Oryginalnym elementem w kontekście ujmowania i przeżywania tego sakramentu z pewnoś
cią jest temat „Kościoła domowego” i sprawowanej przez rodzinę „liturgii domowej” , chociaż
wydaje mi się, że o tym mówi nie tylko S. Marsili. 351 RECENZJE W zakończeniu książki Autor przedstawia owoce swoich badań. Trzeba przyznać, że zrobił
to dobrze. Na szczególną uwagę zasługuje zgromadzona i wykorzystana przez Autora bogata
bibliografia, w której po raz pierwszy pojawiły się skompletowane, a zagubione wcześniej
niektóre materiały Profesora. Książka ks. B. M iguta nie tylko sprawia dobre wrażenie, ale jest rzeczywiście pozycją
wartościową i interesującą. Napisana jest językiem naukowym bardzo komunikatywnym. Dobrze
przybliża nam ona prezentowaną przez prof. S. Marsilego, posoborową koncepcję liturgii oraz
metodę współczesnego uprawiania teologii liturgicznej, Książka zainteresuje z pewnością nie tylko liturgistów, godna jest uwagi szerokiego grona
teologów i nie tylko. ks. Adam Durak SDB Ks. Henryk S k o r o w s k i , Moralność społeczna. RECENZJE Migut zamieszcza także wyjątkowo aktualny materiał refleksyjny na temat ujmowania przez
Marsilego chrztu niemowląt. Rozdział trzeci książki Autor poświęca proponowanej przez M arsilego tematyce bierz
mowania. Widzi on ten sakrament jako żywe uczestnictwo w misterium Ducha Świętego. Ks. B. Migut przedstawia tu najpierw misterium Ducha Świętego w szerokiej panoramie całej historii
zbawienia. Udowadnia, w jaki sposób Zesłanie Ducha Świętego staje się rzeczywistym bierz
mowaniem Kościoła. Autor akcentuje jedną z wielkich trosk M arsilego, by w przygotowaniu do
tego sakramentu uświadomić wszystkim, że w bierzmowaniu chodzi nie tylko o zetknięcie się
chrześcijanina z działaniem Ducha Świętego, lecz także o prawdziwą wiarę bierzmowanego, że
naprawdę otrzymuje Ducha Świętego w darze. W tym temacie zostaje odnotowana jedna z batalii
Marsilego, odnośnie do kolejności udzielania sakramentów. M arsylii był zdania, że racje teologi
czne i tradycja patrystyczna przemawiają za kolejnością następującą: chrzest, bierzmowanie
i Eucharystia, oraz że ta kolejność nie powinna być modyfikowana. Autor książki nie jest
bezkrytyczny w tym względzie, porównując najnowszą literaturę z zakresu teologii liturgii
stwierdza, że po tylu latach nadal nie ma ostatecznych rozstrzygnięć w tej kwestii (s. 156-167). Celebracja misterium paschalnego Chrystusa mocą Ducha Świętego, to tytuł czwartego
rozdziału książki. W tym rozdziale teologiczno-liturgiczna myśl M arsilego jawi się najobficiej. Autor, na podstawie literatury bardzo wiernie prezentuje M isterium Paschalne Chrystusa według
S. Marsilego. W skazuje On na M isterium Paschalne Chrystusa jako wielowymiarowe wypełnienie
się Paschy Starego Testamentu (wymiar historyczny, rytualny i celebratywny). Dłużej zatrzymuje
się na samej koncepcji Eucharystii, która według Marsilego najlepiej wyraża się w anamnezie
śmierci i zmartwychwstania Chrystusa. W Eucharystii chodzi więc przede wszystkim o Paschę
Chrystusa, o „Nową pam iątkę” , będącą „zbawczą rzeczywistością Chrystusa, która dokonała się
dla zbawienia ludzi” . W ten sposób Pascha Chrystusa staje się również Paschą Kościoła. Cały
sposób interpretacji celebrowania Misterium Paschalnego u Marsilego zmierza systematycznie ku
człowiekowi, by pomóc mu w nieustannym odczytywaniu, ciągle aktualnego zaproszenia Chrys
tusa do uczestnictwa w wielkim misterium Paschy. Rozdział piąty książki ks. B. M igut poświęca nauce S. Marsilego, odnoszącej się do
uobecniania M isterium Chrystusa w innych sakramentach: tj. w sakramencie pokuty, w sakramen
cie namaszczenia chorych, sakramencie kapłaństwa i sakramencie małżeństwa. Znajdujemy tu
materiał proporcjonalnie mniej obszerny, chociaż bardzo interesujący. RECENZJE Wybrane zagadnienia z etyki
społecznej, gospodarczej i politycznej, Wydawnictwo Salezjańskie, Warszawa
1996, ss. 250 + 2 nlb. Życie społeczne ze swej natury domaga się uporządkowania według pewnych reguł. Reguły
te określane są przede wszystkim przez prawo stanowione. Podstawą jednak tego prawa muszą
być zasady etyczne. W przeciwnym razie prawo nie będzie spełniać swej funkcji. Będzie słabe,
albo będzie działać wręcz destruktywnie na daną społeczność. Między innymi z tego względu
rodzi się ciągła potrzeba określania wymiaru etycznego we wszystkich dziedzinach życia społecz
nego. Potrzeba ta dotyczy nie tylko bezpośrednio relacji międzyludzkich, ale również wszystkich
tych odniesień, które na nie wpływają. Obejmuje więc ona zarówno niezwykle ważny sektor
gospodarczy, a także wszystkie działania wchodzące w zakres najszerzej pojętej polityki, w tym
również polityki międzynarodowej. Naprzeciw potrzebie przybliżeniu etycznych zasad w życiu
społecznym wychodzi wydana przez W ydawnictwo Salezjańskie, książka ks. dr. hab. Henryka
Skorowskiego SDB, M oralność społeczna, W arszawa 1996. Autor zaznacza w podtytule, że interesują go „wybrane zagadnienia z etyki społecznej,
gospodarczej i politycznej” . I jest to zrozumiałe, gdyż nie sposób w jednej publikacji omówić
wszystkich problemów, jakie pojawiają się w tym przedmiocie. Dodać należy, że ks. Skorowski,
dziekan Wydziału Historyczno-Społecznego w ATK w Warszawie, od lat zajmuje się prob
lematyką społeczną. Opublikował na ten temat szereg artykułów, a w ostatnich latach także
książek, m.in. Być chrześcijaninem i obywatelem dziś. Refleksje o postawach moralno-społecz
nych, W arszawa 1994 i Problematyka praw człowieka, W arszawa 1996. W kolejnej swej publikacji ks. Skorowski rozważa moralność społeczną „w świetle myśli
społecznej Kościoła” , a dokładniej - jak pisze we W stępie - odniesienie człowieka, który jest
osobą do procesów historyczno-kulturowo-społeczno-gospodarczo-politycznych (s. 5). Już samo
zestawienie ze sobą tych relacji pokazuje skomplikowany splot rozmaitych zagadnień, które są
poruszane w sześciu rozdziałach książki. W pierwszym z nich Autor przybliża chrześcijańską koncepcję osoby ludzkiej (s. 16). Odwołując się do niej ks. Skorowski stwierdza, że fundamentalnym elementem chrześcijańskiej
wizji człowieka jest „godność osoby” . Nie zrozumie się jednak tego pojęcia „bez zrozumienia
zasadniczych prawd chrześcijańskiej antropologii” (s. 17). Niepowtarzalną wartość osoby ludzkiej
można odkryć wówczas, gdy zauważy się jej zarówno przyrodzoną, czyli cielesno-duchową sferę,
jak również nadprzyrodzoną jej godność, wynikającą z prawdy o podobieństwie człowieka do
Boga i usynowieniu go przez fakt odkupienia dokonany przez Chrystusa (s. 19). 350 RECENZJE życia. Taka wizja chrztu pomaga w rozumieniu eklezjalnego wymiaru chrztu (s, 119-133), Tu ks. RECENZJE Autor podsumowując swoje badania na temat nauczania Dom Salvadore w odniesieniu do
misterium pojednania w sakramencie pokuty stwierdza, że Profesor uczy nas tu przede wszystkim
dwóch rzeczy: Pierwsza odnosi się do faktu kontynuacji w sakramencie pokuty zbawczej misji
Chrystusa przychodzącego: znaleźć, zbawić i uzdrowić człowieka. Druga zaś, wskazuje na
niezwykłą łączność sakramentu pokuty z sakramentami inicjacji chrześcijańskiej. Słusznie ks. Migut podkreśla entuzjastyczne podejście Marsilego do odnowionych obrzędów sakramentu
namaszczenia chorych. Najważniejszą sprawą jest, by chory w sakramencie namaszczenia spotkał
się z Chrystusem. Spotkanie z Chrystusem bowiem sprawia, że „chory wraz z Nim przedstawia
Ojcu kielich swojego cierpienia, prosząc, by spełniła się wola Ojca i przyjmując w pełni Jego
wolę” (s. 268). Autor bardzo inteligentnie wybrnął z tematu: Sakrament święceń włączeniem w kapłaństwo
i misję Chrystusa. Widząc, że w odniesieniu do kapłaństwa nauka Marsilego nie stanowi pewnej
całości, omawiając ten temat w przypisach, obficiej niż poprzednio, cytuje szerszy kontekst
wypowiedzi Profesora. Dobrze też, że Autor ukazując historiozbawczy wymiar sakramentu
małżeństwa według Marsilego, nie próbuje „na siłę” doszukiwać się w materiale tego, czego nie
ma. Oryginalnym elementem w kontekście ujmowania i przeżywania tego sakramentu z pewnoś
cią jest temat „Kościoła domowego” i sprawowanej przez rodzinę „liturgii domowej” , chociaż
wydaje mi się, że o tym mówi nie tylko S. Marsili. 351 RECENZJE W zakończeniu książki A utor przedstawia owoce swoich badań. Trzeba przyznać, że zrobił
to dobrze. Na szczególną uwagę zasługuje zgromadzona i wykorzystana przez Autora bogata
bibliografia, w której po raz pierwszy pojawiły się skompletowane, a zagubione wcześniej
niektóre materiały Profesora. Książka ks. B. Miguta nie tylko sprawia dobre wrażenie, ale jest rzeczywiście pozycją
wartościową i interesującą. Napisana jest językiem naukowym bardzo komunikatywnym. Dobrze
przybliża nam ona prezentowaną przez prof. S. Marsilego, posoborową koncepcję liturgii oraz
metodę współczesnego uprawiania teologii liturgicznej. Książka zainteresuje z pewnością nie tylko liturgistów, godna jest uwagi szerokiego grona
teologów i nie tylko. ks. Adam Durak SDB Ks. Henryk S k o r o w s k i , Moralność społeczna. Wybrane zagadnienia z etyki
społecznej, gospodarczej i politycznej, Wydawnictwo Salezjańskie, Warszawa
1996, ss. 250 + 2 nlb. Życie społeczne ze swej natury domaga się uporządkowania według pewnych reguł. Reguły
te określane są przede wszystkim przez prawo stanowione. Podstawą jednak tego prawa muszą
być zasady etyczne. W przeciwnym razie prawo nie będzie spełniać swej funkcji. Będzie słabe,
albo będzie działać wręcz destruktywnie na daną społeczność. RECENZJE Między innymi z tego względu
rodzi się ciągła potrzeba określania wymiaru etycznego we wszystkich dziedzinach życia społecz
nego, Potrzeba ta dotyczy nie tylko bezpośrednio relacji międzyludzkich, ale również wszystkich
tych odniesień, które na nie wpływają. Obejmuje więc ona zarówno niezwykle ważny sektor
gospodarczy, a także wszystkie działania wchodzące w zakres najszerzej pojętej polityki, w tym
również polityki międzynarodowej. Naprzeciw potrzebie przybliżeniu etycznych zasad w życiu
społecznym wychodzi wydana przez W ydawnictwo Salezjańskie, książka ks. dr. hab. Henryka
Skorowskiego SDB, M oralność społeczna, W arszawa 1996. Autor zaznacza w podtytule, że interesują go „wybrane zagadnienia z etyki społecznej,
gospodarczej i politycznej” . I jest to zrozumiałe, gdyż nie sposób w jednej publikacji omówić
wszystkich problemów, jakie pojaw iają się w tym przedmiocie. Dodać należy, że ks. Skorowski,
dziekan Wydziału Historyczno-Społecznego w ATK w W arszawie, od lat zajmuje się prob
lematyką społeczną. Opublikował na ten temat szereg artykułów, a w ostatnich latach także
książek, m.in. Być chrześcijaninem i obywatelem dziś. Refleksje o postawach moralno - społecz
nych, Warszawa 1994 i Problematyka praw człowieka, W arszawa 1996. W kolejnej swej publikacji ks. Skorowski rozważa moralność społeczną „w świetle myśli
społecznej Kościoła” , a dokładniej - jak pisze we W stępie - odniesienie człowieka, który jest
osobą do procesów historyczno-kulturowo-społeczno-gospodarczo-politycznych (s. 5). Już samo
zestawienie ze sobą tych relacji pokazuje skomplikowany splot rozmaitych zagadnień, które są
poruszane w sześciu rozdziałach książki. W pierwszym z nich Autor przybliża chrześcijańską koncepcję osoby ludzkiej (s. 16). Odwołując się do niej ks. Skorowski stwierdza, że fundamentalnym elementem chrześcijańskiej
wizji człowieka jest „godność osoby” . Nie zrozumie się jednak tego pojęcia „bez zrozumienia
zasadniczych prawd chrześcijańskiej antropologii” (s. 17). Niepowtarzalną wartość osoby ludzkiej
można odkryć wówczas, gdy zauważy się jej zarówno przyrodzoną, czyli cielesno-duchową sferę,
jak również nadprzyrodzoną jej godność, wynikającą z prawdy o podobieństwie człowieka do
Boga i usynowieniu go przez fakt odkupienia dokonany przez Chrystusa (s. 19). 352 RECENZJE W odniesieniu do innych człowiek jest bytem społecznym. Jak zauważa ks. Skorowski
„pojęcie społeczności kryje w sobie dwa istotne elementy” . Po pierwsze, życie społeczne
potrzebne jest człowiekowi do jego funkcjonowania i rozwoju. Drugi element dotyczy potrzeby
człowieka do udzielania siebie innym i do uczestniczenia w wartościach osobowych innych
(s. 20). Te dwa elementy znajdują swój wyraz w wielu płaszczyznach, w których od urodzenia
kształtuje się człowiek (s. 21-24). Podstawą tego kształtowania się, albo lepiej samostanowienia
jest podmiotowość ludzka. Odwołując się do analiz K. RECENZJE W ojtyły, Autor omawianej pozycji
twierdzi, że „w pojęciu osoby zawiera się całe pojęcie podmiotowości rozumianej jako oryginal
ność człowieka i jego nieredukowalność” (s. 25). To zaś z kolei domaga się urzeczywistnienia
przez aktywność i działanie człowieka. Cytując szereg autorów ks. Skorowski wyjaśnia, że aktywność i zaangażowanie człowieka „to
po prostu wartościowość osoby dla otaczającej go rzeczywistości” (s. 27). Samo jednak pojęcie
„wartościowości” osoby jest dość wieloznaczne. W edług katolickiej nauki społecznej bowiem nie
ma jednostek „bezwartościowych” . Używając pojęć „wartościowość” , „jednostka wartościowa”
trzeba dopowiedzieć, że chodzi o rzeczywiste uczestnictwo osoby w otaczającej ją rzeczywistości
oraz o świadomą jej odpowiedzialność za współtworzenie własnego środowiska (s. 28). Tak
rozumiana „wartościowość’ ’ jednostki jest wyrazem jej zaangażowania na rzecz dobra wspólnego, j
j
y
j j
g
p
g
W rozdziale drugim swojej książki ks. Skorowski omawia zasady życia społecznego, według
których powinny być tworzone struktury tego życia, aby było ono na miarę godności człowieka
(s. 34). Do fundamentalnych zasad należą: zasada wolności (s. 35-40); zasada pomocniczości
(s. 40-43); zasada solidarności (s. 43-46); zasada sprawiedliwości (s. 47-49). Kolejne rozdziały pracy Autor tytułuje podobnie Z problematyki... życia rodzinnego
(s. 50-78); życia zawodowego (s. 79-117); narodu i państwa (s. 118-205), międzynarodowej
206-242). Już z tego układu widać wyraźnie, że treść rozważań ułożona jest według coraz
szerszych kręgów społecznych. W arto zwrócić uwagę na fakt, że ks. Skorowski omawiając
poszczególne kręgi spoleczneż dotyka zagadnień aktualnych i interesujących. Dla przykładu,
rozpatrując problematykę rodziną omawia niezwykle ważny, a mało chyba znany i komentowany
dokument Stolicy Apostolskiej, Kartę Praw Rodziny (s. 72-78). W zakresie życia zawodowego Autor przybliża między innymi prawa ludzi pracy (s. 93). Powołując się na dokumenty zarówno kościelne, jak i świeckie, omawia następujące prawa:
prawo do pracy (s. 95); prawo do odpowiednich warunków pracy (s. 96); prawo do płacy (s. 97);
prawo do tworzenia związków zawodowych (s. 99). Cenne jest również zauważenie i wyodręb
nienie problematyki specyficznych społeczności zawodowych (s. 100). Ks. Skorowski wspomina
jąc o zawodach mających swoją specyfikę, takich jak zawód lekarza, nauczyciela czy dzien
nikarza, szerzej omawia społeczność wojskową (s. 101-117). W ydaje się, że tę część książki
powinni przeczytać nie tylko fachowcy, ale także kapelani wojskowi, kadra wojskowa i sami
żołnierze. Może łatwiej wówczas byłoby połączyć szczytne ideały z szarą i nie zawsze ciekawą
rzeczywistością dnia codziennego. Na uwagę zasługują także rozważania dotyczące ojczyzny i patriotyzmu, a zwłaszcza punkty
dotyczące „małych ojczyzn” , patriotyzmu lokalnego (s. RECENZJE 148-155) oraz funkcjonowania samo
rządu terytorialnego w strukturach społeczności państwowej (s. 169-205). Zważywszy na fakt, że
Autor prezentowanych refleksji swoją pracę habilitacyjną napisał na temat Antropologicmo-
-etyczne aspekty regionalizmu (W arszawa 1990), marny do czynienia ze specjalistyczną i fachową
analizą i oceną jakże aktualnych na gruncie polskim zjawisk i związanych z nimi problemów. W problematyce międzynarodowej istotne i ważne są sprawy dotyczące pokoju i wojny
(s. 215-230);
zadłużenia
zagranicznego
(s. 230-236);
zagrożenie
środowiska naturalnego
(s. 236-242). Całość książki uzupełnia bibliografia, w której ks. Skorowski podaje dokumenty
społeczne Kościoła, dokumenty świeckie oraz wybraną literaturę (s. 245-250). W ydana w ładnej szacie graficznej książka jest lekturą, po którą powinni sięgnąć wszyscy
ci, którzy działają na różnych odcinkach życia społecznego. W ymiar etyczny tego życia naświet 353 RECENZJE lony z pozycji katolickiej nauki społecznej, ukazuje się nie tylko jako ideał, ale pobudza do
głębszej refleksji, jak kształtować w oparciu o nie życie społeczne, gospodarcze i społeczne. ks. Andrzej Garbarz Reinhold W e i n s c h e n k , Podstawy pedagogiki Księdza Bosko, Warszawa, W ydawnictwo Salez
jańskie 1996, ss. 208. Reinhold W e i n s c h e n k , Podstawy pedagogiki Księdza Bosko, Warszawa, W ydawnictwo Salez
jańskie 1996, ss. 208. W iosną tego roku ukazała się w „W ydawnictwie Salezjańskim” , w tłumaczeniu na język
polski, książka poświęcona ks. Bosko, dokładniej jego idei wychowawczej, jakim był system
prewencyjny. Autorem książki jest niemiecki salezjanin, wykładowca W yższej Szkoły Pedagogi
cznej w Monachium (oddział w Benediktbeuern). Książka jest dość obszerna, zawiera ponad
dwieście stron. Treść książki autor przedstawia w pięciu rozdziałach. Przedtem jednak umieścił dość długi
wstęp. Ukazał w nim w sposób syntetyczny postać ks. Bosko, jego historię życia i jego pracę na
rzecz młodzieży, na tle innych ówczesnych systemów wychowawczych i pedagogów XIX wieku. Rozdział pierwszy poświęcony metodom wychowawczym, przedstawia ks. Bosko jako
młodego księdza, który zauważył na ulicach i więzieniach Turynu niesamowitą nędzę młodych
chłopców. Chciał dla nich coś zrobić. Powoli uświadamiał sobie, że może pomóc im ktoś, kto ich
polubi, spróbuje zrozumieć ich sytuacje i znajdzie odpowiednią metodę, aby do nich trafić. Opracowując własną metodę działania, zmierzał do wypracowania jasnych celów wychowania,
określonej podstawy antropologiczno - światopoglądowej i wychowawczej roli, jaką może spełnić
instytucja ze swoim planem działania. Następnie autor opisuje dość szczegółowo koncepcję wychowawczą Aleksandra Sutherlanda
N eill’a, autora projektu „Sum merhill” . RECENZJE Opracował on model wolnej szkoły, w której dzieci
wychowuje się na szczęśliwych ludzi. Następną postacią, którą spotykamy na kartach książki, jest brazylijski pedagog Paulo
Freire. Jest on przedstawicielem pedagogiki wolności, zmierzającej do wyzwolenia całych uciś
nionych mas Ameryki Łacińskiej. Celem działań wychowawczych jest „uświadomienie” przez
człowieka swojej aktywnej roli w życiu społeczeństwa. Fraire zajmował się także kształceniem
ludzi dorosłych i zwalczaniem wśród nich analfabetyzmu. Po przedstawieniu powyższych dwóch sylwetek autor przechodzi do systemu wychowaw
czego ks. Bosko, któremu dał nazwę „system prewencyjny” . Przez wiele lat ks. Bosko był raczej
wychowawcą-praktykiem. Dopiero u schyłku swojego życia, i to wyraźnie na prośbę innych,
utrwalił swoje idee na piśmie. „System prewencyjny” jako metoda wychowawcza Wraz z upływem czasu oratorium ks. Bosko stawało się coraz bardziej znane na terenie
Turynu i W łoch. W rozmowie z ministrem Urbanem Ratazzi ks. Bosko wykazywał wyższość
„systemu prewencyjnego” nad „systemem represyjnym” . Pierwszy z nich kładzie akcent na
łagodność i pomaga młodemu człowiekowi przez przyjazną zachętę. Drugi wychowuje człowieka
przy pomocy siły, nacisku i częstej kary, nawet za drobne przekroczenie. W 1884 roku ks. Bosko udziela wywiadu do „Journal de Rom e” . Na pytanie dotyczące
istoty skuteczności jego systemu wychowawczego odpowiedział: „Jego istota jest bardzo prosta:
chłopcom należy pozostawić zupełną wolność w czynieniu tego, co znajduje ich największe
upodobanie. Wiele zależy też od odkrycia w nich zalążków dobra oraz troski o ich dalszy rozwój. Aby każdy z radością czynił to, co umie, postępuję .według tej zasady, a moi chłopcy
współpracują ze mną nie tylko z zapałem, lecz także z miłością” (s. 42). Następny rozdział autor poświęcił perspektywom przyszłości w pedagogice, a konkretnie
celom wychowawczym. W każdej aktywności człowieka cele odgrywają bardzo ważną rolę, które
w praktyce dla jednostki stają się dążeniami i pragnieniami, W ychowanie jest takim procesem,
który powinien pomóc młodemu człowiekowi w celowym wrośnięciu w otaczający go świat ludzi
dorosłych. Ks. Bosko zajmując się w Turynie młodzieżą z marginesu społecznego, przeżył jej nędzę,
zwątpienie, beznadziejność i brak przyszłości. W związku z powyższym celowo organizował im
spotkania w niedziele i dni świąteczne, by w ten sposób wyrwać ich ze złych środowisk
i zapełnić im czas pozytywnymi zajęciami, Pole pracy ks. Bosko dotyczyło więc wielu celów:
wychowania, umiejętnego spędzania wolnego czasu, zdobycia kwalifikacji szkolnych, zawodo
wych, nabywania ważnych życiowo przyzwyczajeń, aż do postępowania odznaczającego się
stałością. Ks. Bosko stawiał jasny cel: wychować chłopca na „uczciwego obywatela i dobrego
chrześcijanina” , Zmierzając do takiego celu ks. Bosko oparł wychowanie na religii. Często on podkreślał,
jak już było wspomniane wcześniej, że religia jest jedną z kolumn wspierających jego system
wychowawczy. W edług niego należy przyzwyczajać młodzież do praktyk religijnych, które mogą
spełniać rolę wychowawczą. W ychowanie religijne powinno obejmować człowieka nie tylko
w perspektywie jego celu ostatecznego, ale przede wszystkim ujmować go w całości jego istoty. Nie wymagał od wychowanków rzeczy nadzwyczajnych, lecz oczekiwał od nich zwykłego
wypełniania codziennych obowiązków. „Przede wszystkim w naszym systemie - powie do
ministra Ratazzi - próbujemy wszczepić w serca młodzieży świętą bojaźń Bożą, a także wlać
w nie zamiłowanie do cnoty i odrazę do grzechu” (s. 69). Rozum i religia Filarami systemu prewencyjnego ks. Bosko uczynił religię i rozum, później dołączył do nich
dobroć. Niewątpliwie, jak sam podkreślał, znaczny wpływ na jego powołanie pedagogiczne miał
sen z dziewiątego roku życia. Sen opowiada o zachowaniu się Janka Bosko wśród wielkiej
gromady chłopców, którzy bili się, przeklinali lub śmiali się. Janek Bosko próbował uciszyć ich
i wprowadzić pokój przy pomocy pięści. Oczywiście to nie przyniosło żadnego skutku. Nagle
zauważył ładnie ubranego pana, który powiedział mu: musisz pozyskać ich dobrocią i miłością,
a nie pięściami. Ks. Bosko patrząc na ten dziwny sen z perspektywy wielu lat swojej pracy wśród
biednych chłopców, dostrzegał między tymi dwoma faktami duże związki. W 1864 roku ks. Bosko przeprowadził rozmowę z Franciszkiem Bodrato, wykwalifikowa
nym nauczycielem. Ten ostatni od dłuższego czasu obserwował ks. Bosko i jego pedagogiczne
poczynania. W rozmowie ks. Bosko jasno zaznaczył, że „rozum i religia są podstawowymi
filarami mojego systemu wychowawczego” (s. 41). 354 RECENZJE „System prewencyjny” jako metoda wychowawcza W śród sakramentów szczególną rolę
wychowawczą przypisywał Eucharystii i spowiedzi. W swoim systemie wychowawczym ks. Bosko zmierzał do wszechstronnego wychowania
młodego człowieka. Pamiętał nie tylko o dobrym chrześcijaninie, ale także mówił o zaan
gażowanym obywatelu. Reprezentował stanowisko Kościoła, mając jednocześnie na oku dobro
społeczeństwa. Można powiedzieć, że chodziło mu o praktyczną „caritas” . W rzeczywistości
zajmował się ubogimi, by w ten sposób podnieść ich standart życiowy. W swoim systemie wychowawczym ks. Bosko zmierzał do wszechstronnego wychowania
młodego człowieka. Pamiętał nie tylko o dobrym chrześcijaninie, ale także mówił o zaan
gażowanym obywatelu. Reprezentował stanowisko Kościoła, mając jednocześnie na oku dobro
społeczeństwa. Można powiedzieć, że chodziło mu o praktyczną „caritas” . W rzeczywistości
zajmował się ubogimi, by w ten sposób podnieść ich standart życiowy. Rozdział trzeci autor poświęca stylowi wychowawczemu, jaki reprezentował ks. Bosko. W praktyce wiązało się to z realizacją celów. Na pierwszym miejscu zauważamy kwestię
znajomości młodzieży, która stanowi punkt wyjścia do indywidualnego wychowania. Jako pod
stawa stylu wychowawczego ks. Bosko umieszczał wyrozumiałe i pełne dobroci kontakty
z młodym człowiekiem. To wszystko tworzyło właściwą atmosferę wychowawczą. Źródłem tego
wszystkiego ks. Bosko czynił miłość: „M iłość cierpliwa jest, łaskawa jest...” (1 Kor 13, 4). Składnikiem stylu wychowawczego ks. Bosko było także zaufanie. Zaufanie było dla niego
probierzem pozwalającym właściwie ocenić osiągane wyniki oraz ułatwiać wolny od zakłóceń
przebieg dnia w domach, szkołach czy oratoriach. Stąd też dążył do wytworzenia wśród chłopców
atmosfery rodzinnej, ta bowiem najlepiej rodzi zaufanie. RECENZJE 355 Na szczególną uwagę zasługuje w systemie prewencyjnym kwestia kar, które w tym
systemie są zasadniczą sprzecznością. Do salezjanów pracujących w Ameryce napisze: „System
prewencyjny niech będzie rzeczywiście naszą cechą. Nigdy żadnych przewidzianych prawem kar,
nigdy żadnych poniżających słów, nigdy surowych wyrzutów w obecności innych” (s. 130). Narzędziem wychowawczym, które skutecznie broni przed stosowaniem kar jest asystencja, czyli
nieustanna obecność i czujność wychowawcy. Rozdział czwarty poświęcony jest celom i strukturom wychowawczym. Zajmując się
biednymi i opuszczonymi chłopcami tworzył dla nich oratoria, hospicja, szkoły i warsztaty. Znajdowali tam dach nad głową, chleb, wykształcenie, rozrywkę, wypoczynek, radość, zawód
i nową rodzinę. Ostatni piąty rozdział mówi o wychowawcy i jego osobowości. W całokształcie działalności
pedagogicznej zajmuje on znaczenie centralne. Ks. Bosko rozumiał rolę wychowawcy, stąd też
nie tylko chętnie przebywał pośród chłopców, ale także uczestniczył w ich zabawach. Kładł
akcent na obecność (asystencja) oraz czynne uczestnictwo we wszystkim, co się odnosiło do
wychowanków. 1 P . S o r o k i n , Social and Cultural Dynamics, New York 1937, t. IV, s. 767.
2 E .W B u r g e s s , H . J . L o c k e , The Family: From Institution to Companionship, New
York 1945. P . S o r o k i n , Social and Cultural Dynamics, New York 1937, t. IV, s. 767. „System prewencyjny” jako metoda wychowawcza Swoje rozważania o wychowawcy autor kończy cytatem z Romana Guardini:
„Pierwszym elementem oddziaływania jest obecność wychowawcy; drugim, co czyni; trzecim, to
co m ówi” . Książka, której poznaliśmy treść, przedstawia w sposób wyczerpujący „system prewencyj
ny” św. Jana Bosko. Pokazuje go od strony teoretycznej i praktycznej. Potwierdzają to liczne
cytaty z pism ks. Bosko. Autor w opracowywaniu omawianego zagadnienia sięgnął do dość licznych źródeł w języku
włoskim. Nie poprzestał na tym. Dość często odwołuje się do współczesnych autorów i ich prac
na temat metody wychowawczej ks. Bosko. Tymi autorami w większości są salezjanie, ale i nie
tylko. Na kartach książki możemy znaleźć ich dość dużo. Omawiając dane zagadnienie dotyczące systemu prewencyjnego, autor wyjaśnia przedtem
jego znaczenie ogólne, przyjęte na polu wychowania czy innej nauki, cytując wielu autorów. Zapewne jest to rzecz pozytywna, chociaż z drugiej strony ma się wrażenie, jakoby tracił na
ostrości sam studiowany system prewencyjny. Inną rzeczą rzucającą się w oczy są drobne
powtórzenia. Mimo tego książka stanowi bogate źródło informacji i niewątpliwie zasługuje na
uważną lekturę. ks. Jan Niewęgłowski SDB Women, Men, and Marriage, Ch. Ciulów red., J Aronson Inc., Northvale-New
Jersey-London 1996, ss. 168. Amerykański socjolog rosyjskiego pochodzenie, P. Sorokin, analizując sytuację rodziny
amerykańskiej lat trzydziestych naszego stulecia, napisał: „Rodzina jako uświęcona jedność męża
i żony, rodziców i dzieci będzie zdążała do upadku. Rozwody i separacje będą wzrastały, aż do
zupełnego zatarcia się różnic między społecznie usankcjonowanym małżeństwem a nielegalnym
związkiem seksualnym” 1. Niespełna dziesięć lat później E. W. Burgess i H .J Locke zatytułowali
swoją książkę: Rodzina. Od -instytucji do partnerstwa2, zwracając uwagę na zmiany, jakie zaszły
w rozumieniu rodziny i oczekiwaniach nupturientów względem niej. W tym samym czasie 356 RECENZJE T. Parsons, zastanawiając się nad ciągle wzrastającym stopniem rozwodów w Ameryce, stawia! pytanie: czy istnieje kryzys rodziny jako instytucji? Przewidywania Sorokina nie sprawdziły się; partnerski charakter rodziny akcentowany przez
Burgessa i Locke’a nie wyeliminował jej wymiaru instytucjonalnego, a na stawiane przez siebie
pytania dotyczące przyszłości rodziny Parsons sam znalazł odpowiedź: nie ma kryzysu rodziny
jako instytucji; kryzys natomiast przeżywa wiele konkretnych rodzin. Podstawą tego rodzaju
twierdzenia była obserwacja stwierdzająca, że większość rozwiedzionych zawiera nowy związek
małżeński. Oznacza to, że zdecydowana większość ludzi wiąże swe życie z rodziną nawet wtedy,
gdy wynieśli nie całkiem dobre doświadczenia z rodziny pochodzenia czy założonej przez siebie
rodziny, obecnie zdezintegrowanej. „System prewencyjny” jako metoda wychowawcza Od czasu studium wspomnianych autorów wiele się zmieniło, tak w społeczeństwie
amerykańskim, jak i innych społeczeństwach zindustrializowanych: zapom niano o kryzysie
ekonomicznym lat trzydziestych, usunięto zgliszcza wojenne, zbudowano społeczeństwo „rów
nych szans” ..., ale problem atyka kryzysu rodziny ciągle powraca. Niektóre jej aspekty sytuowa
ne są w kontekście starych problemów; inne - w świetle nowych trendów życia rodzinnego, czy
quasi-rodzinnego. Książka Women, Men, and Marriage pod redakcją Ch. Clulowa podejmuje problematykę
idącą po tej linii. Aczkolwiek jest zbiorem artykułów wielu autorów (12), to jednak stanowi
wyjątkowo harmonijną, jak na tego rodzaju kompilację, całość. Stało się to możliwe z dwóch
powodów: pierwszym jest fakt podobnych zainteresowań wszystkich autorów książki: prob
lematyka rodzinny pod kątem rodzinnego poradnictwa; drugim - wizja problematyki rodzinnej na
tle zachodzących zmian w makrostrukturze, jak i zmian kulturowych. Analiza bazuje na danych
z Wielkiej Brytanii, ale w mniejszym czy większym stopniu może być odniesiona do wszystkich
społeczeństw zindustrializowanych i zurbanizowanych. Najbardziej znaczące trendy zmian we współczesnej rodzinie Wielkiej Brytanii to: - obniżenie się odsetek zamężnych i żonatych w stosunku do całej populacji; podczas gdy
„złotym roku rodziny” (1961 r.) wynosił on 65, to 20 lat później został zredukowany do 47; - obniżenie się odsetek zamężnych i żonatych w stosunku do całej populacji; podczas gdy
„złotym roku rodziny” (1961 r.) wynosił on 65, to 20 lat później został zredukowany do 47;
- wzrost liczby samotnych, nigdy nie zamężnych matek: w 1971 - 7%; 1981 - 11%
1991
18%
ół
k „złotym roku rodziny” (1961 r.) wynosił on 65, to 20 lat później został zredukowany do 47;
- wzrost liczby samotnych, nigdy nie zamężnych matek: w 1971 - 7%; 1981 - 11%
a w 1991 - 18% ogółu matek; - wzrost liczby samotnych, nigdy nie zamężnych matek: w 1971 - 7%; 1981 - 11%
a w 1991 - 18% ogółu matek; - wzrost liczby rozwodów: w 1981 r. na każdy 1000 małżeństw przypadało 11,9 rozwodów;
w 1991 r. - 12,6; - wzrost liczby rozwodów: w 1981 r. na każdy 1000 małżeństw przypadało 11,9 rozwodów;
w 1991 r. „System prewencyjny” jako metoda wychowawcza - 12,6; - bardzo gwałtowny wzrost liczby osób bez ślubu zamieszkujących wspólnie; dotyczy to
tak tych, którzy w bardziej czy mniej określonej przyszłości zamierzają zawrzeć związek
małżeński jak i tych, którzy nigdy tego nie zamierzają robić; jest tak niezależnie od faktu, że
tylko 17% mieszkańców Wielkiej Brytanii uważa, iż małżeństwo jest przeżytą instytucją; tylko 17% mieszkańców Wielkiej Brytanii uważa, iż małżeństwo jest przeżytą - wzrost liczby dzieci urodzonych poza małżeństwem: w 1979 r. - 11% a w 1991 r. 30%;
- obniżenie się wieku pierwszego współżycia seksualnego (średnio do 17 roku życia tak dla
mężczyzn jak i kobiet); wzrost liczby dzieci urodzonych poza małżeństwem: w 1979 r. 11% a w 1991 r. 30%;
- obniżenie się wieku pierwszego współżycia seksualnego (średnio do 17 roku życia tak dla
mężczyzn jak i kobiet); - zaprzepaszczenie dziewictwa jako wartości; - zaprzepaszczenie dziewictwa jako wartości; - wzrost liczby ludzi mających homoseksualne doświadczenia; - wzrost częstotliwości pozamałżeńskich doświadczeń seksualnych, mimo że wyłączność
małżeńska jest ciągle małżeńskim ideałem i w opinii większości (80%) najważniejszym wa
runkiem małżeńskiego sukcesu; - wzrost częstotliwości pozamałżeńskich doświadczeń seksualnych, mimo że wyłączność
małżeńska jest ciągle małżeńskim ideałem i w opinii większości (80%) najważniejszym wa
runkiem małżeńskiego sukcesu; W spółczesne małżeństwo społeczeństw nowoczesnych balansuje między sprzecznościami:
- partnerski charakter małżeństwa, a nawet jego prywatyzacja, wprowadza w nie element
niestabilności; w tym samym kierunku działa emancypacja kobiety, zwłaszcza jej ekonomiczna
niezależność; - ma miejsce zastępowanie wartości absolutnych relatywnymi; - ma miejsce zastępowanie wartości absolutnych relatywnymi; - ideałem małżeńskim pozostaje małżeńska wyłą
kobiet przynajmniej raz tej wierności nie zachowało; - ideałem małżeńskim pozostaje małżeńska wyłączność, a około 60% mężczyzn i 40%
kobiet przynajmniej raz tej wierności nie zachowało; 357 RECENZJE - istnieje napięcie pomiędzy rolami wynikającymi z podziału na płeć a tymi, które mają
podłoże kulturowe; p
- wysoko cenione życie rodzinne nie przeszkadza tolerancji, a nawet akceptacji dewiacyj
nych form seksualnych doświadczeń, na przykład homoseksualnych; y
y
p
y
y
- trwałość małżeństwa jest nieodzownym warunkiem małżeńskiego sukcesu, a jednocześnie
rozwód jest powszechnie akceptowany. Mając na uwadze te wszystkie problemy rodziny współczesnej rodzi się na nowo pytanie
sprzed 50 lat: czy rodzina społeczeństw zindustrializowanych i zurbanizowanych przeżywa
kryzys? A może - jak to sugeruje książka Wemen, Men, and Marriage - należałoby zapytać: czy
to nie jest dzisiejsze społeczeństwo, które ulega procesowi dezorganizacji, a w rodzinie tylko jak
w soczewce najwyraźniej odzwierciedlają się jego problemy i najboleśniej dotykają poszczególne
jednostki? „System prewencyjny” jako metoda wychowawcza Czytelnikowi książki Wemen, Men, and Marriage nie może ujść uwagi ogólna „atm osfera”
książki - koniecznościowego charakteru zachodzących zmian w małżeństwie i rodzinie oraz nie
wyartykułowanej, ale wyczuwanej bezsiły wobec nich, Dlatego nie ma w niej mowy o przygoto
waniu do małżeństwa i życia w rodzinie, które nadawałoby pewien kierunek zmian, a jedynie
o radzeniu sobie w sytuacjach kryzysowych. Na dodatek rolę powierzyciela osobistych prob
lemów ma spełniać poradnia psychoanalityczna w wydaniu Freudowskim. ks. Władysław Majkowski
|
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Infill Density Influence on Mechanical and Thermal Properties of Short Carbon Fiber-Reinforced Polyamide Composites Manufactured by FFF Process
|
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Citation: Chicos, L.-A.; Pop, M.A.;
Zaharia, S.-M.; Lancea, C.; Buican,
G.R.; Pascariu, I.S.; Stamate, V.-M. Infill Density Influence on
Mechanical and Thermal Properties
of Short Carbon Fiber-Reinforced
Polyamide Composites
Manufactured by FFF Process. Materials 2022, 15, 3706. https://
doi.org/10.3390/ma15103706
Academic Editor: Ricardo J. C. Carbas
Received: 21 April 2022
Accepted: 19 May 2022
Published: 22 May 2022 Citation: Chicos, L.-A.; Pop, M.A.;
Zaharia, S.-M.; Lancea, C.; Buican,
G.R.; Pascariu, I.S.; Stamate, V.-M. Infill Density Influence on
Mechanical and Thermal Properties
of Short Carbon Fiber-Reinforced
Polyamide Composites
Manufactured by FFF Process. Materials 2022, 15, 3706. https://
doi.org/10.3390/ma15103706
Academic Editor: Ricardo J. C. Carbas
Received: 21 April 2022
Accepted: 19 May 2022
Published: 22 May 2022 Citation: Chicos, L.-A.; Pop, M.A.;
Zaharia, S.-M.; Lancea, C.; Buican,
G.R.; Pascariu, I.S.; Stamate, V.-M. Infill Density Influence on
Mechanical and Thermal Properties
of Short Carbon Fiber-Reinforced
Polyamide Composites
Manufactured by FFF Process. Materials 2022, 15, 3706. https://
doi.org/10.3390/ma15103706 Keywords: fused filament fabrication; carbon fiber; polyamide; infill density; mechanical properties;
thermal properties Received: 21 April 2022
Accepted: 19 May 2022
Published: 22 May 2022 materials materials Article
Infill Density Influence on Mechanical and Thermal Properties
of Short Carbon Fiber-Reinforced Polyamide Composites
Manufactured by FFF Process Lucia-Antoneta Chicos 1,*, Mihai Alin Pop 2
, Sebastian-Marian Zaharia 1
, Camil Lancea 1,
George Razvan Buican 1, Ionut Stelian Pascariu 1 and Valentin-Marian Stamate 1 1
Department of Manufacturing Engineering, Transilvania University of Brasov, 500036 Brasov, Romania;
zaharia_sebastian@unitbv.ro (S.-M.Z.); camil@unitbv.ro (C.L.); buican.george@unitbv.ro (G.R.B.);
ionut.pascariu@student.unitbv.ro (I.S.P.); valentin_s@unitbv.ro (V.-M.S.) p
(
);
_
(
)
2
Department of Materials Science, Transilvania University of Brasov, 500036 Brasov, Romania;
mihai.pop@unitbv.ro p
(
);
_
(
)
2
Department of Materials Science, Transilvania University of Brasov, 500036 Brasov, Romania;
mihai.pop@unitbv.ro *
Correspondence: l.chicos@unitbv.ro Abstract: In three-dimensional (3D) printing, one of the main parameters influencing the properties
of 3D-printed materials is the infill density (ID). This paper presents the influence of ID on the
microstructure, mechanical, and thermal properties of carbon fiber-reinforced composites, commer-
cially available, manufactured by the Fused Filament Fabrication (FFF) process. The samples were
manufactured using FFF by varying the infill density (25%, 50%, 75%, and 100%) and were subjected
to tensile tests, three-point bending, and thermal analyses by Differential Scanning Calorimetry (DSC)
and Thermogravimetric Analysis (TGA). It was shown that the samples with 100% ID had the highest
values of both tensile, 90.8 MPa, and flexural strengths, 114 MPa, while those with 25% ID had the
lowest values of 56.4 MPa and 62.2 MPa, respectively. For samples with infill densities of 25% and
50%, the differences between the maximum tensile and flexural strengths were small; therefore, if the
operating conditions of the components allow, a 25% infill density could be used instead of 50%. After
DSC analysis, it was found that the variation in the ID percentage determined the change in the glass
transition temperature from 49.6 ◦C, for the samples with 25% ID, to 32.9 ◦C, for those with 100% ID. TGA results showed that the samples with IDs of 75% and 100% recorded lower temperatures of onset
degradation (approximately 344.75 ◦C) than those with infill densities of 25% and 50% (348.5 ◦C, and
349.6 ◦C, respectively). 1. Introduction The mechanical and thermal performance of composite fibers manufactured by FFF
are influenced by a number of printing variables, matrix characteristics, fiber content, fiber
orientation, fiber-matrix bonding, etc. In order to obtain components from high-strength
fiber composites through FFF, it is of real interest to analyze, establish, and understand how
these variables influence, especially in the case of fiber-reinforced polymeric composites
about which there are no published analysis results. Investigations by many researchers
have shown the effectiveness of the carbon fiber reinforcement (chopped) of thermoplastic
polymers printed in FFF [1,2,6–8]. Liao et al. [6] reported the mechanical and thermal prop-
erties of chopped carbon fiber (CF)-reinforced polyamide 12 (PA12) composites fabricated
by FFF with different carbon fiber mass fractions. The addition of 10 wt% carbon fibers
into the PA12 matrix showed an increase in tensile strength (102.2%) and flexural strength
(251.1%) than pure PA12. It was also found that the crystallization peak temperature and
the degradation temperature increased by 3.46 ◦C and 7.50 ◦C, respectively, after adding
10 wt% carbon fibers [1]. In [9], the authors printed PLA composites reinforced with CF by
varying the layers. The layers of carbon fiber PLA showed a maximum tensile strength of
1.16 times higher than that of pure PLA. Tian et al. [10] investigated the effect of FDM man-
ufacturing parameters and carbon fiber content on the performance of samples produced
from carbon-fiber reinforced composites. It has been found that composite PA has a better
mechanical performance than ABS and PLA. Tekinalp et al. [11] compared the mechanical
properties of parts made of carbon fiber-reinforced ABS fabricated by compression mold-
ing and FDM. The results indicated that both the strength and the modulus of the parts
increased significantly with the increase in the carbon fiber content. g
y
The effect of various manufacturing parameters, such as layer thickness, infill den-
sity, infill pattern, raster angle, and fiber orientation, on the mechanical properties was
also investigated. Ning et al. [12] investigated the tensile characteristics of carbon fiber
composites in terms of varying manufacturing parameters such as layer thickness, nozzle
temperature, infill speed, and raster angle. Samples printed at a raster angle of—45◦/45◦
showed a maximum modulus, whereas the maximum tensile strength was at an angle
of 0◦/90◦. 1. Introduction Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Additive Manufacturing (AM), in recent years, has become one of the emerging and
sustainable manufacturing processes. Its ability to manufacture complex, lightweight
parts with a short manufacturing time and low material consumption has led to its use in
various industries such as automotive, medical, and aerospace, in the manufacture of large
portions or components of aircraft, rockets, and unmanned aerial vehicles (UAVs). The
Fused Deposition Modeling (FDM) process, known as Fused Filament Fabrication (FFF),
which uses the hot melt and adhesive properties of thermoplastics, is the most applied
3D printing technology due to its flexibility, simplicity, and low cost in the production of
complex shape parts used in various fields [1]. 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/). Thermoplastic polymers are materials frequently used in various industries, also in
the FFF process related to additive manufacturing technology, due to their high resistance
to cooling and heating cycles, resistance to chemicals and mechanical stress, ease of produc-
tion, and low costs [2]. In order to improve the properties and characteristics of polymers https://www.mdpi.com/journal/materials Materials 2022, 15, 3706. https://doi.org/10.3390/ma15103706 Materials 2022, 15, 3706 2 of 20 manufactured by AM, filled polymers have begun to be developed in recent years, and
the most used fillers are carbon fibers, glass, carbon nanotubes, nanoparticles, and syn-
thetic and natural fibers [1–5]. Thermoplastic polymeric matrices commonly used in FFF
are polylactides (PLA), acrylonitrile butadiene styrene (ABS), and polyamides (PA), such
as PA6, PA12, and polyether-ether-ketone (PEEK). Although the additive manufacturing
of polymer composites is considered to be cost-effective, it is still in its infancy because
there are a number of problems that occur in the manufacturing process or factors that
influence the process and therefore have an influence on the properties and characteristics
of components manufactured by FFF. p
y
The 3D printing of fiber-reinforced polymer composites has become of real interest and
current research claims the need to develop the process and composite materials used in this
process. 1. Introduction The result showed that the 80% infill density is the percentage that has the
optimum strength and toughness. Terekhina et al. [23] showed that printed PA samples
with a filling density above 60% have a significant increase in strength. The correlation
between FFF parameters and the results was studied by Belei et al. [24]. It was found that
the temperature of the printing bed and layer height are the most influential parameters
that affected the mechanical performance of the printed samples. Maszybrocka et al. [25]
stated that infill density is the main factor that influences the mechanical properties and
found that strength properties increased with the increase in the filling density and they
influenced both the core and outer layers filling density. y
g
y
It is well known that the mechanical properties are influenced by the degree of crys-
tallinity and, in the FFF, the temperature can directly affect the crystallinity of the printed
part. Therefore, the thermal behavior of the composites reinforced with fibers are also inves-
tigated, although there are few studies. In the study of Liao et al. [6], it was demonstrated
that the addition of carbon fiber in the PA12 composite reduced the thermal degradation of
the matrix, and the authors concluded that carbon fiber acts as a thermal stabilizer, which
protects the composite matrix. The thermal properties of the FDM polymeric Nylon 618,
PLA, and PLA-reinforced carbon fiber in Kaur et al. [26] were studied. The 3D-printed
carbon-based PLA exhibited better thermal behavior compared to the other polymeric
materials. De Toro et al. [27] studied the thermal behavior and mechanical properties of
the polyamide composite reinforced with 20% carbon fiber. The result showed the glass
transition at 50 ◦C and the maximum degradation of the matrix at 450 ◦C. In [28], the
addition of 20% carbon fiber to the ABS matrix led to a reduction in the glass transition tem-
perature (from 110 ◦C to 105 ◦C) and also to a reduction in thermal stability by decreasing
degradation on the set temperature (from 323 ◦C to 253 ◦C). Carbon fiber PA composite, compared to ABS and PLA, has a wide field of use and
superior mechanical performance, which justifies the need to research the application of PA
reinforced with carbon fiber in FFF. 1. Introduction In [13], the authors explored the effect of manufacturing parameters such as
infill density, layer thickness, and print speed on the mechanical properties of samples of
Nylon material. It was found that infill density has the highest influence on the mechanical
characteristics because flexural strength and UTS have maximum values at a 100% infill
density. Naranjo-Lozada et al. [14] investigated the effects of infill density, infill patterns,
and fiber volume fraction on the tensile properties of 3D-printed composites reinforced
with continuous and chopped carbon fiber manufactured by fused filament fabrication
(FFF). The results showed that infill density and infill patterns affect the mechanical behav-
ior of the sample of chopped carbon fiber and the triangular pattern has a better tensile
strength [15]. Gavali et al. [16] in their research found that an increase in the chopped
carbon fiber in PLA composite led to an increase in flexural strength. After reinforcing
with 10 wt% of carbon fiber, the strength increased to 67 MPa compared with 66 MPa of
neat PLA. An increase in the percentage of carbon fiber of 15% led to a flexural strength
of about 78 MPa [2]. In addition, the increase in the bending strength by adding different
percentages of carbon fiber in the polyamide (PA) matrix was also found in the research Materials 2022, 15, 3706 3 of 20 3 of 20 carried out in the works [1,6,17,18]. Porter et al. [19] studied the effect of the infill orien-
tation and density on the flexural properties of the PLA samples manufactured by FDM. The results showed that the percentage of 10 to 20% is the optimum infill for maximizing
the stiffness-to-mass, but it is recommended to use a higher infill to avoid the drop off
in flexural rigidity. Mishra et al. [20] researched the effect of different combinations of
infill densities and infill patterns on the absorbed energy of the PLA 3D-printed samples. The results concluded that an 85% infill density for each infill pattern demonstrated the
highest energy absorption. In [21], Tanveer et al. investigated the impact strength of the
PLA samples with 50%, 70%, and 100% infill densities. The authors concluded that impact
strength is direct proportional to infill density percentage. Aloyaydi et al. [22] investigated
the influence of infill density on the microstructure and flexural behavior of PLA 3D printed
using FDM. 2. Materials and Methods
through FFF. The thermal behavi
etry (DSC) and Thermogravimetri Parameter
Value
Unit
Filament diameter
2.85
[mm]
Layer height
0.2
[mm]
Infill density
25; 50; 75; 100
[%]
Print speed
50
[mm/sec]
Extrusion temperature
260
[°C]
Building plate temperature
90
[°C]
Nozzle diameter
0.6
[mm]
Number of lower and upper layers
8
Number of shell contours
4
Infill pattern
Triangle (0°/60° with respect to
load direction)
Table 2. Dogbone-shaped samples dimensions subjected to tensile tests. Lengt
h。。
Over-
all。
。L0
[mm]
Distance。。
between Grips
。。D [mm]
Length of
Narrow。
。Section。
。Ln [mm]
Radius of
Fillet。。R
[mm]
Width。
。W0
[mm]
Width of
Narrow
Section。。
W [mm]
Thickness
。。c [mm]
165
115
57
76
19
13
4
Table 3. Samples dimensions subjected to flexural tests. Length。。L [mm]
Width。。a
[mm]
Thickness。。b
[mm]
200
20
4
Length
L [mm]
Width
a [mm]
Thickness
b [mm]
200
20
4 Table 1. Manufacturing parameters for the PAHT CF15 composite samples. pp
g
,
pp
g
and the speed set to 10 mm/min. y
yp
g
p
p
ength are presented in Table 2 and Table 3, respectively. All tensile tests were carried
t at a 5 mm/min speed The three point flexural test was conducted using a distanc Table 1. Manufacturing parameters for the PAHT CF15 composite samples. Parameter
Value
Unit
Filament diameter
2.85
[mm]
Layer height
0.2
[mm]
Infill density
25; 50; 75; 100
[%]
Print speed
50
[mm/s]
Extrusion temperature
260
[◦C]
Building plate temperature
90
[◦C]
Nozzle diameter
0.6
[mm]
Number of lower and upper layers
8
Number of shell contours
4
Infill pattern
Triangle (0◦/60◦with respect
to load direction)
pp
g
,
pp
g
m and the speed set to 10 mm/min. le 1. Manufacturing parameters for the PAHT CF15 composite samples. Parameter
Value
Unit
Filament diameter
2.85
[mm]
Layer height
0.2
[mm]
Infill density
25; 50; 75; 100
[%]
Print speed
50
[mm/sec]
Extrusion temperature
260
[°C]
Building plate temperature
90
[°C]
Nozzle diameter
0.6
[mm]
Number of lower and upper layers
8
Number of shell contours
4
Infill pattern
Triangle (0°/60° with respect to
l
d di
ti
)
y
yp
g
p
p
trength are presented in Table 2 and Table 3, respectively. All tensile tests were carried
ut at a 5 mm/min speed. The three-point flexural test was conducted using a distance
etween the two supporting rollers of 95 mm, with the supporting rollers diameter of 30
mm and the speed set to 10 mm/min. able 1. 2. Materials and Methods
through FFF. The thermal behavi
etry (DSC) and Thermogravimetri The mechanical and physical
properties of the Ultrafuse PAHT CF15 filament supplied by the manufacturer (BASF 3D
Length
L [mm]
Width
a [mm]
Thickness
b [mm]
200
20
4
The carbon fiber-reinforced polyamide composites, Ultrafuse PAHT 15, was used for
printing the samples. The PAHT CF15 is a high-temperature polyamide-based filament
filled with 15% chopped carbon fibers for Fused Filament Fabrication (FFF) [32]. PAHT
CF15 is a high-performance 3D printing filament that allows the manufacture of parts
that can be subjected to high thermal and mechanical loads [33]. The mechanical and
physical properties of the Ultrafuse PAHT CF15 filament supplied by the manufacturer
(BASF 3D Printing Solutions BV, Emmen, The Netherlands) for the flat XY-direction print in
Table 4 are shown [33]. The filament was used in the printing process in the state delivered Table 2. Dogbone-shaped samples dimensions subjected to tensile tests. le 2. Dogbone-shaped samples dimensions subjected to tensile tests. Infill pattern
Triangle (0°/60° with respect to
load direction) Table 2. Dogbone-shaped samples dimensions subjected to tensile tests. Table 2. Dogbone-shaped samples dimensions subjected to tensile tests. Lengt
h。。
Over-
all。
。L0
[mm]
Distance。。
between Grips
。。D [mm]
Length of
Narrow。
。Section。
。Ln [mm]
Radius of
Fillet。。R
[mm]
Width。
。W0
[mm]
Width of
Narrow
Section。。
W [mm]
Thickness
。。c [mm]
165
115
57
76
19
13
4
Table 3. Samples dimensions subjected to flexural tests. Length。。L [mm]
Width。。a
[mm]
Thickness。。b
[mm]
200
20
4
h
b
f b
f
d
l
d
Ul
f
A
d f
Length
Overall
L0 [mm]
Distance
between
Grips
D [mm]
Length
of
Narrow
Section
Ln [mm]
Radius
of Fillet
R [mm]
Width
W0 [mm]
Width of
Narrow
Section
W [mm]
Thickness
c [mm]
165
115
57
76
19
13
4
Table 3. Samples dimensions subjected to flexural tests. Infill pattern
Triangle (0°/60° with respect to
load direction)
Table 2. Dogbone-shaped samples dimensions subjected to tensile tests. Lengt
h。。
Over-
all。
。L0
[mm]
Distance。。
between Grips
。。D [mm]
Length of
Narrow。
。Section。
。Ln [mm]
Radius of
Fillet。。R
[mm]
Width。
。W0
[mm]
Width of
Narrow
Section。。
W [mm]
Thickness
。。c [mm]
165
115
57
76
19
13
4
Table 3. Samples dimensions subjected to flexural tests. Length。。L [mm]
Width。。a
[mm]
Thickness。。b
[mm]
200
20
4
Length
L [mm]
Width
a [mm]
Thickness
b [mm]
200
20
4 nting the samples. 1. Introduction Although the properties of various composite materials
reinforced with various types of material have been studied, some fundamental properties
of commercially available materials and uses in large-scale printing and in various fields
have not yet been studied. The motivation of this paper resulted from the need to analyze
the capacity of both FFF technology and commercially available fiber-reinforced composites
to manufacture components (e.g., unmanned aerial vehicle components) subject to different
types of stress [19,29]. Therefore, the purpose of this paper is the investigation of the
infill density (ID) influence on the thermal and mechanical properties of commercially
available PAHT CF15 composite, reinforced with carbon fiber (CF), used in the Fused
Filament Fabrication (FFF) process. The influence of infill density (25%, 50%, 75%, 100%)
on the mechanical performance of the samples was performed by a tensile test and three-
point bending test. Microscopic analyses were performed to highlight the distribution and
orientation of the carbon fibers in the polymer matrix, the defects in the microstructure
of the filament, and those that occurred during the manufacturing process through FFF. The thermal behavior was characterized by Differential Scanning Calorimetry (DSC) and
Thermogravimetric analysis (TGA) to obtain information about material transition, melting,
and degradation. Materials 2022, 15, 3706
,
, 4 of 20 2. Materials and Methods
through FFF. The thermal behavi
etry (DSC) and Thermogravimetri All samples were printed with the BCN3D Epsilon W50 printer (BCN3D Technologies,
Barcelona, Spain) with the parameters shown in Table 1. Preparation of the samples for
manufacturing was carried out in the Cura—BCN3D software, 2.1.2 version (BCN3D
Technologies, Barcelona, Spain). The 3D models of the samples for tensile and flexural tests
were designed according to ASTM D638 [30] and ASTM D790 [31] standards, respectively. The dimensions of the Type I dogbone-shaped samples for tensile tests and flexural strength
are presented in Tables 2 and 3, respectively. All tensile tests were carried out at a 5 mm/min
speed. The three-point flexural test was conducted using a distance between the two
supporting rollers of 95 mm, with the supporting rollers diameter of 30 mm and the speed
set to 10 mm/min. y (
)
g
y
(
)
transition, melting, and degradation. Materials and Methods
All samples were printed with the BCN3D Epsilon W50 printer (BCN3D Technolo-
, Barcelona, Spain) with the parameters shown in Table 1. Preparation of the samples
manufacturing was carried out in the Cura—BCN3D software, 2.1.2 version ( BCN3D
hnologies, Barcelona, Spain). The 3D models of the samples for tensile and flexural
s were designed according to ASTM D638 [30] and ASTM D790 [31] standards, respec-
ly. The dimensions of the Type I dogbone-shaped samples for tensile tests and flexural
ngth are presented in Table 2 and Table 3, respectively. All tensile tests were carried
at a 5 mm/min speed. The three-point flexural test was conducted using a distance
he microstructure of the filament, and those that occurred during the manufacturing pro-
ess through FFF. The thermal behavior was characterized by Differential Scanning Calo-
metry (DSC) and Thermogravimetric analysis (TGA) to obtain information about mate-
al transition, melting, and degradation. Materials and Methods
All samples were printed with the BCN3D Epsilon W50 printer (BCN3D Technolo-
ies, Barcelona, Spain) with the parameters shown in Table 1. Preparation of the samples
or manufacturing was carried out in the Cura—BCN3D software, 2.1.2 version ( BCN3D
echnologies, Barcelona, Spain). The 3D models of the samples for tensile and flexural
ests were designed according to ASTM D638 [30] and ASTM D790 [31] standards, respec-
l
h d
f h
I d
b
h
d
l
f
l
d fl
l Table 1. Manufacturing parameters for the PAHT CF15 composite samples. 2. Materials and Methods
through FFF. The thermal behavi
etry (DSC) and Thermogravimetri Parameter
Value
Unit
Filament diameter
2.85
[mm]
Layer height
0.2
[mm]
Infill density
25; 50; 75; 100
[%]
Print speed
50
[mm/s]
Extrusion temperature
260
[◦C]
Building plate temperature
90
[◦C]
Nozzle diameter
0.6
[mm]
Number of lower and upper layers
8
Number of shell contours
4
Infill pattern
Triangle (0◦/60◦with respect
to load direction)
Table 2. Dogbone-shaped samples dimensions subjected to tensile tests. between the two supporting rollers of 95 mm, with the supporting rollers diameter of 30
mm and the speed set to 10 mm/min. Table 1. Manufacturing parameters for the PAHT CF15 composite samples. Parameter
Value
Unit
Filament diameter
2.85
[mm]
Layer height
0.2
[mm]
Infill density
25; 50; 75; 100
[%]
Print speed
50
[mm/sec]
Extrusion temperature
260
[°C]
Building plate temperature
90
[°C]
Nozzle diameter
0.6
[mm]
Number of lower and upper layers
8
Number of shell contours
4
Infill pattern
Triangle (0°/60° with respect to
load direction)
Table 2. Dogbone-shaped samples dimensions subjected to tensile tests. Lengt
h。。
Over-
all。
。L0
[mm]
Distance。。
between Grips
。。D [mm]
Length of
Narrow。
。Section。
。Ln [mm]
Radius of
Fillet。。R
[mm]
Width。
。W0
[mm]
Width of
Narrow
Section。。
W [mm]
Thickness
。。c [mm]
165
115
57
76
19
13
4
Table 3. Samples dimensions subjected to flexural tests. Length。。L [mm]
Width。。a
[mm]
Thickness。。b
[mm]
200
20
4
The carbon fiber-reinforced polyamide composites Ultrafuse PAHT 15 was used for
Length
Overall
L0 [mm]
Distance
between
Grips
D [mm]
Length
of
Narrow
Section
Ln [mm]
Radius
of Fillet
R [mm]
Width
W0 [mm]
Width of
Narrow
Section
W [mm]
Thickness
c [mm]
165
115
57
76
19
13
4
Table 3. Samples dimensions subjected to flexural tests. tively. The dimensions of the Type I dogbone shaped samples for tensile tests and flexural
strength are presented in Table 2 and Table 3, respectively. All tensile tests were carried
out at a 5 mm/min speed. The three-point flexural test was conducted using a distance
between the two supporting rollers of 95 mm, with the supporting rollers diameter of 30
mm and the speed set to 10 mm/min. Table 1. Manufacturing parameters for the PAHT CF15 composite samples. 2. Materials and Methods
through FFF. The thermal behavi
etry (DSC) and Thermogravimetri Manufacturing parameters for the PAHT CF15 composite samples. Parameter
Value
Unit
Filament diameter
2.85
[mm]
Layer height
0.2
[mm]
Infill density
25; 50; 75; 100
[%]
Print speed
50
[mm/sec]
Extrusion temperature
260
[°C]
Building plate temperature
90
[°C]
Nozzle diameter
0.6
[mm]
Number of lower and upper layers
8
Number of shell contours
4 Table 2. Dogbone-shaped samples dimensions subjected to tensile tests. Table 2. Dogbone-shaped samples dimensions subjected to tensile tests. Lengt
h。。
Over-
all。
。L0
[mm]
Distance。。
between Grips
。。D [mm]
Length of
Narrow。
。Section。
。Ln [mm]
Radius of
Fillet。。R
[mm]
Width。
。W0
[mm]
Width of
Narrow
Section。。
W [mm]
Thickness
。。c [mm]
165
115
57
76
19
13
4
Table 3. Samples dimensions subjected to flexural tests. Length。。L [mm]
Width。。a
[mm]
Thickness。。b
[mm]
200
20
4
The carbon fiber-reinforced polyamide composites, Ultrafuse PAHT 15, was used for
printing the samples. The PAHT CF15 is a high-temperature polyamide-based filament
filled with 15% chopped carbon fibers for Fused Filament Fabrication (FFF) [32]. PAHT
CF15 is a high-performance 3D printing filament that allows the manufacture of parts that
can be subjected to high thermal and mechanical loads [33]. The mechanical and physical
properties of the Ultrafuse PAHT CF15 filament supplied by the manufacturer (BASF 3D
Length
Overall
L0 [mm]
Distance
between
Grips
D [mm]
Length
of
Narrow
Section
Ln [mm]
Radius
of Fillet
R [mm]
Width
W0 [mm]
Width of
Narrow
Section
W [mm]
Thickness
c [mm]
165
115
57
76
19
13
4
Table 3. Samples dimensions subjected to flexural tests. Infill pattern
Triangle (0°/60° with respect to
load direction)
Table 2. Dogbone-shaped samples dimensions subjected to tensile tests. Lengt
h。。
Over-
all。
。L0
[mm]
Distance。。
between Grips
。。D [mm]
Length of
Narrow。
。Section。
。Ln [mm]
Radius of
Fillet。。R
[mm]
Width。
。W0
[mm]
Width of
Narrow
Section。。
W [mm]
Thickness
。。c [mm]
165
115
57
76
19
13
4
Table 3. Samples dimensions subjected to flexural tests. Length。。L [mm]
Width。。a
[mm]
Thickness。。b
[mm]
200
20
4
The carbon fiber-reinforced polyamide composites, Ultrafuse PAHT 15, was used for
printing the samples. The PAHT CF15 is a high-temperature polyamide-based filament
filled with 15% chopped carbon fibers for Fused Filament Fabrication (FFF) [32]. PAHT
CF15 is a high-performance 3D printing filament that allows the manufacture of parts that
can be subjected to high thermal and mechanical loads [33]. 2. Materials and Methods
through FFF. The thermal behavi
etry (DSC) and Thermogravimetri The PAHT CF15 is a high-temperature polyamide-based filament
d with 15% chopped carbon fibers for Fused Filament Fabrication (FFF) [32]. PAHT
5 is a high-performance 3D printing filament that allows the manufacture of parts that
be subjected to high thermal and mechanical loads [33]. The mechanical and physical
perties of the Ultrafuse PAHT CF15 filament supplied by the manufacturer (BASF 3D
The carbon fiber-reinforced polyamide composites, Ultrafuse PAHT 15, was used for
rinting the samples. The PAHT CF15 is a high-temperature polyamide-based filament
lled with 15% chopped carbon fibers for Fused Filament Fabrication (FFF) [32]. PAHT
CF15 is a high-performance 3D printing filament that allows the manufacture of parts that
an be subjected to high thermal and mechanical loads [33]. The mechanical and physical
roperties of the Ultrafuse PAHT CF15 filament supplied by the manufacturer (BASF 3D
The carbon fiber-reinforced polyamide composites, Ultrafuse PAHT 15, was used for
printing the samples. The PAHT CF15 is a high-temperature polyamide-based filament
filled with 15% chopped carbon fibers for Fused Filament Fabrication (FFF) [32]. PAHT
CF15 is a high-performance 3D printing filament that allows the manufacture of parts
that can be subjected to high thermal and mechanical loads [33]. The mechanical and
physical properties of the Ultrafuse PAHT CF15 filament supplied by the manufacturer
(BASF 3D Printing Solutions BV, Emmen, The Netherlands) for the flat XY-direction print in
Table 4 are shown [33]. The filament was used in the printing process in the state delivered
by the manufacturer, without being subjected to thermal procedures, being stored in its
original packaging. Materials 2022, 15, 3706 5 of 20 Table 4. Mechanical and physical properties of the Ultrafuse PAHT CF15 filament [33]. Table 4. Mechanical and physical properties of the Ultrafuse PAHT CF15 filament [33]. Mechanical and
Physical Properties
Unit
Ultrafuse PAHT CF15
Testing Method
Dry Specimen
Conditioned
Specimen
Tensile strength
[MPa]
103.2
62.9
ISO 527
Elongation at Break
[%]
1.8
2.9
ISO 527
Young’s Modulus
[MPa]
8386
5052
ISO 527
Flexural Strength
[MPa]
160.7
125.1
ISO 178
Flexural Modulus
[MPa]
8258
6063
ISO 178
Flexural Strain at Break
[%]
2.4
No break
ISO 178
Melting temperature
[◦C]
234
ISO 11357-3
Glass Transition
[◦C]
70
ISO 11357-2 A total of 5 specimens were printed for each type of infill (25%, 50%, 75%, 100%)
using a triangle infill pattern, resulting in 20 specimens for the tensile tests and 20 for
the flexural ones, respectively. 2. Materials and Methods
through FFF. The thermal behavi
etry (DSC) and Thermogravimetri To evaluate the tensile properties of the samples, a WDW-
150 S universal testing machine was used at a constant crosshead speed of 5 mm/min. For flexural properties in the three-point loading, the same testing machine was used. The crosshead speed and span length were 3 mm/min and 115 mm, respectively. The
microstructure, the distribution and orientation of carbon fibers, and the distribution of
voids both in the filament and the samples were investigated by optical microscopy. The
samples and filament were cross-sectioned, embedded into resin, and polished using a
1 µm grit and 0.5 µm Al2O3 suspension. Using an Omnimet–Buehler microscope (Nikon,
Tokyo, Japan), micrographs were taken on the sections perpendicular to the XY plane
(cross-section) and the Z building direction (longitudinal section) with magnifications of
50× and 200×. Differential Scanning Calorimetry (DSC) was conducted under the nitrogen
atmosphere using a NETZSCH DSC 200 F3 Maia (NETZSCH-Gerätebau GmbH, Selb,
Germany) to highlight the glass transition, melting, and crystallization of the samples. DSC
tests were carried out on the as-received filament and extruded material in accordance
with ASTM D3418 [34] at a rate of 10 ◦C/min, cooling to −150 ◦C, and then heating to
500 ◦C. Thermogravimetric analysis (TGA) was performed on the NETZSCH TG STA
449F3 Jupiter (NETZSCH-Gerätebau GmbH, Selb, Germany) to identify the degradation
temperature and weight loss. TGA was carried out from 20 ◦C to 500 ◦C at a heating rate
of 10 ◦C/min according to the ASTM Standard E1131 [35]. TG analyses were performed
in the temperature ranges of 20–100 ◦C, 100–300 ◦C, and 300–500 ◦C. NETZSCH Proteus
Thermal Analysis software was used to process the data. It should be mentioned that the
microstructural analyses were performed on the shell area of the samples, and for the DSC
and TGA analyses, the mass of material was taken from the core area of the samples. 3.1.1. Tensile Strength of Carbon Fiber PAHT Composite From
Figure 1a, it can be seen that the increase in the infill density determines the increase in
the load and influences the displacement. For the samples with a 100% infill, the highest
load (4.9 kN) and displacement (2.54 mm) are registered, and those with a 25% infill have
the lowest values (2.9 kN and 1.74 mm, respectively), which confirms the influence of the
infill density on tensile strength, results that are consistent with those published in [13,14]. This is justified by the fact as the infill density increases, the content of polymeric material
increases (which determines the air gaps in the material to decrease) and implicitly the
cross-sectional area. Therefore, the parts manufactured by FFF can support a higher load as
the infill percentage increases. increases, the tensile strength also increases. These results are in line with those published
in [2,13,14,19,21]. Therefore, samples with a 25% infill have a lower strength, of 56.4 MPa,
and an elasticity modulus of 5.8 GPa, and those with a 100% infill have a strength that
increases to 90.8 MPa and a modulus that increases to 8 GPa. The relationship between
the tensile strength and the degree of filling is indicated by an order 2 polynomial, as
shown in Figure 1b. Figure 1b shows that for samples with 25% and 50% infills, the differences between
the values of maximum tensile strength are small (54.6 MPa and 61.6 MPa, respectively, a
difference of 7 MPa) and the tensile modulus is the same, 5.8 GPa. Taking these results
Samples with a 75% infill have a smaller maximum displacement (2.22 mm) than those
with 50% (2.28 mm) even if the maximum sustained load (4.03 kN) is higher than that at
a 50% infill (3.56 kN). It has been demonstrated [21] that the outer layers (shell), which
are denser, provide a resistance to crack propagation. Under action load, during failure of
the sample, the cracks propagate from shell to core (inner layers) [21,36]. The presence of
manufacturing defects both within the shell and core, such as voids and gaps, as shown in
micrographs of the samples with 75% infill density, leads to the rapid propagation of cracks
and the decrease in interlayer cohesion, as reported in [24,36], which determine breaking of
the samples with a 75% infill after a lower displacement than 50% ID. 3.1.1. Tensile Strength of Carbon Fiber PAHT Composite 3.1.1. Tensile Strength of Carbon Fiber PAHT Composite In order to establish the influence of the infill density on the tensile strength of the
samples manufactured by FFF, a comparative study was performed between the four
types of infill. The data obtained during the tensile tests were processed, and the load–
displacement curves as an average of the values for the five samples tested with infills of
25%, 50%, 75%, and 100% are shown in Figure 1a. Materials 2022, 15, 3706 6 of 20
tly the
er load Figure 1. Results after tensile tests; (a) load–displacement curves; (b) tensile strength, modulus, and
relationship between tensile strength and infill density. Figure 1. Results after tensile tests; (a) load–displacement curves; (b) tensile strength, modulus, and
relationship between tensile strength and infill density. Figure 1. Results after tensile tests; (a) load–displacement curves; (b) tensile strength, modulus, and
relationship between tensile strength and infill density. Figure 1. Results after tensile tests; (a) load–displacement curves; (b) tensile strength, modulus, and
relationship between tensile strength and infill density. Samples with a 75% infill have a smaller maximum displacement (2.22 mm) than
those with 50% (2.28 mm) even if the maximum sustained load (4.03 kN) is higher than
that at a 50% infill (3.56 kN). It has been demonstrated [21] that the outer layers (shell),
which are denser, provide a resistance to crack propagation. Under action load, during
failure of the sample, the cracks propagate from shell to core (inner layers) [21,36]. The
presence of manufacturing defects both within the shell and core, such as voids and gaps,
as shown in micrographs of the samples with 75% infill density, leads to the rapid propa-
gation of cracks and the decrease in interlayer cohesion, as reported in [24,36], which de-
termine breaking of the samples with a 75% infill after a lower displacement than 50% ID. In order to determine the tensile strength, an average of the values of the maximum
stresses and of the modulus of elasticity of the five samples from each type of infill (25%,
50%, 75%, 100%) was calculated. The plot in Figure 1b shows that as the infill density
For each infill density, a linear behavior can be ascertained between the load and
displacement up to the point of yield strength (plastic deformation of the material begins)
and up to the point where the load is maximum and failure and breaking occur. 3.1.1. Tensile Strength of Carbon Fiber PAHT Composite Therefore, the flexural strength will be determined by the strength of the intact areas/layers. In the case of tensile tests, all layers (material) are subjected to the same stress and, therefore,
breakage/failure will be initiated when the layer/material on the layer reaches the tensile
stress limit. The higher displacement of the samples with an infill of 25% (maximum
displacement of 25.8 mm) under the action of lower loads could be influenced by the
existence in the microstructure at the top, bottom, and lateral surfaces of the samples of a
greater number of voids and the occurrence of microcracks as well. the polynomial equation of order 2 was chosen (Figure 2b) as it describes with the greatest
precision the relation between them (R2 is 0.9985, in contrast with 0.929 in the case of a
linear relation) [25,37]. As in the case of tensile tests, it is found that there are small differ-
ences between the values of flexural strength for samples with infill densities of 25% and
50%, respectively. Therefore, to reduce manufacturing/printing time and material and en-
ergy consumption, an infill with a density of 25% can be used instead of 50%. 3.1.3. Microstructural Characteristics of the Carbon Fiber PAHT Composite
Microstructural analyses, both for the filament and for printed samples, were per-
formed to highlight aspects specific to 3D printing, namely the distribution and orienta-
tion of fibers in the polymer matrix, the presence of voids and deposition defects, the ap-
pearance of microcracks, and the influence of the infill percentage on the microstructure. Figure 3 shows the longitudinal (Figure 3a) and cross-sectional (Figure 3b) micrographs
of the PAHT CF15 filament Figure 3 shows that the distribution of carbon fibers in the
g
The average values of the flexural strength as well as the values of the modulus
corresponding to the four infill densities are shown in Figure 2b. In Figure 2b, it can be seen
that the samples with a 100% infill have the highest flexural strength (114 MPa) and the
highest flexural modulus (3.7 GPa). Between samples with a 25% infill density and those
with 100%, it is found that there is an increase in bending strength of 83.3%, which means
that infill density has a major contribution, as found in previous studies [2,6,13,19,21]. In
contrast, 50% infill density samples have a strength of only 8.7% higher than those with a
25% infill. 3.1.1. Tensile Strength of Carbon Fiber PAHT Composite In contrast, compared to other samples,
they have the smallest displacement, 18.6 mm. The analysis of the curves shows that
the samples with 25% and 50% infills (Figure 2a) withstand very close loads, with the
differences between the values being very small, that is, 0.13 kN for 50% and 0.12 kN for
25% infill densities. fore, the flexural strength will be determined by the strength of the intact areas/layers. In
the case of tensile tests, all layers (material) are subjected to the same stress and, therefore,
breakage/failure will be initiated when the layer/material on the layer reaches the tensile
stress limit. The higher displacement of the samples with an infill of 25% (maximum dis-
placement of 25.8 mm) under the action of lower loads could be influenced by the exist-
ence in the microstructure at the top, bottom, and lateral surfaces of the samples of a
greater number of voids and the occurrence of microcracks as well. Figure 2. Results after three−points flexural tests: (a) flexural test load–displacement curves; (b) flex-
ural strength, modulus, and relationship between flexural strength and infill density. Figure 2. Results after three−points flexural tests: (a) flexural test load–displacement curves;
(b) flexural strength, modulus, and relationship between flexural strength and infill density. Figure 2. Results after three−points flexural tests: (a) flexural test load–displacement curves; (b) flex-
ural strength, modulus, and relationship between flexural strength and infill density. Figure 2. Results after three−points flexural tests: (a) flexural test load–displacement curves;
(b) flexural strength, modulus, and relationship between flexural strength and infill density. The average values of the flexural strength as well as the values of the modulus cor-
responding to the four infill densities are shown in Figure 2b. In Figure 2b, it can be seen
that the samples with a 100% infill have the highest flexural strength (114 MPa) and the
highest flexural modulus (3.7 GPa). Between samples with a 25% infill density and those
with 100%, it is found that there is an increase in bending strength of 83.3%, which means
that infill density has a major contribution, as found in previous studies [2,6,13,19,21]. In
contrast, 50% infill density samples have a strength of only 8.7% higher than those with a
25% infill. In order to express the relationship between flexural strength and infill density,
It is known that in flexural tests, the exterior surfaces are most subject to stress. 3.1.1. Tensile Strength of Carbon Fiber PAHT Composite )
,
g
into account, it can be stated that the 25% infill can be used instead of the 50% infill, if the
operating conditions of the components allow, because the manufacturing cost is lower
using less material and a shorter print time. 3.1.2. Flexural Strength of the Carbon Fiber PAHT Composite
In order to determine the tensile strength, an average of the values of the maximum
stresses and of the modulus of elasticity of the five samples from each type of infill (25%,
50%, 75%, 100%) was calculated. The plot in Figure 1b shows that as the infill density
increases, the tensile strength also increases. These results are in line with those published
in [2,13,14,19,21]. Therefore, samples with a 25% infill have a lower strength, of 56.4 MPa,
and an elasticity modulus of 5.8 GPa, and those with a 100% infill have a strength that
increases to 90.8 MPa and a modulus that increases to 8 GPa. The relationship between the
tensile strength and the degree of filling is indicated by an order 2 polynomial, as shown in
Figure 1b. Figure 1b shows that for samples with 25% and 50% infills, the differences between
the values of maximum tensile strength are small (54.6 MPa and 61.6 MPa, respectively,
a difference of 7 MPa) and the tensile modulus is the same, 5.8 GPa. Taking these results
into account, it can be stated that the 25% infill can be used instead of the 50% infill, if the
operating conditions of the components allow, because the manufacturing cost is lower
using less material and a shorter print time. Materials 2022, 15, 3706 7 of 20
a
e
differ- 7 of 20
a
e
differ- 3.1.2. Flexural Strength of the Carbon Fiber PAHT Composite
It is known that in flexural tests, the exterior surfaces are m
f
th fl
l t
th
ill b d t
i
d b
th
t
th f 3.1.2. Flexural Strength of the Carbon Fiber PAHT Composite
It is known that in flexural tests, the exterior surfaces are m
f
h fl
l
h
ill b d
i
d b
h
h The flexural behavior of the samples with the four types of infill percentages in
Figure 2a is shown. Load–displacement curves show that samples with a 100% infill have
the highest strength-to-maximum load of 0.23 kN. 3.1.1. Tensile Strength of Carbon Fiber PAHT Composite In both sections, it is found that the filament contains, in addition to carbon
fiber, voids (manufacturing defects of the filament). The voids, in turn, can influence the
quality of the microstructure of the deposited material and subsequently the mechanical
properties of the samples. is found that they are not entirely along the filament but rather have a random orie
on, as can be seen in Figure 3a. In both sections, it is found that the filament contain
ddition to carbon fiber, voids (manufacturing defects of the filament). The voids, in t
an influence the quality of the microstructure of the deposited material and subseque
he mechanical properties of the samples. Figure 3. Micrographs of the PAHT CF15 filament. (a) Longitudinal section/view (200×); (b) c
section (200×). Figure 3. Micrographs of the PAHT CF15 filament. (a) Longitudinal section/view (200×);
(b) cross-section (200×). gure 3. Micrographs of the PAHT CF15 filament. (a) Longitudinal section/view (200×); (b) c
ction (200×). Figure 3. Micrographs of the PAHT CF15 filament. (a) Longitudinal section/view (200×);
(b) cross-section (200×). Figure 4 shows the microstructure of the samples manufactured by FFF with an i
ensity of 25%. Figure 4a shows the microstructure, in the longitudinal section, on
xterior (lateral) wall of the sample. It can be seen that, after printing, the porosity
eases toward the outside of the specimen (blue arrow) but also toward the inside w
e hole related to the infill is found (green arrow). It is also found that at the bound
etween the successive beads (bead–bead interface), there are linear areas with a hig
orosity (voids) than those of the deposited layer (Figure 4a, areas marked with A). henomenon was also noticed in the published results of previous studies [1,6,7]. An
ease in porosity is also seen in the printing direction (Z direction) from bottom (Fig
c) to top (Figure 4d) [38]. A factor that could lead to an increase in the porosity (void
e decrease in the pressure/weight of the layers on those already deposited as the d
tion of the extreme layers approaches, and, consequently, on the extreme layers (top
teral layers), only the atmospheric pressure from the printing chamber acts. In addi
t
t
di t ib ti
i
th d
it d l
i
th
i fl
i
f
t
Figure 4 shows the microstructure of the samples manufactured by FFF with an
infill density of 25%. 3.1.1. Tensile Strength of Carbon Fiber PAHT Composite In order to express the relationship between flexural strength and infill density,
the polynomial equation of order 2 was chosen (Figure 2b) as it describes with the greatest
precision the relation between them (R2 is 0.9985, in contrast with 0.929 in the case of
a linear relation) [25,37]. As in the case of tensile tests, it is found that there are small
differences between the values of flexural strength for samples with infill densities of 25%
and 50%, respectively. Therefore, to reduce manufacturing/printing time and material and
energy consumption, an infill with a density of 25% can be used instead of 50%. polymer matrix is approximately uniform. Regarding the orientation of the c
3.1.3. Microstructural Characteristics of the Carbon Fiber PAHT Composite Microstructural analyses, both for the filament and for printed samples, were per-
formed to highlight aspects specific to 3D printing, namely the distribution and orientation
of fibers in the polymer matrix, the presence of voids and deposition defects, the appearance
of microcracks, and the influence of the infill percentage on the microstructure. Figure 3
shows the longitudinal (Figure 3a) and cross-sectional (Figure 3b) micrographs of the PAHT
CF15 filament. Figure 3 shows that the distribution of carbon fibers in the polymer matrix Materials 2022, 15, 3706
rials 2022, 15, x FOR PEE 8 of 208 8 of 208 is approximately uniform. Regarding the orientation of the carbon fibers, it is found that
they are not entirely along the filament but rather have a random orientation, as can be seen
in Figure 3a. In both sections, it is found that the filament contains, in addition to carbon
fiber, voids (manufacturing defects of the filament). The voids, in turn, can influence the
quality of the microstructure of the deposited material and subsequently the mechanical
properties of the samples. is found that they are not entirely along the filament but rather have a random orie
on, as can be seen in Figure 3a. In both sections, it is found that the filament contain
ddition to carbon fiber, voids (manufacturing defects of the filament). The voids, in t
an influence the quality of the microstructure of the deposited material and subseque
he mechanical properties of the samples. is approximately uniform. Regarding the orientation of the carbon fibers, it is found that
they are not entirely along the filament but rather have a random orientation, as can be seen
in Figure 3a. 3.1.1. Tensile Strength of Carbon Fiber PAHT Composite Figure 4a shows the microstructure, in the longitudinal section, on
the exterior (lateral) wall of the sample. It can be seen that, after printing, the porosity
increases toward the outside of the specimen (blue arrow) but also toward the inside
where the hole related to the infill is found (green arrow). It is also found that at the
boundary between the successive beads (bead–bead interface), there are linear areas with
a higher porosity (voids) than those of the deposited layer (Figure 4a, areas marked with
A). This phenomenon was also noticed in the published results of previous studies [1,6,7]. An increase in porosity is also seen in the printing direction (Z direction) from bottom
(Figure 4c) to top (Figure 4d) [38]. A factor that could lead to an increase in the porosity
(voids) is the decrease in the pressure/weight of the layers on those already deposited as
the deposition of the extreme layers approaches, and, consequently, on the extreme layers
(top and lateral layers), only the atmospheric pressure from the printing chamber acts. In
addition, the temperature distribution in the deposited layers is another influencing factor,
as mentioned in the studies presented in [39,40]. he temperature distribution in the deposited layers is another influencing factor, as m
oned in the studies presented in [39,40]. Figure 4b shows a detail from Figure 4a where it can be seen that, after melting the
filament and passing the material through the nozzle, a reorientation of the carbon fibers
takes place, most of them being oriented along the deposition direction (along the deposited
beads), as also presented in the papers [1,18,41]. The direction of deposition, both for the
samples tested at tensile and the flexural strengths, was along the samples (in the XY plane). The microstructure of the samples manufactured with an infill density of 50% is
presented in Figure 5. In the longitudinal section made in the lateral part of the sample
(Figure 5a, areas marked with B), it is found that the area of porosity/defects (voids)
between the successive beads in the XY plane is almost the same as for 25% samples but
is much more pronounced than for 75% infill density ones (Figure 6a). As in the case of
samples manufactured with a 25% infill, on the cross-section (Figure 5c,d), there is a higher
porosity in the upper part of the samples. 3.1.1. Tensile Strength of Carbon Fiber PAHT Composite he temperature distribution in the deposited layers is another influencing factor, as m
oned in the studies presented in [39,40]. Figure 4b shows a detail from Figure 4a where it can be seen that, after melting the
filament and passing the material through the nozzle, a reorientation of the carbon fibers
takes place, most of them being oriented along the deposition direction (along the deposited
beads), as also presented in the papers [1,18,41]. The direction of deposition, both for the
samples tested at tensile and the flexural strengths, was along the samples (in the XY plane). p
g
g
p
p
The microstructure of the samples manufactured with an infill density of 50% is
presented in Figure 5. In the longitudinal section made in the lateral part of the sample
(Figure 5a, areas marked with B), it is found that the area of porosity/defects (voids)
between the successive beads in the XY plane is almost the same as for 25% samples but
is much more pronounced than for 75% infill density ones (Figure 6a). As in the case of
samples manufactured with a 25% infill, on the cross-section (Figure 5c,d), there is a higher
porosity in the upper part of the samples. Materials 2022, 15, 3706
erials 2022, 15, x FOR P 9 of 20 Figure 4. Micrographs of the samples with 25% infill density. (a,b) Longitudinal se
cross-section top side and (d) bottom side (50×). Figure 4. Micrographs of the samples with 25% infill density. (a,b) Longitudinal section (200×);
(c) cross-section top side and (d) bottom side (50×). VIEW
10 of 22 Figure 4. Micrographs of the samples with 25% infill density. (a,b) Longitudinal se
cross-section top side and (d) bottom side (50×). Figure 4. Micrographs of the samples with 25% infill density. (a,b) Longitudinal section (200×);
(c) cross-section top side and (d) bottom side (50×). IEW
10 of 22 Figure 4a where it can be seen that, a
hrough the nozzle, a reorientation of t
nted along the deposition direction (a
papers [1,18,41]. The direction of dep
e flexural strengths, was along the sam
ples manufactured with an infill densi
nal section made in the lateral part of
ound that the area of porosity/defects Figure 4b shows a detail from
filament and passing the material th
takes place, most of them being orie
ited beads), as also presented in the
the samples tested at tensile and the
plane). 3.1.1. Tensile Strength of Carbon Fiber PAHT Composite (a,b) Longitudinal section (200×); (c,d)
bottom and top side of the cross-section (200×). Figure 6. Micrographs of the samples with 75% infill density. (a,b) Longitudinal section (200×);
(c,d) bottom and top side of the cross-section (200×). Figure 7a,b show the microstructure inside (core) the samples manufactured by FFF
with an infill density parameter of 100%. The different orientations of the carbon fibers
are found (Figure 7a,b, purple arrow), depending on the deposition direction of the mol-
ten material bead. The microstructure on the lateral side of the sample (Figures 7c,d), com-
pared to those of the samples with 25%, 50% and 75% infills, contains fewer voids between
beads (Figure 7c, D areas) and the carbon fibers are oriented (Figure 7d) along the direc-
i
f h
i
d b
d
I
h
i
f
Fi
7 f i i f
d h
h
id
In Figure 5b, carbon fibers are mostly oriented in the direction of longitudinal depo-
sition, while in the cross-section (Figure 5d), it can be seen that there are extremely few
carbon fibers, which have a different orientation. As previously mentioned, the presence of
defects (voids, pores) at the level of the microstructure influences the mechanical properties. Consequently, the mechanical performances of samples with a 50% infill close to those with
an infill density of 25% is justified. tion of the printed beads. In the cross-section from Figures 7e,f, it is found that the voids
in the microstructure have a uniform distribution, that is, they respect to a certain extent
a pattern and they are on the same line. Both in the bottom side of the section (Figure 7e)
and in the top one (Figure 7f), interlayer cracks (interlaminar interface) were identified
and the porosity increased from the bottom to the top side of the sample. Compared with the microstructure of the samples manufactured with 25% and 50%
infill densities, respectively, the 75% infill density samples show a microstructure with fewer
voids at the boundary between the successive material deposition (bead–bead interface)
(Figure 6a), which means that there is a better adhesion between them. In addition, the
reduction in defects can be seen in the micrographs of the cross-section (Figure 6c,d),
but there remains a more pronounced porosity in the top part (Figure 6c) of the samples
compared to the bottom one (Figure 6c). 3.1.1. Tensile Strength of Carbon Fiber PAHT Composite The microstructure of the samp
sented in Figure 5. In the longitudin
ure 5a, areas marked with B), it is fo Figure 4b shows a detail from Figure 4a where it can be seen that, aft
filament and passing the material through the nozzle, a reorientation of th
takes place, most of them being oriented along the deposition direction (alo
ited beads), as also presented in the papers [1,18,41]. The direction of depo
the samples tested at tensile and the flexural strengths, was along the sam
plane). The microstructure of the samples manufactured with an infill density
sented in Figure 5. In the longitudinal section made in the lateral part of th
ure 5a, areas marked with B), it is found that the area of porosity/defects (v
the successive beads in the XY plane is almost the same as for 25% sampl
more pronounced than for 75% infill density ones (Figure 6a). As in the c
manufactured with a 25% infill, on the cross-section (Figures 5c,d), there
rosity in the upper part of the samples. Figure 5. Micrographs of the samples with 50% infill density. (a,b) Longitudinal section (200×); (c,d)
top side of the cross-section at 50× and 200×. Figure 5. Micrographs of the samples with 50% infill density. (a,b) Longitudinal section (200×);
(c,d) top side of the cross-section at 50× and 200×. udin
is fo udi
is f the successive beads in the XY plan
more pronounced than for 75% infi
manufactured with a 25% infill, on
rosity in the upper part of the sampl e is almost the same as for 25% sam
ll density ones (Figure 6a). As in the
the cross-section (Figures 5c,d), ther
les. the
mor Figure 5. Micrographs of the samples with 50% infill density. (a,b) Longitudinal section (200×); (c,d)
top side of the cross-section at 50× and 200×. Figure 5. Micrographs of the samples with 50% infill density. (a,b) Longitudinal section (200×);
(c,d) top side of the cross-section at 50× and 200×. Materials 2022, 15, 3706
Materials 2022, 15, x FOR 10 of 20
11 of 22 Figure 6. Micrographs of the samples with 75% infill density. (a,b) Longitudinal section (200×); (c,d)
bottom and top side of the cross-section (200×). Figure 6. Micrographs of the samples with 75% infill density. (a,b) Longitudinal section (200×);
(c,d) bottom and top side of the cross-section (200×). Figure 6. Micrographs of the samples with 75% infill density. 3.1.1. Tensile Strength of Carbon Fiber PAHT Composite As in the case of the 25% and 75% infill density
samples, the reorientation of the carbon fibers along the direction of the deposition beads
is found (Figure 6b), after the filament melts and the molten material passes through
the extruder. Figure 7a,b show the microstructure inside (core) the samples manufactured by FFF
with an infill density parameter of 100%. The different orientations of the carbon fibers are
found (Figure 7a,b, purple arrow), depending on the deposition direction of the molten
material bead. The microstructure on the lateral side of the sample (Figure 7c,d), compared
to those of the samples with 25%, 50% and 75% infills, contains fewer voids between beads
(Figure 7c, D areas) and the carbon fibers are oriented (Figure 7d) along the direction of
the printed beads. In the cross-section from Figure 7e,f, it is found that the voids in the
microstructure have a uniform distribution, that is, they respect to a certain extent a pattern
and they are on the same line. Both in the bottom side of the section (Figure 7e) and in
the top one (Figure 7f), interlayer cracks (interlaminar interface) were identified and the
porosity increased from the bottom to the top side of the sample. 11 of 20
gure 7e)
entified Materials 2022, 15, 3706 erials 2022, 15, x FOR PEER REVIEW
12 of
Figure 7. Micrographs of the samples with 100% infill density. (a,b) Longitudinal section from th
interior of the sample (50×, 200×); (c,d) longitudinal section from the lateral side of the sample (50
200×); (e,f) bottom and top side of the cross-section (50×). Figure 7. Micrographs of the samples with 100% infill density. (a,b) Longitudinal section from th
interior of the sample (50×, 200×); (c,d) longitudinal section from the lateral side of the sample (50
200×); (e,f) bottom and top side of the cross-section (50×). 12 o rials 2022, 15, x FOR PEER REVIEW Figure 7. Micrographs of the samples with 100% infill density. (a,b) Longitudinal section from the
interior of the sample (50×, 200×); (c,d) longitudinal section from the lateral side of the sample (50×,
200×); (e,f) bottom and top side of the cross-section (50×). Figure 7. Micrographs of the samples with 100% infill density. (a,b) Longitudinal section from the
interior of the sample (50×, 200×); (c,d) longitudinal section from the lateral side of the sample (50×,
200×); (e,f) bottom and top side of the cross-section (50×). 3.1.4. Thermal Behavior of Carbon Fiber PAHT Composite 3.1.4. Thermal Behavior of Carbon Fiber PAHT Composite Differential Scanning Calorimetry (DSC) was carried out to determine the effect of the
processing conditions on the filament material as well as on the material deposited by the
FFF process. Figures 8–12 show the DSC curves obtained from the analyses both of the
PAHT CF15 filament (Figure 8) and for the samples manufactured by FFF with the four
infill densities (25%, 50%, 75%, and 100%, respectively) (Figures 9–12). A comparison of
the DSC curves highlighted the differences between their thermal characteristics. On the
heating curves (red curves), all samples exhibited significant endothermic peaks due to
melting (Tm). Melting temperature (Tm) is an important indicator in setting the printing
temperature, and the values obtained (Tables 5 and 6) are close to those mentioned by
the filament manufacturer (Table 4), the maximum difference being 2.5 ◦C in the case
of samples with an infill density of 100%. In addition, melting peaks are characteristic
of semi-crystalline materials and indicate that the structure of the samples is crystalline
(melting of the crystalline structure). (
g
y
)
The glass transition temperature (Tg) is the temperature at which the material turns
from a glassy, rigid material to a soft, rubbery material due to the molecular motion of
amorphous chains [42]. From the DSC curves (Figures 8–12) and the data presented in
Table 5, it is found that the temperature Tg decreases as the infill density increases; the
lowest glass transition temperature is recorded for the specimens with an infill density
of 100% (Figure 12, Table 5). It is well known that carbon fiber has a higher thermal
conductivity, which influences the thermal stability of the matrix. The increase in the
thermal mobility of the polymer chain due to the chopped carbon fibers leads to the
decrease in the glass transition temperature; thus, the transformation from the glassy phase
to the rubbery one takes place at a lower temperature. The decrease in glass transition
temperature (Tg) as the carbon fiber content increases was also mentioned in [7,28,43]. Therefore, the increase in infill density also involves, in addition to a larger volume of
polymeric matrix, the increase in the amount of carbon fiber that causes the decrease in Tg
as the infill density increases. It can be stated that infill density, as a 3D printing parameter,
influences the thermal properties of the material. 3.1.1. Tensile Strength of Carbon Fiber PAHT Composite A common printing defect in FFF of fiber-reinforced composites is the formation of
voids [1,6,7]. However, the defects of the voids type contained in the filament are trans-
formed into voids in the printed beads. Previous studies [1,6,7] have demonstrated that
voids (triangular or different in shape) formed during FFF manufacturing will act as stress
concentrators that will reduce the mechanical performance of the parts. Therefore, a thor-
ough understanding of the structure and mechanics of FFF of carbon fiber composites is
required Based on the microstructure results for the four infill densities used in the man
A common printing defect in FFF of fiber-reinforced composites is the formation
of voids [1,6,7]. However, the defects of the voids type contained in the filament are
transformed into voids in the printed beads. Previous studies [1,6,7] have demonstrated
that voids (triangular or different in shape) formed during FFF manufacturing will act as
stress concentrators that will reduce the mechanical performance of the parts. Therefore, a
thorough understanding of the structure and mechanics of FFF of carbon fiber composites Materials 2022, 15, 3706 12 of 20 is required. Based on the microstructure results for the four infill densities used in the
manufacture of PAHT CF15 specimens by FFF technology, it can be mentioned that an
increase in infill density leads to a decrease in the voids at the bead–bead interface. However,
in specimens with a 100% infill density, the increase in interlayer defects (unbonding of
layers or the appearance of cracks) is found. In the future, the authors intend to continue
research in order to reduce the formation of interbeads and interlayer voids by decreasing
the thickness of the deposited layer because a thinner layer could increase the adhesion
between beads and layers, as well as mechanical properties, as mentioned in the studies
presented in [7,12]. 3.1.4. Thermal Behavior of Carbon Fiber PAHT Composite Exothermic peaks after the glass transition
temperature (Tg) represent the cold crystallization temperature (Tc) (Figures 8, 9, 11 and 12). The cold crystallization is an incomplete crystallization because of the fact that during
the fast cooling from the molten state, the filament and the printed samples do not have
enough time to crystallize. Upon reheating above Tg, the thermal energy provides sufficient
molecular mobility to allow the polyamide to crystallize. For samples with a 50% infill
density (Figure 10), the cold crystallization peak is very small; therefore, it has the lowest
imperfect crystallization. Small peaks identified before the melting temperature for printed
samples (Figures 9–12) refer to the recrystallization melting temperature. This temperature
can be caused by morphological changes such as the completion of crystallization and
the refinement of crystals, as stated in the paper [42] too. From the curves in Figures 8–12,
it is found that exceeding the melting temperature (Tm) has the effect of starting the
degradation of the material, and the endothermic peaks highlight the complete degradation
of the material (degradation temperature, Td). Table 5 shows the values of the most
important peaks (Tg, Tc, Tm, Td) on the DSC heating curves in Figures 12–17. 13 of 20
line ma
crystal-
line ma-
crystal- 13 of 20
line ma
crystal-
line ma-
crystal- Materials 2022, 15, 3706 Figure 8. DSC thermogram for PAHT CF15 filament. Figure 9. Results of DSC analysis for sample with 25% infill density. Figure 8. DSC thermogram for PAHT CF15 filament. line structure). Figure 8. DSC thermogram for PAHT CF15 filament. Figure 9. Results of DSC analysis for sample with 25% infill density. Figure 9. Results of DSC analysis for sample with 25% infill density. EVIEW
14 of 2 Figure 8. DSC thermogram for PAHT CF15 filament. Figure 8. DSC thermogram for PAHT CF15 filament. Figure 8. DSC thermogram for PAHT CF15 filament. Figure 8 DSC thermogram for PAHT CF15 filament
Fi
8 DSC th
f
PAHT CF15 fil
t Figure 8. DSC thermogram for PAHT CF15 filament. Figure 9. Results of DSC analysis for sample with 25% infill density. Figure 8. DSC thermogram for PAHT CF15 filament. Figure 8. DSC thermogram for PAHT CF15 filament. Figure 9. Results of DSC analysis for sample with 25% infill density. Figure 9. Results of DSC analysis for sample with 25% infill density. EVIEW
14 o
Figure 10. DSC analysis for sample with 50% infill density. 3.1.4. Thermal Behavior of Carbon Fiber PAHT Composite Figure 10. DSC analysis for sample with 50% infill density. Figure 8. DSC thermogram for PAHT CF15 filament. Figure 8. DSC thermogram for PAHT CF15 filament. Figure 8. DSC thermogram for PAHT CF15 filament. Figure 9. Results of DSC analysis for sample with 25% infill density. Figure 9 Re ult of DSC a aly i fo
a
ple
ith 25% i fill de
ity
Figure 9 Results of DSC analysis for sample with 25% infill density
VIEW
14 Figure 9. Results of DSC analysis for sample with 25% infill density. Figure 9. Results of DSC analysis for sample with 25% infill density. Figure 9. Results of DSC analysis for sample with 25% infill density. Figure 10. DSC analysis for sample with 50% infill density. Figure 10. DSC analysis for sample with 50% infill density. Figure 10. DSC analysis for sample with 50% infill density. Figure 10. DSC analysis for sample with 50% infill density. Materials 2022, 15, 3706 14 of 20 Figure 11. DSC thermogram for sample with 75% infill density. Figure 12. DSC curves related to sample with 100% infill density. Figure 11. DSC thermogram for sample with 75% infill density. Figure 10. DSC analysis for sample with 50% infill density. Figure 11. DSC thermogram for sample with 75% infill density. Figure 12. DSC curves related to sample with 100% infill density. Figure 12. DSC curves related to sample with 100% infill density. Table 5. Differential Scanning Calorimetry (DSC) results. Figure 11. DSC thermogram for sample with 75% infill density. Figure 11. DSC thermogram for sample with 75% infill density. Figure 10. DSC analysis for sample with 50% infill density. Figure 11. DSC thermogram for sample with 75% infill density. Figure 11. DSC thermogram for sample with 75% infill density. Figure 11. DSC thermogram for sample with 75% infill density. Figure 10. DSC analysis for sample with 50% infill density. Figure 11 DSC thermogram for sample with 75% infill density Figure 11. DSC thermogram for sample with 75% infill density. Figure 11. DSC thermogram for sample with 75% infill density. Figure 11. DSC thermogram for sample with 75% infill density. Figure 12. DSC curves related to sample with 100% infill density. Figure 12. DSC curves related to sample with 100% infill density. Figure 12. DSC curves related to sample with 100% infill density. Figure 12. DSC curves related to sample with 100% infill density. Figure 12. 3.1.4. Thermal Behavior of Carbon Fiber PAHT Composite DSC curves related to sample with 100% infill density. Figure 12 DSC curves related to sample with 100% infill density Figure 12. DSC curves related to sample with 100% infill density. Figure 12. DSC curves related to sample with 100% infill density. Figure 12. DSC curves related to sample with 100% infill density. Table 5. Differential Scanning Calorimetry (DSC) results. Table 5. Differential Scanning Calorimetry (DSC) results. Table 5. Differential Scanning Calorimetry (DSC) results. Samples
Glass
Transition
Temperature
Tg [◦C]
Crystallization
Temperature
Tc [◦C]
Melting
Temperature
Tm [◦C]
Full
Degradation
Temperature
Td [◦C]
Filament PAHT CF15
38.5
77.7
232.1
406.9
Sample 25% ID
49.6
74.7
231.7
403.9
Sample 50% ID
34.6
62.1
232.0
405.1
Sample 75% ID
33.6
77.0
232.0
406.4
Sample 100% ID
32.9
67.5
231.5
405.2 Table 6. Thermogravimetric analysis results for PAHT CF15 filament and printed samples. Samples
Softening
Temperature
Ts
Melting
Temperature
Tm
Burning
Temperature
Tb
Full
Degradation
Temperature
Td
Mass
Change
20–100 ◦C
Mass
Change
100–300 ◦C
Mass
Change
300–500 ◦C
[◦C]
[◦C]
[◦C]
[◦C]
[%]
[%]
[%]
Filament
PAHT CF15
. . . 233.5
376.2
409.2
+0.20
−1.01
−67.52 Table 6. Thermogravimetric analysis results for PAHT CF15 filament and printed samples. 15 of 20
ansition
that the Materials 2022, 15, 3706 Table 6. Cont. Samples
Softening
Temperature
Ts
Melting
Temperature
Tm
Burning
Temperature
Tb
Full
Degradation
Temperature
Td
Mass
Change
20–100 ◦C
Mass
Change
100–300 ◦C
Mass
Change
300–500 ◦C
[◦C]
[◦C]
[◦C]
[◦C]
[%]
[%]
[%]
Sample 25% ID
172.2
234.1
378.2
403.0
−0.12
−1.31
−65.95
Sample 50% ID
178.6
236.5
377.5
405.4
−0.45
−1.29
−65.99
Sample 75% ID
168.9
236.4
372.7
394.5
+0.02
−1.38
−65.12
Sample 100% ID
220.0
232.0
374.4
399.2
−1.59
−2.47
−64.82
p
g
y
g
ture on the glass transition temperature (Tg) of the material tested is an objective of futu
papers. In the temperature range of 100–300 °C, the mass loss is 1.01% because of wat
evaporation, melting (at 233.5 °C, endothermic peak, Tm), and also the beginning of th
matrix decomposition (after exceeding the melting temperature). The analysis of th
PAHT CF15 filament’s thermogram (Figure 13) shows that another significant mass lo
effect begins at over 350 °C, in the temperature range of 300–500 °C. 3.1.4. Thermal Behavior of Carbon Fiber PAHT Composite Above this temper
ture, the process of accentuated damage of the matrix begins with burning of the materi
(at 376.2 °C, exothermic peak, Tb) until the complete destruction (at 409.2 °C, endotherm
peak, Td), where the mass loss is 67.52% ( Figure 16; Figure 17, Table 6). It can be state
that the limit of thermal stability in given conditions is about 346 °C (more exactly, 345. °C). Figure 13. TGA curves for PAHT CF15 filament. Figure 13. TGA curves for PAHT CF15 filament. Materials 2022, 15, x FOR PEER REVIEW
17 of 22 Table 6. Cont. ng
ture
Melting
Temperature
Tm
Burning
Temperature
Tb
Full
Degradation
Temperature
Td
Mass
Change
20–100 ◦C
Mass
Change
100–300 ◦C
Mass
Change
300–500 ◦C
[◦C]
[◦C]
[◦C]
[%]
[%]
[%]
234.1
378.2
403.0
−0.12
−1.31
−65.95
236.5
377.5
405.4
−0.45
−1.29
−65.99
236.4
372.7
394.5
+0.02
−1.38
−65.12
232.0
374.4
399.2
−1.59
−2.47
−64.82
ture on the glass transition temperature (Tg) of the material tested is an objective of
papers. In the temperature range of 100–300 °C, the mass loss is 1.01% because of
evaporation, melting (at 233.5 °C, endothermic peak, Tm), and also the beginning
matrix decomposition (after exceeding the melting temperature). The analysis
PAHT CF15 filament’s thermogram (Figure 13) shows that another significant ma
effect begins at over 350 °C, in the temperature range of 300–500 °C. Above this tem
ture, the process of accentuated damage of the matrix begins with burning of the m
(at 376.2 °C, exothermic peak, Tb) until the complete destruction (at 409.2 °C, endoth
peak, Td), where the mass loss is 67.52% ( Figure 16; Figure 17, Table 6). It can be
that the limit of thermal stability in given conditions is about 346 °C (more exactly,
°C). Figure 13. TGA curves for PAHT CF15 filament. Figure 13. TGA curves for PAHT CF15 filament. EVIEW
17 of
Figure 14. TGA results for sample with 25% infill density. Figure 14. TGA results for sample with 25% infill density. Table 6. Cont. g
papers. In th EVIEW
17 of Figure 13. TGA curves for PAHT CF15 filamen
Figure 13. TGA curves for PAHT CF15 filament. Figure 14. TGA results for sample with 25% infill density. Figure 14. TGA results for sample with 25% infill density. Materials 2022, 15, 3706 16 of 20 Figure 14. TGA results for sample with 25% infill density. Figure 15. 3.1.4. Thermal Behavior of Carbon Fiber PAHT Composite It is known that polyamide
(PA) [32,44] tends to absorb water readily and, therefore, weight gain (Figure 13) is a
consequence of water absorption. The water content influences the glass transition in the
sense that as the water content increases, the glass transition will be at a lower temperature,
as also mentioned in the paper [44]. This means that the filament should be dried before
it can be used in 3D printing. Studying the influence of moisture on the glass transition
temperature (Tg) of the material tested is an objective of future papers. In the temperature
range of 100–300 ◦C, the mass loss is 1.01% because of water evaporation, melting (at
233.5 ◦C, endothermic peak, Tm), and also the beginning of the matrix decomposition (after
exceeding the melting temperature). The analysis of the PAHT CF15 filament’s thermogram
(Figure 13) shows that another significant mass loss effect begins at over 350 ◦C, in the
temperature range of 300–500 ◦C. Above this temperature, the process of accentuated
damage of the matrix begins with burning of the material (at 376.2 ◦C, exothermic peak,
Tb) until the complete destruction (at 409.2 ◦C, endothermic peak, Td), where the mass loss
is 67.52% (Figures 16 and 17, Table 6). It can be stated that the limit of thermal stability in
given conditions is about 346 ◦C (more exactly, 345.75 ◦C). g
(
y
)
Regarding the TG analyses related to the samples manufactured by FFF, it is found
that up to 100 ◦C, all specimens have low mass loss due to water evaporation, except for
the one with a 75% infill density, which registers an extremely small increase of 0.02%. The
0.02% increase in mass may be due to the absorption of water, which also leads to a decrease
in the glass transition temperature. For the 100% infill density sample, the lowest glass
transition temperature, of 32.9 ◦C, is found (Figure 12, Table 5). The specimens with an infill
density of 100% have the highest mass loss, of 1.59% (Figure 17), and those with the lowest
loss are those with an infill of 25% (0.12%). It can be concluded that at a 100% infill, which
involves a greater volume of polyamide (matrix) and a greater volume of carbon fiber, the
mass losses will be higher as well. 3.1.4. Thermal Behavior of Carbon Fiber PAHT Composite Thermogravimetric analysis curves for sample with 50% infill density. Figure 16. TGA results for sample with 75% infill density. Figure 15. Thermogravimetric analysis curves for sample with 50% infill density. Figure 15. Thermogravimetric analysis curves for sample with 50% infill density. Figure 16. TGA results for sample with 75% infill density. Figure 16. TGA results for sample with 75% infill density. EVIEW
18 of Figure 15. Thermogravimetric analysis curves for sample with 50% infill density. Figure 15. Thermogravimetric analysis curves for sample with 50% infill density. Figure 15. Thermogravimetric analysis curves for sample with 50% infill density. Figure 15. Thermogravimetric analysis curves for sample with 50% infill density. Figure 15. Thermogravimetric analysis curves for sample with 50% infill density. Figure 15. Thermogravimetric analysis curves for sample with 50% infill density. Figure 15. Thermogravimetric analysis curves for sample with 50% infill density. Figure 16. TGA results for sample with 75% infill density. Figure 15. Thermogravimetric analysis curves for sample with 50% infill density. Figure 15. Thermogravimetric analysis curves for sample with 50% infill density. Figure 16. TGA results for sample with 75% infill density. Figure 16. TGA results for sample with 75% infill density. VIEW
18
Figure 17. Thermogravimetric analysis results for sample with 100% infill density. Regarding the TG analyses related to the samples manufactured by FFF, it is fou
th t
t
100 °C
ll
i
h
l
l
d
t
t
ti
t
Figure 17. Thermogravimetric analysis results for sample with 100% infill density. Figure 15. Thermogravimetric analysis curves for sample with 50% infill density. Figure 15. Thermogravimetric analysis curves for sample with 50% infill density. Figure 15. Thermogravimetric analysis curves for sample with 50% infill density. VIEW
1 Figure 16. TGA results for sample with 75% infill density. Figure 16. TGA results for sample with 75% infill density. Figure 16. TGA results for sample with 75% infill density. Figure 17. Thermogravimetric analysis results for sample with 100% infill density. Figure 17. Thermogravimetric analysis results for sample with 100% infill density. 17 of 20 Materials 2022, 15, 3706 17 of 20 The results of thermogravimetry analyses (TGA) are shown in Figures 13–17 and
Table 6. Figure 13 displays the TGA curve of the PAHT CF 15 filament and the results
show a weight gain of 0.20% up to the temperature of 100 ◦C. 3.1.4. Thermal Behavior of Carbon Fiber PAHT Composite In the temperature range of 100–300 ◦C, there are mass
losses of over 1% for all four infill densities, and the samples with an infill of 100% have the
highest loss, 2.47% (Figure 17). However, the lowest mass loss is related to the 50% infill
density sample (1.29%) (Figure 15, Table 6). The thermograms in Figures 14–17 show that
in the temperature range of 300–500 ◦C, there are higher mass losses, more precisely above
the temperature of about 345 ◦C (344.75 ◦C). As in the case of the TG analysis of the PAHT
CF15 filament (Figure 13), exceeding the temperature of 345 ◦C determines the beginning
of the accentuated degradation of the material for all the four infill densities. The highest
burning temperature is recorded for the 25% infill density sample (378.2 ◦C) (Figure 14,
Table 6) and the lowest for the 75% infill density one (372.7 ◦C) (Figure 16). The complete
destruction of the matrix is at a maximum temperature of 405.4 ◦C recorded for the sample
with a 50% infill density (Figure 15), which also has the highest mass loss, of 65.99%, and
the lowest temperature of complete degradation is related to the specimen with a 75%
infill density (394.5 ◦C). Compared to the 25% and 50% infill density (ID) samples, the
75% and 100% infill density ones have the lower melting temperatures, burning, complete
degradation, and also lower mass losses (Table 6, Figures 14–17). One explanation could
be that in the samples with IDs of 75% and 100%, at the microstructure level, from the
areas the material was taken for analysis (DSC, TGA), the volume of the voids and/or the
volume of the carbon fiber distributed in the polymer matrix are higher than those at 25
and 50%, respectively, which would mean a smaller volume of polyamide, which, in turn,
requires a lower amount of energy (temperature) for both melting and decomposition and,
therefore, after degradation, a lower mass loss is obtained. 4. Conclusions This paper presents a study on the thermal and mechanical behavior of fabricated
samples of polyamide reinforced with 15% carbon fiber, PAHT CF15, commercially avail-
able, using the additive manufacturing process Fused Filament Fabrication (FFF). The Materials 2022, 15, 3706 18 of 20 18 of 20 samples were manufactured with 25%, 50%, 75%, and 100% infill densities (IDs) and sub-
jected to tensile and three-point flexural tests, DSC and TGA thermal analyses, as well as
microstructural analyses. •
The results of three-point flexural and tensile tests showed that the infill density
percentage has a major influence on mechanical properties. As the infill density
increases so does the tensile and flexural strength •
The results of three-point flexural and tensile tests showed that the infill density
percentage has a major influence on mechanical properties. As the infill density
increases, so does the tensile and flexural strength. •
It was found that for the samples with 25% and 50% infill densities, the differences
between the maximum tensile and flexural strengths are small, 7 MPa and 5.4 MPa,
respectively. It is well known that reducing infill densities results in lower printing
costs and times. Therefore, if the conditions of use of the components made of PAHT
CF15 allow, using a 25% infill density in the FFF process could be seen as an option. g
y
p
p
•
The microstructure analysis showed that after the printing process, the carbon fibers in
all the PAHT CF15 samples are preferentially aligned along the printing direction, and
it does not eliminate the voids present in the filament material. It was also found that
the content of voids between successive deposition beads is higher the lower the infill
density. The presence of a high volume of voids (defects) in the structure of the material
leads to a decrease in the mechanical properties of the components manufactured
by FFF. Therefore, it is necessary to reduce or eliminate voids by adopting in situ
post-processing techniques or changing the printing parameters. g
g
g
g
•
DSC analyses indicated that both the PACH CF15 filament and the printed samples
show glass transition, cold crystallization, and melting and degradation peaks. It was
found that the infill density percentage influences the glass transition temperature
(Tg); therefore, the increase in ID determines the decrease in the transition temperature
from the glassy to the rubbery phase (Figures 8–12, Table 5). 4. Conclusions 19 of 20 19 of 20 Materials 2022, 15, 3706 References 1. Zhang, X.; Fan, W.; Liu, T. Fused deposition modeling 3D printing of polyamide-based composites and its applications. Compos. Commun. 2020, 21, 100413. [CrossRef] ,
,
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2. Shanmugam, V.; Rajendran, D.J.J.; Babu, K.; Rajendran, S.; Veerasimman, A.; Marimuthu, U.; Singh, S.; Das, O.; Neisiany, R.E.;
Hedenqvist, M.S.; et al. The mechanical testing and performance analysis of polymer-fibre composites prepared through the
additive manufacturing. Polym. Test. 2021, 93, 106925. [CrossRef] g
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3. Fidan, I.; Imeri, A.; Gupta, A.; Hasanov, S.; Nasirov, A.; Elliott, A.; Alifui-Segbaya, F.; Nanami, N. The trends and challenges of
fiber reinforced additive manufacturing. Int. J. Adv. Manuf. Technol. 2019, 102, 1801–1818. [CrossRef] g
f
4. Wu, D.; Yao, Z.; Sun, X.; Liu, X.; Liu, L.; Zhang, R.; Wang, C. Mussel-tailored carbon fiber/carbon nanotubes interface for elevated
interfacial properties of carbon fiber/epoxy composites. Chem. Eng. J. 2022, 429, 132449. [CrossRef] p
p
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5. Jahangir, H.; Esfahani, M.R. Experimental analysis on tensile strengthening properties of steel and glass
matrix composites. Sci. Iran. 2021, 28, 1152–1166. p
6. Liao, G.; Li, Z.; Cheng, Y.; Xu, D.; Zhu, D.; Jiang, S.; Guo, J.; Chen, X.; Xu, G.; Zhu, Y. Properties of oriented carbon fibre/polyamide
12 composite parts fabricated by fused deposition modeling. Mater. Des. 2018, 139, 283–292. [CrossRef] p
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7. Van de Werken, N.; Tekinalp, H.; Khanbolouki, P.; Ozcan, S.; Williams, A.; Tehrani, M. Additively manufactured carbon
fiber-reinforced composites: State of the art and perspective. Addit. Manuf. 2020, 31, 100962. [CrossRef] p
p
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8. Liberati, A.C.; Che, H.; Aghasibeig, M.; Yu, K.R.; Vo, P.; Yue, S. On the importance of secondary component properties for cold
spray metallization of carbon fiber reinforced polymers. J. Therm. Spray Technol. 2022, 31, 159–175. [CrossRef] 9. Li, Y.; Gao, S.; Dong, R.; Ding, X.; Duan, X. Additive manufacturing of PLA and CF/PLA binding layer specimens via fused
deposition modeling. J. Mater. Eng. Perform. 2018, 27, 492–500. [CrossRef] 10. Tian, X.; Liu, T.; Yang, C.; Wang, Q.; Li, D. Interface and performance of 3D printed continuous carbon fiber reinforced PLA
composites. Compos. Part A Appl. Sci. Manuf. 2016, 88, 198–205. [CrossRef] 11. Tekinalp, H.L.; Kunc, V.; Velez-Garcia, G.M.; Duty, C.E.; Love, L.J.; Naskar, A.K.; Blue, C.A.; Ozcan, S
fibre-polymer composites via additive manufacturing. Compos. Sci. Technol. 2014, 105, 144–150. [CrossR p
y
p
g
12. References Ning, F.; Cong, W.; Hu, Y.; Wang, H. Additive manufacturing of carbon fibre reinforced plastic composites using fused deposition
modeling: Effects of process parameters on tensile properties. J. Compos. Mater. 2017, 51, 451–462. [CrossRef] g
p
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13. Ramesh, M.; Panneerselvam, K. Mechanical investigation and optimization of parameter selection for Nylon material processed
by FDM. Mater. Today Proc. 2021, 46, 9303–9307. [CrossRef] 14. Naranjo-Lozada, J.; Ahuett-Garza, H.; Orta-Castañón, P.; Verbeeten, W.M.H.; Sáiz-González, D. Tensile properties and failure
behavior of chopped and continuous carbon fiber composites produced by additive manufacturing. Addit. Manuf. 2019, 26,
227–241. [CrossRef] 15. Pop, M.A.; Zaharia, S.M.; Chicos, L.A.; Lancea, C.; Stamate, V.M.; Buican, G.R.; Pascariu, I.S. Effect of the infill patterns on the
mechanical properties of the carbon fiber 3D printed parts. In Proceedings of the 25th Edition of Innovative Manufacturing
Engineering & Energy International Conference—IMANEE, Iasi, Romania, 21–23 October 2021. g
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16. Gavali, V.C.; Kubade, P.R.; Kulkarni, H.B. Property enhancement of carbon fibre reinforced polymer composites prepared by
fused deposition modeling. Mater. Today Proc. 2020, 23, 221–229. [CrossRef] 16. Gavali, V.C.; Kubade, P.R.; Kulkarni, H.B. Property enhancement of carbon fibre reinforced polymer
fused deposition modeling. Mater. Today Proc. 2020, 23, 221–229. [CrossRef] p
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17. Dul, S.; Fambri, L.; Pegoretti, A. High-performance polyamide/carbon fiber composites for fused filament fabrication: Mechanical
and functional performances J Mater Eng Perform 2021 30 5066 5085 [CrossRef] 17. Dul, S.; Fambri, L.; Pegoretti, A. High-performance polyamide/carbon fiber composites for fused filament fabrication: Mechanical
and functional performances. J. Mater. Eng. Perform. 2021, 30, 5066–5085. [CrossRef] p
J
g
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18. Yang, D.; Zhang, H.; Wu, J.; McCarthy, E. Fibre flow and void formation in 3D printing of short-fibre reinforced thermoplastic
composites: An experimental benchmark exercise. Addit. Manuf. 2021, 37, 101686. [CrossRef] 18. Yang, D.; Zhang, H.; Wu, J.; McCarthy, E. Fibre flow and void formation in 3D printing of short-fi
composites: An experimental benchmark exercise. Addit. Manuf. 2021, 37, 101686. [CrossRef] 19. Porter, J.H.; Cain, T.M.; Fox, S.L.; Harvey, P.S. Influence of infill properties on flexural rigidity of 3D-printed structural members. Virtual Phys. Prototyp. 2019, 14, 148–159. [CrossRef] 20. Mishra, P.; Senthil, P.; Adarsh, S.; Anoop, M.S. An investigation to study the combined effect of different infill pattern and infill
density on the impact strength of 3D printed polylactic acid parts. Compos. Commun. 2020, 24, 100605. [CrossRef]
21. Tanveer, M.Q.; Haleem, A.; Suhaib, M. 4. Conclusions The highest value of Tg,
49.6 ◦C, was recorded for samples with an ID of 25%, while for those with an ID of
100%, Tg is 32.9 ◦C. g
•
The results of the TGA analysis of the PAHT CF5 filament showed that exceeding
the temperature of 345.75 ◦C (thermal stability limit) determines the beginning of the
accentuated degradation process of the material with significant mass loss (Table 6,
Figures 13–17). In the case of samples manufactured with the four infill densities,
the thermal stability limit is close to the filament, namely at 344.75 ◦C (in the case of
specimens with IDs of 75% and 100%). It was found that the increase in the percentage
of ID causes a decrease in the thermal degradation temperature (onset temperature). Samples with IDs of 75% and 100% recorded a temperature of 344.75 ◦C and those
with IDs of 25 and 50%, 348.5 ◦C and 349.6 ◦C, respectively (Figures 13–17). Author Contributions: Conceptualization, L.-A.C., M.A.P. and S.-M.Z.; investigation, L.-A.C., M.A.P. and S.-M.Z.; methodology, L.-A.C., M.A.P., S.-M.Z., C.L. and I.S.P.; project administration, S.-M.Z.;
software, C.L., V.-M.S. and G.R.B.; validation, G.R.B., I.S.P. and V.-M.S.; writing—original draft,
L.-A.C., M.A.P. and S.-M.Z.; writing—review and editing, L.-A.C., M.A.P. and S.-M.Z. All authors
have read and agreed to the published version of the manuscript. Author Contributions: Conceptualization, L.-A.C., M.A.P. and S.-M.Z.; investigation, L.-A.C., M.A.P. and S.-M.Z.; methodology, L.-A.C., M.A.P., S.-M.Z., C.L. and I.S.P.; project administration, S.-M.Z.;
software, C.L., V.-M.S. and G.R.B.; validation, G.R.B., I.S.P. and V.-M.S.; writing—original draft,
L.-A.C., M.A.P. and S.-M.Z.; writing—review and editing, L.-A.C., M.A.P. and S.-M.Z. All authors
have read and agreed to the published version of the manuscript. Funding: This work was supported by a grant of the Ministry of Research, Innovation and Digitiza-
tion, CNCS/CCCDI—UEFISCDI, project number PN-III-P2-2.1-PED-2019-0739, within PNCDI III. Institutional Review Board Statement: Not applicable. Institutional Review Board Statement: Not applicable. Institutional Review Board Statement: Not applicable. Informed Consent Statement: Not applicable. Informed Consent Statement: Not applicable. Data Availability Statement: Not applicable. Acknowledgments: We also acknowledge PRO-DD Structural Founds Project (POS-CCE, O.2.2.1.,
ID 123, SMIS 2637, ctr. no 11/2009) for providing the infrastructure used in this work. Acknowledgments: We also acknowledge PRO-DD Structural Founds Project (POS-CCE, O.2.2.1.,
ID 123, SMIS 2637, ctr. no 11/2009) for providing the infrastructure used in this work. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. References Effect of variable infill density on mechanical behaviour of 3-D printed PLA specimen: An
experimental investigation. SN Appl. Sci. 2019, 1, 1701. [CrossRef] 22. Aloyaydi, B.A.; Sivasankaran, S.; Ammar, H.R. Influence of infill density on microstructure and flexural behavior of 3D printed
PLA thermoplastic parts processed by fusion deposition modeling. AIMS Mater. Sci. 2019, 6, 1033–1048. [CrossRef] 22. Aloyaydi, B.A.; Sivasankaran, S.; Ammar, H.R. Influence of infill density on microstructure and flexural behavior of 3D printed
PLA thermoplastic parts processed by fusion deposition modeling. AIMS Mater. Sci. 2019, 6, 1033–1048. [CrossRef]
23. Terekhina, S.; Skornyakov, I.; Tarasova, T.; Egorov, S. Effects of the Infill Density on the Mechanical Properties of Nylon Specimens
Made by Filament Fused Fabrication. Technologies 2019, 7, 57. [CrossRef] PLA thermoplastic parts processed by fusion deposition modeling. AIMS Mater. Sci. 2019, 6, 1033 1048. [CrossRef]
23. Terekhina, S.; Skornyakov, I.; Tarasova, T.; Egorov, S. Effects of the Infill Density on the Mechanical Properties of Nylon Specimens
Made by Filament Fused Fabrication. Technologies 2019, 7, 57. [CrossRef] 24. Belei, C.; Joeressen, J.; Amancio-Filho, S.T. Fused-Filament Fabrication of Short Carbon Fiber-Reinforced Polyamide: Parameter
Optimization for Improved Performance under Uniaxial Tensile Loading. Polymers 2022, 14, 1292. [CrossRef] [PubMed] 25. Maszybrocka, J.; Dworak, M.; Nowakowska, G.; Osak, P.; Łosiewicz, B. The Influence of the Gradient Infill of PLA Samples
Produced with the FDM Technique on Their Mechanical Properties. Materials 2022, 15, 1304. [CrossRef] 25. Maszybrocka, J.; Dworak, M.; Nowakowska, G.; Osak, P.; Łosiewicz, B. The Influence of the Gradient Infill of PLA Samples
Produced with the FDM Technique on Their Mechanical Properties. Materials 2022, 15, 1304. [CrossRef]
26. Kaur, M.; Yun, T.G.; Han, S.M.; Thomas, E.L.; Kim, W.S. 3D printed stretching dominated micro-trusses. Mater. Des. 2017, 134,
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Produced with the FDM Technique on Their Mechanical Properties. Materials 2022, 15, 1304. [CrossRef]
26. Kaur, M.; Yun, T.G.; Han, S.M.; Thomas, E.L.; Kim, W.S. 3D printed stretching dominated micro-trusses. Mater. Des. 2017, 134,
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27. Toro, E.; Coello, J.; Martínez-Martínez, A.; Eguía, V. Analysis of the influence of the variables of the Fused Deposition Modeling
(FDM) process on the mechanical properties of a carbon fiber-reinforced polyamide. Procedia Manuf. 2019, 41, 731–738. [CrossRef] Materials 2022, 15, 3706 20 of 20 28. Billah, K.M.; Lorenzana, F.; Martinez, N.L.; Chacon, S.; Wicker, R.B.; Espalin, D. References Thermal analysis of thermoplastic materials
filled with chopped fiber for large area 3d printing. In Proceedings of the Solid Freeform Fabrication 2019: Proceedings of the
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29. Goh, G.D.; Agarwala, S.; Goh, G.L.; Dikshit, V.; Sing, S.L.; Yeong, W.Y. Additive manufacturing in unmanned aerial vehicles
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30. ASTM D638; Standard Test Method for Tensile Properties of Plastics. ASTM International: West Conshohocken, PA, USA, 2014. 31. ASTM D790; Standard Test Methods for Flexural Properties of Unreinforced and Reinforced Plastics and Electrical Insulating
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37. Alvarez, K.L.; Aizpun, M. Investigating the influence of infill percentage
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39. Wolszczak, P.; Lygas, K.; Paszko, M.; Wach, R.A. Heat distribution in material during fused deposition modelling. References Rapid Prototyp. J. 2018, 24, 615–622. [CrossRef] 38. Sommacal, S.; Matschinski, A.; Drechsler, K.; Compston, P. Characterisation of void and fiber distribution in 3D printed
carbon-fiber/PEEK using X-ray computed tomography. Compos. Part A Appl. Sci. Manuf. 2021, 149, 106487. [CrossRef] carbon-fiber/PEEK using X-ray computed tomography. Compos. Part A Appl. Sci. Manuf. 2021, 149, 106487. [CrossRef]
39. Wolszczak, P.; Lygas, K.; Paszko, M.; Wach, R.A. Heat distribution in material during fused deposition modelling. Rapid Prototyp. J. 2018, 24, 615–622. [CrossRef] 40. Tao, Y.; Kong, F.; Li, Z.; Zhang, J.; Zhao, X.; Yin, Q.; Xing, D.; Li, P. A review on voids of 3D printed
fabrication. J. Mater. Res. Technol. 2021, 15, 4860–4879. [CrossRef] 40. Tao, Y.; Kong, F.; Li, Z.; Zhang, J.; Zhao, X.; Yin, Q.; Xing, D.; Li, P. A review on voids of 3D printed parts by fused filament
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41. Peng, X.; Zhang, M.; Guo, Z.; Sang, L.; Hou, W. Investigation of processing parameters on tensile performance for FDM-printed 41. Peng, X.; Zhang, M.; Guo, Z.; Sang, L.; Hou, W. Investigation of processing parameters on tensile perfo
carbon fiber reinforced polyamide 6 composites. Compos. Commun. 2020, 22, 100478. [CrossRef] 42. Dillon, B.; Doran, P.; Fuenmayor, E.; Healy, A.V.; Gately, N.M.; Major, I.; Lyons, J.G. The influence of low shear microbore extrusion
on the properties of high molecular weight Poly (L-Lactic Acid) for medical tubing applications. Polymers 2019, 11, 710. [CrossRef] 42. Dillon, B.; Doran, P.; Fuenmayor, E.; Healy, A.V.; Gately, N.M.; Major, I.; Lyons, J.G. The influence of low shear microbore extrusion
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43. Griffini, G.; Invernizzi, M.; Levi, M.; Natale, G.; Postiglione, G.; Turri, S. 3D-printable CFR polymer composites with dual-cure
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R f] 43. Griffini, G.; Invernizzi, M.; Levi, M.; Natale, G.; Postiglione, G.; Turri, S. 3D-printable CFR polymer composites with dual-cure
sequential IPNs. Polymer 2016, 1, 174–179. [CrossRef] 44. Parodi, E. Structure Properties Relations for Polyamide 6. Ph.D. Thesis, Technische Universiteit Eindhoven, Eind-
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on 22 December 2021).
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English
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Vacancy patterning and patterning vacancies: controlled self-assembly of fullerenes on metal surfaces
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Nanoscale
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public-domain
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Probst
§* *e-mails: Michael.Probst@uibk.ac.at; francesc.illas@ub.edu Vacancy Patterning and Patterning Vacancies:
Controlled Self-Assembly of Fullerenes on
Metal Surfaces Alexander Kaiser
§$, Francesc Viñes$, Francesc Illas$*, Marcel Ritter
%, Frank Hagelberg#, Michael §Institut für Ionenphysik und Angewandte Physik, University of Innsbruck, Technikerstrasse 25,
A-6020 Innsbruck, Austria
$Departament de Química Física & Institut de Química Teòrica i Computacional
(IQTCUB), Universitat de Barcelona, c/Martí i Franquès 1, E-08028 Barcelona, Spain
%Institute for Basic Sciences in Engineering Science, University of Innsbruck, 6020,
Technikerstraße 13, Austria
#Department of Physics and Astronomy, East Tennessee State University, Johnson City, TN
37614, USA
*e-mails: Michael Probst@uibk ac at; francesc illas@ub edu Introduction Introduction The increasing research interest on Self-Assembled Monolayers (SAMs), patterned
arrangements typically consisting of organic molecules, is related to their promising applications
in biosensors,
1 optoelectronics,
2 and tribology. 3 Typically, such arrangements are studied on metal
surfaces, although recent research endeavors have been applied on SAM formation on graphene
layers, an appealing field for graphene bandgap engineering,
4 but also in order to get, for
instance, ordered magnetic organic layers. On the other hand defined vacancy patterns on
surfaces were created, on a nanometer scale, as early as in 2002 within the millipede project. 5 It
involved a two-dimensional (2D) array of Atomic Force Microscopy (AFM) tips which
resembled nm-scale millipedes which imprinted user-defined patterns of vacancies on a given
thin polymer surface. Comentario [1]: Add Ref. Nature Physics 2013,
9, 368 [This is now correct]. Surface vacancies are particularly attractive adsorption sites for subsequently deposited
molecules, given the low-coordination of vacancy neighboring surface atoms, and their
concomitant improved chemical activity. When the adsorption of a molecule turns out to be thus
strongly enhanced by the presence of a vacancy, as compared to the clean surface, individual
population of vacancies can become preferred to molecular clustering, i.e. SAM formation. Thus,
a vacancy-determined pattern of adsorbate molecules can be constructed. We call this process
Controlled Self-Assembly (CSA), and we shall investigate below its feasibility taking fullerene
C60 adsorption on gold, aluminum, and beryllium surfaces as cases and key examples. Another related process is a type of SAM formation which, on the contrary, induces the
creation of surface vacancies. Conceptually, the fullerenes, first adsorbed on the clean surface,
would induce vacancy formation beneath them and reside in their self-made ‘nests’. Vacancy
formation triggered by the adsorption of a molecule or a cluster on a surface is not rare, and has
been observed, for instance, on Pt clusters on CeO2 substrates. 6 As far as fullerenes are
considered, vacancy incitement in the course of C60 monolayer formation on various surfaces has
been investigated by many experimental and theoretical studies. 7 On one hand, these structures
remain stable at Room Temperature (RT),7d and C60 adsorption is found to induce dimple
formation on the Au(111) substrate, with well-separated individual C60 nucleation centers for
cluster formation upon continued deposition. Vacancies were found to compete with step edges
for adsorbates, underlying the importance of under-coordination in the increased adsorbent
capacity. Abstract A density functional theory study accounting for van der Waals interactions reveals the potential
of metal surface vacancies as anchor points for the construction of user-defined 2D patterns of
adsorbate molecules via a controlled self-assembly process. Vice versa, energetic criteria indicate
the formation of regular adsorbate-induced vacancies after adsorbate self-assembly on clean
surfaces. These processes are exemplified by adsorbing C60 fullerene on Al(111), Au(111), and
Be(0001) surfaces with and without single, triple, and septuple atom pits. An analysis of
vacancy-adatom formation energetics precedes the study of the adsorption processes. Keywords: Adsorption · Self-Assembly · Fullerene · Vacancy Formation · Nanopatterns · Metal
Surfaces Keywords: Adsorption · Self-Assembly · Fullerene · Vacancy Formation · Nanopatterns · Metal 1 1 Fransis! 12/4/2014 12:05
Comentario [1]: Add Ref. Nature Physics 2013,
9, 368 [This is now correct]. Introduction On the other hand Tzeng et al. observed that annealing to 750 K desorbs all C60
molecules of Au(111) while preserving the structure of C60.8 However, vacancy formation was
not discussed in their work. 8 Comentario [2]: We agreed on (i) put a single
number per reference and (ii) avoid overcitation, i.e.,
for giving a feed-back that there is much research,
one can cite a few cases only. 2 The adsorption of C60 on metal surfaces is indeed a topic that has driven much attention
over the last years, and the nature of the C60 substrate chemical bonding is still a matter of
debate. The topic has spanned over a variety of transition metals (Au,
7a-f, 9 Ag,
7f, 7l, 9e, 9f, 10 Ni,
10b, 11 Pd,
12 Pt,
7k,
10b, 13 and Cu
7f, 9h, 11, 14) and even few p-group metals (Al
7g-j, 14f and Si
15), combining experiments and
theoretical calculations. The latter mostly rely on Density Functional Theory (DFT), although
for such systems the inclusion of a proper description of van der Waals (vdW) dispersive forcers
may be determinant. Two recent studies of C60 adsorbed on smooth Au(111) and Ag(111)
surfaces with and without van-der-Waals (vdW) correction revealed a strong covalent, partly
ionic interaction of ~1-3 eV strength, where the metal C60 charge transfer plays a key role. 9b, 9e
However, pristine metal surfaces are found to reconstruct when exposed to fullerenes: Note that
a clean Au(111) surface tends to adopt a herringbone-structure,
16 which, as revealed by X-Ray
Diffraction (XRD) measurements and structural analysis, undergoes at 160 °C a surface
transformation accompanied by removal of the herringbone structure and introduction of surface
vacancies. Fullerenes were found to reside atop of a regular (2√3×2√3)R30° pattern of vacancies
with C-Au distances of 2.49 Å.7b These surface reconstructions, such as vacancy or crater
formation, were experimentally observed and confirmed by DFT theory for C60 adsorbed on
Pt(111),7k Ag(111),7l Al(111),7i, 7j and Au(110).7e Here we consider representatives and structurally similar surfaces of a noble metal,
Au(111), a p-group metal, Al(111), and an alkaline earth metal, Be(001). These metals were
selected for several different reasons; most of the related literature deals with C60 adsorption on
Au, which therefore is presented as a good reference system and test field. Introduction Secondly, Al is used
as electrode material in organic photovoltaics, where it is in contact with the functionalized
fullerene Phenyl-C61-Butyric acid Methyl ester (PCBM).17 Lastly, Be is a metal candidate for
walls of future fusion reactors,18 and studies of the interaction of carbonaceous materials with
beryllium are, to the best of our knowledge, very rare. Experiments with Be need special
precautions due to its high toxicity. Therefore it is interesting to now how elements adjacent to it
in the periodic table could serve as proxies for Be. Comparing the energetics of Be and Al in this
work also serves this purpose. At variance with most of the large amount of work already done in the field, we
considered well-separated C60 molecules in large unit cells to specifically assess the interaction
of C60 with the surface, contrary to previous studies dealing with close-packed C60 monolayers. 3 Furthermore, our approach explicitly includes vdW forces, which has only been accounted for in
one publication of C60 adsorption on Au(111) where, however, vacancy formation was not
considered.9b We also analyze vacancy adatom formation energetics by comparing adsorption
energies, charge transfer, and bond nature for C60 adsorption on clean surfaces, as well as in
single, triple, and septuple atom pits. Energetic criteria for vacancy formation inducement and
controlled self-assembly are discussed. Computational Details Table 1: Lattice constants (a, c in Å), cohesive energies (CE in eV), work functions (WF in
eV), and surface energies (SE in J/m
-2) compared with literature data. Table 1: Lattice constants (a, c in Å), cohesive energies (CE in eV), work functions (WF in
eV), and surface energies (SE in J/m
-2) compared with literature data. a/c
lit. CE
lit. WF
lit. SE
lit. Al
4.013
4.0422
3.73
3.23-4.2123
4.13
4.24-4.5424
1.1
0.94-1.2724b, 25
Au
4.082
4.07922
3.74
3.73-3.9726
5.06
4.83-6.0124b, 27
1.4
1.25-1.6124b, 28
Be
2.236/
3.54
2.28229/
3.57529
3.85
3.32-4.030
5.27
4.98-5.62
24b
2.1
2.1-2.724b Computational Details All DFT calculations and structural optimizations were carried out using the VASP
code.19 A basis set of Plane-Waves (PW) was used with a PW kinetic energy cutoff of 415 eV. Valence electrons were described using the Perdew-Burke-Ernzerhof (PBE) exchange-
correlation functional, whereas core electrons were described by using the Projector Augmented
Wave (PAW) method. The vdW forces are treated by the long-range correction as proposed by
Grimme.19a, 20 Default vdW parameter values were used for C, Al, and Be atoms, whereas for Au
atoms we used the values supplied by Amft et al.21 A sufficiently accurate k-point mesh was
chosen for all calculations, which happened to be the Γ point for large cells A (5×5) unit cell was chosen for the six atomic layer slab model representing the Al(111)
and Au(111) surfaces with two frozen and four flexible layers —i.e. (2+4) approximation— and
a vacuum thickness of 14 Å, similar to that used previously in related works.9e A larger (8×8)
unit cell had to be used for the Be(0001) surface, in order to achieve a large enough separation of
C60 from its periodic images. The distance between the carbon atoms of C60 and their periodic
images is in all simulations larger than 7 Å, giving results close to vacuum conditions. In the
direction perpendicular to the surface, the distance between the topmost carbon atoms and the
bottom metal layer of the periodic slab image is always larger than 6.5 Å. To construct input
geometries, C60 was manually located above the surface or the center of a vacancy with one of its
carbon hexagons pointing downwards at a substantially larger distance than that found in the
optimized geometry. During the optimization C60 is allowed to fully relax, as well as the top four
surface metal layers. We first validated our computational settings by optimizing metal lattice constants (a, in
case of Be also c) and calculating cohesive energies (CE), work functions (WF) and surface
energies (SE). As can be seen in Table 1 we found good agreement with literature (lit.) values. 4 Our resulting optimized lattice constants were adopted throughout this work. Last but not least,
molecules were visualized in the Vish visualization shell
31. An estimated number of 44 single core
wall clock years on Intel Xeon E5 and similar processors was spent in total for the optimizations. Vacancy Formation (3) (3) In other words, Ead is the energy required to remove ν atoms from the bulk and add them
collectively on top of the surface, whereas Evac is the energy gained by removing ν atoms from the
clean surface and adding them to the bulk reservoir. 33 The adatom binding energy Ebad and the
vacancy binding energy Ebvac are calculated using the atomic vacuum energy, Tat, as reference
energy instead of the bulk value; Ebad(ν) = T(0) + ν Tat
– T(ν ),
(4)
Ebvac(ν) = T(-ν) + ν Tat – T(0). (5) (4) (5) Thus the energy Ebad/Ebvac is that needed to remove one by one the ad/vacancy atoms from
the surface to the vacuum. The adiabatic removal of an atom from the surface can be seen as a
two-step process, where vacancy-adatom formation is followed by removal of the adatom. Note
that the overall five defined energies are not independent from each other: Eva = Ead + Evac ,
(6)
Eva + Ebad = Ebvac . (7) (6) (7) The energetic results for each surface and vacancy size are summarized in Table 2
together with the structural deformation def. The deformation def is measured as the distance of an
atom to its initially ideal crystal position in percent of the nearest neighbor distance and
corrected for periodic boundary conditions, and Table 2 shows the maximal values. From our findings, Eva is the most important value for the prediction of possible surface
reconstruction, since it is the minimum energy that has to be compensated by the interaction
between the adsorbate species (C60 in our case) and the surface to allow for vacancy formation. In
particular, the dissociation energy D for removing C60 from the surface vacancy - also called the
adsorption energy - needs to be even larger than the sum of Eva and D for the case of a clean
surface so as to make the reconstruction energetically favorable. From the Eva values of Table 2
we observe that, for a single atom vacancy, Be (2.09 eV) is more stable than Al (1.6 eV), which
is in turn more stable than Au (1.11 eV). The enhanced stability of Be could be explained by its
higher melting point (1551 K) compared to Al (933 K), and Au (1338 K). Vacancy Formation y
First we dealt with the formation of surface vacancies, since they, through surface
reconstruction, can enhance the binding strength of adsorbed C60 and even lower the total energy
of the C60/surface system. Often these vacancies are termed pits or craters. Deep pits with 3 or 7
atom vacancies have shown to increase adsorption energies of the C60/Au(111) system according
to DFT calculations without dispersion corrections. 7d Single-atom and regular multi-atom
vacancies have been optimized starting from pristine ideal surfaces, from which 1, 3, or 7 (ν)
atoms have been removed. Three-atom vacancies form a triangular pit, whereas seven-atom
vacancies form a hexagonal pit. These structures are similar to those depicted by Tang et al., yet
residing in a larger unit cell. 7d The vacancy-adatom formation energy is defined as
32 The vacancy-adatom formation energy is defined as
32 Eva(ν) = T(-v) + T(v) – 2 T(0),
(1) (1) where T(±ν) is the total energy of the clean surface, T(0), with ν additional or -ν removed atoms,
i.e. T(-3) is the total energy of a surface with a three-atom vacancy, whereas T(7) is the total
energy of a surface with seven adatoms. Eva is defined as the energetic cost of building a vacancy
from a clean surface, where the removed atoms attach, as a cluster, to the surface at an infinite
distance from the vacancy. Thus the vacancy-adatom formation energy Eva can be represented as
sum of the adatom formation energy, Ead, and the vacancy formation energy, Evac. Both are defined
with reference to the total energy of a bulk atom, Tbulk: where T(±ν) is the total energy of the clean surface, T(0), with ν additional or -ν removed atoms,
i.e. T(-3) is the total energy of a surface with a three-atom vacancy, whereas T(7) is the total
energy of a surface with seven adatoms. Eva is defined as the energetic cost of building a vacancy
from a clean surface, where the removed atoms attach, as a cluster, to the surface at an infinite
distance from the vacancy. Thus the vacancy-adatom formation energy Eva can be represented as
sum of the adatom formation energy, Ead, and the vacancy formation energy, Evac. Both are defined
with reference to the total energy of a bulk atom, Tbulk: 5 Ead(ν) = T(ν) – T(0) – ν Tbulk ,
(2)
Evac(ν) = T(-ν) + v Tbulk – T(0). Vacancy Formation As far as deformation is concerned, Al deforms rather
dramatically whereas Au and Be vary much less. Overall the deformation increases from the
fixed bottom layers to the top layer and towards the vacancies or adatoms. Comentario [4]: AK: the bulk lattice constant is
relaxed, but a bulk vacancy would lead also to
relaxation, which is not included in the cohesive
energy. The values are very similar however if this
relaxation is also taken into account. I think it is too
long and boring for the reader to write this here in
more detail? The computed vacancy and adatom formation energies appear to be in accord to previous
computed values in the literature. In particular, the Eva formation energy of 1.72 eV reported by
Stumpf and Scheffler for Al(111)
33 is composed of Evac = 0.67 eV and Ead = 1.05 eV. Less
agreement is found with DFT calculations within the Local Density Approximation (LDA) which
yielded an Evac energy of 0.36 eV for Al(111),
35 and 0.83 eV for Au(111). 7l The value for Al(111)
seems especially low since another study within the Generalized Gradient Approximation (GGA)
and LDA by Kiejna et al. 36 yielded values of 0.61 and 0.66 eV, respectively, again in perfect
agreement with our value of 0.69 eV. Previous studies reported Evac for Au to be in between 0.77
to 0.82 eV,
37 in accordance with Li et al.,
7l but slightly larger than our value of 0.58 eV. Other
theoretical and experimental values for Au showed values between 0.82 and 0.93 eV, thus again
slightly higher. 38 We examined whether this discrepancy of Evac for a single atom was due to our
vdW correction, yet the estimate without Grimme’s correction yielded a similarly low value of
0.55 eV. Comentario [5]: FV: Yes, maybe too long and
boring. Let us drop it, and only put it in case a
referee asks for it. Vacancy Formation 34 However, by this line
of reasoning, Au should be more stable than Al, which is not reflected by our results. In contrast,
they suggest that surface reconstruction should proceed more easily in gold than in aluminum or
beryllium. Eva is, as expected, not directly proportional to ν, as fewer bonds-to-neighbors have to 6 be broken for the removal of more and more atoms. An increase by a factor of 1.8-2.2 is
observed when going from one- to three-atom vacancies, and of 2.3-3.2 from one- to seven-atom
vacancies. Thus, after the first three atoms removed, removing any additional atom comes at a
significantly reduced energy expense (circa 147, 258, and 278 meV atom
-1 for Al, Au, and Be,
respectively). It should be noted that in the case of septuple vacancy pits the 5×5×(6+Lz) the unit-
cell might be too small and interactions between neighboring pits could influence our results,
since only two rows of atoms separate the craters. In these cases results should be taken as mere
indications rather than absolute values. Table 2: Energies of vacancy-, adatom-, and vacancy-adatom formation as well as of structural
deformation for single, triple, and septuple atom pits. ν Eva/ eV Ead/ eV Evac/ eV Ebad/ eV Ebvac/ eV def /%
Al
1 1.60
0.91
0.69
2.83
4.42
18.7
3 3.11
1.59
1.52
9.61
12.72
52.3
7 3.70
2.23
1.48
23.91
27.61
70.5
Au 1 1.11
0.53
0.58
3.20
4.31
3.0
3 2.49
1.30
1.20
9.91
12.40
9.6
7 3.52
1.76
1.76
24.39
27.91
7.5
Be
1 2.09
0.84
1.25
3.01
5.11
7.1
3 3.77
1.40
2.36
10.16
13.92
8.0
7 4.88
2.13
2.74
24.84
29.72
12.8 A deep inspection of the formation energy values encompassed in Table 2 unveils that the
two contributions to Eva (Ead and Evac) carry almost equal weights for Au. In the case of Al the
adatom formation energy dominates, whereas in case of Be it is the vacancy formation energy. 7 Regardless of the case, Ebad and Ebvac scale with ν. Single-atom vacancy binding energies Ebvac are
larger than cohesive energies for the three metals. This means that the removal of a single atom
from the surface takes more energy than removing an atom from the perfect bulk. Thus,
indirectly, Ebvac carries information about the stability of a material against sputtering, in a better
fashion than the cohesive energy. C60 Adsorption In view of the high electron affinity of C60, a metal C60 charge transfer is expected, which
leads to ionic binding in addition to possible covalent bonds. The abovementioned dissociation
energy D is defined as: D = TC60 + T(-ν) – T(-ν,C60),
(8) (8) where TC60 is the total energy of C60 in vacuum (cell size dimensions of 20 Å) and T(-ν,C60) the total
energy of the surface with ν vacancies and C60 adsorbed upon. Results for D are collected in in
Table 3. For all considered materials and surface structures we obtain a high value of D around
or larger than 2 eV. The winner is gold with a particularly high adsorption energy whereas Al
and Be share the second rank. In a previous study Tang et al. obtained, by DFT but without
applying any dispersion correction, adsorption energies of 2.07, 2.33, and 2.56 eV for single,
triple, and septuple atom vacancies, respectively, as compared to a value of 1.2 eV for a dense
monolayer of C60 at clean Au(111). 7d Note that in this work a denser fullerene monolayer was
used, and, consequently, the reduced adsorption energies may well be the result of steric 8 repulsions in between fullerenes. Other DFT works report adsorption strengths of the order of
1.9-2.2 eV for fullerene adsorbed on clean gold,
8-9 and classical force field models depicted
binding strengths of 1.26 and 3.12 eV for C60 on surface reconstructed grooves and dimples,
respectively. 9g In any case vdW dispersion seems to play a major role in the attachment of fullerenes to
metal surfaces, as had also been found for similar systems such as graphene. 39 For example, C60
was found to adsorb on Au(111) with a hexagon parallel to the surface over an hcp three-fold
hollow site,
9e with a primarily covalent bond of 1.27 eV strength, and a charge transfer of 0.2 e,
according to DFT calculations without vdW description. A subsequent DFT study including
vdW
9b showed that adsorption is dominated by dispersive forces, yet bonding remained covalent
in nature. The optimized structure, close to the presently obtained one, implies a binding to the
fcc three-fold hollow site with binding strengths in the range of 1.71-2.97 eV depending on the
method for dispersion correction. As a general trend vacancies strongly enhance the adsorption energy. C60 Adsorption It first increases
with the vacancy number ν, but it may well happen that at some point the extension of the pit
exceeds that of C60. Consequently, D decreases again from ν = 3 to ν = 7 for Al and Be. Note that
the vdW interactions play a major role to enhance D; optimization without the Grimme
correction resulted in rather small adsorption energies of 0.16 eV for clean Al and 0.07 eV for
clean Be with C60 locating far away from the surface. A previous DFT study of C60/Au(111)
without accounting for dispersion obtained a similarly low binding energy of 0.18 eV. 9d However,
the C60 desorption temperature of both Au(111) and Al(111) lies around 700 K, suggesting a
strong covalent bonding with the surface. 7i,8 Table 3: Dissociation energies D (equivalent to the adsorption energy of C60 at the substrate),
Bader charge transfer qCT, and number of covalent bonds nCB. Al(111)
Au(111)
Be(001)
ν
0
1
3
7
0
1
3
7
0
1
3
7
D /eV
1.99
3.97 4.28 3.44
3.39
4.21
4.94
5.20
2.45 3.69 4.21 3.58
qCT /e
-2.3
-4.2
-4.1
-5.2
-0.08
-0.2
-0.18
-0.11
-4.8
-4.3
-5.2
-6.1
nCB
6
6
4
6
0
0
0
0
6
6
9
9
A Bader electron density analysis reveals large charge transfer from Al and Be to C60. 40 It
increases dramatically with ν up to 6 electrons for ν = 7, that are transferred from Be to C60, Table 3: Dissociation energies D (equivalent to the adsorption energy of C60 at the substrate),
Bader charge transfer qCT, and number of covalent bonds nCB. Al(111)
Au(111)
Be(001)
ν
0
1
3
7
0
1
3
7
0
1
3
7
D /eV
1.99
3.97 4.28 3.44
3.39
4.21
4.94
5.20
2.45 3.69 4.21 3.58
qCT /e
-2.3
-4.2
-4.1
-5.2
-0.08
-0.2
-0.18
-0.11
-4.8
-4.3
-5.2
-6.1
nCB
6
6
4
6
0
0
0
0
6
6
9
9
A Bader electron density analysis reveals large charge transfer from Al and Be to C60
40 It Table 3: Dissociation energies D (equivalent to the adsorption energy of C60 at the substrate),
Bader charge transfer qCT, and number of covalent bonds nCB. A Bader electron density analysis reveals large charge transfer from Al and Be to C60. C60 Adsorption 40 It
increases dramatically with ν up to 6 electrons for ν = 7, that are transferred from Be to C60, A Bader electron density analysis reveals large charge transfer from Al and Be to C60. 40 It
increases dramatically with ν up to 6 electrons for ν = 7, that are transferred from Be to C60, A Bader electron density analysis reveals large charge transfer from Al and Be to C60. 40 It
increases dramatically with ν up to 6 electrons for ν = 7, that are transferred from Be to C60, 9 although the electron affinity of isolated C60 is only positive up to C60
2-. 41 A completely different
behavior is found for Au which retains the electrons, so the charge transfer is limited to 0.1-0.2 e. Previous ultraviolet photoelectron spectroscopy experiments estimated a charge transfer from
gold to C60 of 1±0.2 e. This exceeds the value predicted by our as well as other DFT calculations
by a large margin and remains unexplained so far. 7f,9e The true locations of charge accumulation and depletion are resolved in Charge Density
Difference (CDD) maps, see Figure 1. Again the bonding mechanism at the Au surface is
completely different than the bonding at Al and Be. For Au depletion regions that resemble well-
localized p-orbitals (blue lobes) are found, extending far inside the Au surface. The charge is
transferred to the red-green clouds that might be interpreted as covalent bonds, as also found by
Hamada et al. and Hinterstein et al. by DFT-based CDD plots showing the directional character
of C-Au bonds. 7e,9b Interestingly, the CDD plots do not show all these features without taking vdW
into account. 9e We also looked at the Electron Localization Functions (ELF) and found no
apparent covalent bonds for C60 on Au in contrast to C60 on either Al or Be, where clear signatures
of covalent bonding appear at the places of charge accumulation between C60 and the respective
surface. In the case of Be, two C atoms are seen to share bonds to one surface atom. For Al, in
contrast, every C atom is clearly bonded to one specific surface atom. This results in different
optimized geometries because the bottom hexagon of C60 resides on top of an Al atom but in the
center of three Be atoms. C60 Adsorption The number of covalent bonds nCB observed from ELF is given in Table
3 as well. The deeper the vacancies get, the deeper the fullerene dives into the surface, and
different atoms become available for covalent bonding. The ELF covalent regions of the clean
surface are much smaller than the ones in the presence of vacancies, mirroring the corresponding
difference in D. 10 10 Figure 1:
CDD volume rendering of regions with charge accumulation (green red =
low high) and depletion (blue light blue = low high) due to adsorption of C60 for
clean surfaces. For the sake of clarity very small charge differences are omitted. Comentario [6]: Perspektive zu stark, Be kleiner
als Al, kleiner als Au. FV: If possible, lighter
background. Make a single image with first row
being the three top-views, and second row being the
ones here showing CDD. Figure 1:
CDD volume rendering of regions with charge accumulation (green red =
low high) and depletion (blue light blue = low high) due to adsorption of C60 for
clean surfaces. For the sake of clarity very small charge differences are omitted. The total Density Of States (DOS) for the C60 adsorbed on Al system is projected on the
Al atoms in Figure 2a and compared with the DOS of a pristine Al surface. Note that the
amplitudes for Al+C60 without and with the seven-atom vacancy were resized to meet the
amplitudes of the pristine Al DOS at low energy. Small changes appear both below and above
the Fermi level (EF) upon absorption of C60, where the discrete states of C60 are superposed with
the quasi-continuum of the surface. The DOS is smeared out due to the seven-atom vacancy and
further by the presence of C60. The same comparison for Au yields a similar picture with a much
lower degree of smearing, while for Be the DOS is relatively unaffected by adsorption of C60 and
vacancy formation. These observations are in accordance with the fact that Al mostly deforms in
response to vacancy formation and C60 adsorption. Figure 2: DOS of Aluminum in C60+Al(ν) compared to the clean Al surface (a) and DOS of
carbon in C60+Al(ν) compared to C60 in vacuum (b). Figure 2: DOS of Aluminum in C60+Al(ν) compared to the clean Al surface (a) and DOS of
carbon in C60+Al(ν) compared to C60 in vacuum (b). C60 Adsorption 11 The scaled DOS projected on carbon atoms is shown in Figure 2b; compared to C60 in
vacuum the C60 states when adsorbed on Al are shifted to lower energies by ~1 eV. Furthermore,
in the vicinity of EF the sharp peaks of the molecule are tremendously smeared out, yielding a
metallic behavior, and, even so, a small part of the LUMO is shifted below EF, in accordance
with previous DFT calculations. 9e This effect is stronger when C60 is adsorbed to a vacancy than
on the clean surface. Largely similar observations are made for the cases of Au and Be. The
findings are consistent with previous Scanning Tunneling Spectroscopy (STS) experiments on
Au(110), which revealed that a significant fraction of C60 LUMO broadens and shifts downwards
towards the Fermi level. 7a Discussion We first discuss fullerene adsorption induced vacancy formation. Upon adsorption, D is
released, and this can give rise to vacancy formation, since D(ν) > Eva(ν) for all structures
considered here except for septuple-atom vacancies for Al and Be. However, other adsorption
energy dissipation channels exist. A better suited criterion to determine whether a vacancy
formation is thermodynamically allowed is that the D energy on a vacancy must surpass that on
the clean surface plus the vacancy-adatom formation energy: D(ν) > D(0) + Eva(ν). This ensures
the adsorption-on-a-vacancy state to be the ground state, being of higher stability than the
adsorption on the pristine surface. The latter more strict criterion is only fulfilled for Al(111)
single-atom vacancies, where a total energy gain of 0.38 eV is recorded. However, the missing
energy for the other structures is not very high (0.29 eV for Au and 0.85 eV for Be in the case of
the single-atom vacancy) and therefore could easily be supplied, for instance, by addition of the
adatom nearby C60, or by forming surface dimers, or even larger clusters. In addition, adsorbate
location at step edges could gain extra energy,
7g, 33 given the enhanced adsorption-ability of surface
under-coordinated metal atoms located at edges between terraces. 42 Besides, the small energy cost
could be thermally supplied. Overall, adsorption of C60 reduces the cost of vacancy formation
compared to pristine surfaces. This clearly points for the formation of surface metal vacancies
that follow the pattern of C60 adsorbates. The concept is backed up by STM experiments which
showed bright and dim C60 on Au(111), where dim molecules were identified to reside on top of
multiatom vacancies. 7c This is an example of how the adsorption of a C60 monolayer yielded a
periodic ordering of adsorption-induced vacancies on the surface. The conditions for C60 CSA are more difficult to assess. One can propose a
Gedankenexperiment involving a metal surface with already well-separated vacancies and a
temperature large enough to allow for C60 diffusion over vacancy-free surface areas. Thus, the
first deposited C60 can move freely on the clean surface until it finds a vacancy. A recent study 12 estimated an activation energy of 13 meV for single fullerene diffusion on Au(111);
9a such a
small activation energy would allow C60 to easily find vacancies, supporting the CSA feasibility. Discussion Since the binding energy on the vacancy is by 1-2 eV larger than on the clean surface, the C60 will
remain anchored there unless the temperature is too high. A second C60 has two possible fates. Either it moves nearby to the first C60 and initializes cluster nucleation, releasing a few hundreds
of meV,
43 or it finds an unoccupied vacancy, releasing a much higher margin of energy. From an
energetic point of view there would be a temperature window, where nucleation is suppressed
because the binding to other C60 is not strong enough, while simultaneously C60 forms stable bonds
to vacancies. The above-introduced competing process of induced vacancy formation could,
however, complicate this picture. We conclude that with accurate temperature control, the self-
assembly on pre-structured template surfaces —containing surface vacancies— could be
controlled, leading to user-defined patterns of adsorbate molecules, given that adsorption-
induced vacancy formation is energetically unfavorable, such as on Au(111) and Be(001). Previous STM experiments of C60/Au(111) at RT assisted by DFT calculations also
revealed vacancies as preferred bonding sites. 7d At 46 K C60 molecules seem to attach to the elbow
sites of the Au(111) herringbone reconstruction. When annealing to RT these sites are vacated,
and nucleation at step edges occurs without vacancy formation. When starting directly at RT,
Tang et al. found individual molecules at elbow sites and further cluster nucleation in between
them upon further deposition, whereas at low temperature clusters only nucleated around single
molecules adsorbed at elbow sites. This controversy led the authors to argue that vacancies form
below C60 to stabilize its adsorption at RT. The hypothesis was supported by a C60 height of 6.2 Å
at 46 K while at RT C60 lies 2.2 Å deeper. This ‘sinking’ is in agreement with the adsorption over
seven-atom pits, and demonstrates that C60 can be safely stored over vacancies at RT, supporting
the idea of the CSA process that will be necessary for envisaged nanodevices. XRD studies also
showed surface reconstruction with pit formation to accommodate C60 on Au(110),
7e and on
herringbone Au(111). 7b The latter displayed C-Au distances of 2.49 Å with a C60 hexagon facing
the single-atom vacancy, close to our value of 2.33 Å, indicating a mixed covalent/ionic bonding. As far as aluminum is concerned, the Al(111) surface also reconstructs under a
compressed C60 overlayer. 7g-j Stengel et al. Discussion proposed that two Al adatoms from single-atom
vacancies under two out of three adsorbed C60 form a dimer that stays in the interstitial region
between C60 molecules, further stabilizing the system. 7g The structure naturally explains why one
out of three C60 protrudes from the surface. The authors gave adsorption energies ranging 0.98-
1.38 eV, yet not accounting for vdW forces, and estimated a total energy gain due to the
reconstruction of 0.8/3 = 0.27 eV per C60 molecule. In another related study
7l LDA DFT
calculations yielded adsorption energies on pristine surfaces of 1.37, 1.25, and 1.52 eV for Al, 13 Au, and Ag, respectively. On vacancies the adsorption energies increased to 2.34, 2.69, and 2.61
eV, respectively. The authors also contemplated structures where vacancy atoms occupy the free
space in between C60. Using the unreconstructed surface as energy reference, the adsorption
energies are 1.40, 1.35, and 1.59 eV. Here the energy needed to create a vacancy is accounted
for, and still these adsorption energies are by 0.10, 0.03, and 0.07 eV larger than the adsorption
energies found on clean surfaces. This study suggests C60-induced vacancy formation on all
considered surfaces, and is fully compatible with our results for aluminum. Au, and Ag, respectively. On vacancies the adsorption energies increased to 2.34, 2.69, and 2.61
eV, respectively. The authors also contemplated structures where vacancy atoms occupy the free
space in between C60. Using the unreconstructed surface as energy reference, the adsorption
energies are 1.40, 1.35, and 1.59 eV. Here the energy needed to create a vacancy is accounted
for, and still these adsorption energies are by 0.10, 0.03, and 0.07 eV larger than the adsorption
energies found on clean surfaces. This study suggests C60-induced vacancy formation on all
considered surfaces, and is fully compatible with our results for aluminum. No literature values were found for beryllium which turned out to be most resistant with
respect to vacancy formation among the three metals investigated in this work. The stability of
Be surface could be useful for the CSA process. Conclusion We studied the energetic criteria for vacancy formation and fullerene adsorption on gold,
aluminum and beryllium. To this end we employed density functional theory calculations taking
van der Waals interactions into account. We found that the cost for vacancy formation increases
in the order Au < Al < Be. A strong adsorption of C60 is found for all metals, surpassing
dissociation energies of 2 eV. Adsorption on surface vacancies is enhanced compared to pristine
surfaces, so that C60 molecules might occupy user-defined patterns of vacancies (vacancy
patterning). On the other hand, the adsorption energy on an Al vacancy is higher than for
adsorption on the pristine surface plus the vacancy costs;, only a slight endothermicity is found
for Au and Be. This suggests the possibility of patterning vacancies when adsorbing C60 on these
surfaces. The computational results are backed up with available experimental evidence, and
future applications are envisaged for such a patterning in nanodevices. The fact that Be is more
resilient to surface vacancy formations than Al should be kept in mind when comparing the
sputtering properties of these metals. References 1. Schierbaum, K. D.; Weiss, T.; van Veizen, E. U. T.; Engbersen, J. F. J.; Reinhoudt, D. N.; Göpel, W., Molecular Recognition by Self-Assembled Monolayers of Cavitand
Receptors. Science 1994, 265 (5177), 1413-1415. p
,
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individually adsorbed C60 molecules on Au(111). Phys. Rev. Acknowledgements Part of this work was supported by the Austrian Ministry of Science BMWF as part of the
UniInfrastrukturprogramm of the Research Platform Scientific Computing at the University of
Innsbruck and funded by the Austrian Science Fund (FWF) DK+ project Computational
Interdisciplinary Modeling, W1227-N16. This work was also supported by the Spanish MICINN
grant CTQ2012-30751, and, in part, by the Generalitat de Catalunya (grants 2009SGR1041 and
XRQTC). F.V. thanks the MINECO for the postdoctoral Juan de la Cierva and Ramón y Cajal 14 grants (JCI-2010-06372, RYC-2012-10129), F.I. acknowledges additional funding through the
2009 ICREA Academia award for excellence in university research. F.H. acknowledges support
from the Tennessee NSF-EPSCoR Grant TN-SCORE (NSF EPS 1004083). Support by the
European Commission under the Contract of Association between EURATOM and the Austrian
Academy of Sciences within the framework of the European Fusion Development Agreement is
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Cost of power interruptions to electricity consumers in the United States (US)
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Lawrence Berkeley National Laboratory
Lawrence Berkeley National Laboratory
Title
Cost of Power Interruptions to Electricity Consumers in the United States (U.S.)
Permalink
https://escholarship.org/uc/item/1d43k4p9
Authors
Hamachi LaCommare, Kristina
Eto, Joseph H.
Publication Date
2006-02-16
Peer reviewed Lawrence Berkeley National Laboratory
Lawrence Berkeley National Laboratory
Title
Cost of Power Interruptions to Electricity Consumers in the United States (U.S.)
Permalink
https://escholarship.org/uc/item/1d43k4p9
Authors
Hamachi LaCommare, Kristina
Eto, Joseph H. Publication Date
2006-02-16
Peer reviewed Lawrence Berkeley National Lab
Lawrence Berkeley National Laborato
Title
Cost of Power Interruptions to Electricity Consumers
Permalink
https://escholarship.org/uc/item/1d43k4p9
Authors
Hamachi LaCommare, Kristina
Eto, Joseph H. Publication Date
2006-02-16
Peer reviewed Lawrence Berkeley National Laboratory
Lawrence Berkeley National Laboratory
Title
Cost of Power Interruptions to Electricity Consumers in the United States (U.S.)
Permalink
https://escholarship.org/uc/item/1d43k4p9
Authors
Hamachi LaCommare, Kristina
Eto, Joseph H. Publication Date
2006-02-16
Peer reviewed Powered by the California Digital Library
University of California eScholarship.org LBNL-58
Cost of Power Interruptions to Electricity
Consumers in the United States (U.S.)
Kristina Hamachi LaCommare and Joseph H. Eto
Environmental Energy
Technologies Division
February 2006
http://eetd.lbl.gov/ea/EMS/EMS_pubs.html
To be published in a forthcoming issue of Energy: The International Journal.
This work described in this paper was funded by the Assistant Secretary of Energy
Efficiency and Renewable Energy, Distributed Energy Program of the U.S. Departme
of Energy under Contract No. DE-AC02-05CH11231.
ERNEST ORLANDO LAWRENCE
BERKELEY NATIONAL LABORATORY LBNL-58164 ERNEST ORLANDO LAWRENCE
BERKELEY NATIONAL LABORATORY Environmental Energy
Technologies Division February 2006 February 2006 To be published in a forthcoming issue of Energy: The International Journal. This work described in this paper was funded by the Assistant Secretary of Energy
Efficiency and Renewable Energy, Distributed Energy Program of the U.S. Department
of Energy under Contract No. DE-AC02-05CH11231. Ernest Orlando Lawrence Berkeley National Laboratory is an equal
opportunity employer. Kristina Hamachi LaCommare* and Joseph H. Eto Kristina Hamachi LaCommare* and Joseph H. Eto Ernest Orlando Lawrence Berkeley National Laboratory
One Cyclotron Road, MS 90R4000
Berkeley CA 94720-8136 Received: 7 April 2005 * Corresponding author, Fax: (510) 486-7976, email address: KSHamachi@lbl.gov Disclaimer This document was prepared as an account of work sponsored by the United
States Government. While this document is believed to contain correct
information, neither the United States Government nor any agency thereof, nor
The Regents of the University of California, nor any of their employees, makes
any warranty, express or implied, or assumes any legal responsibility for the
accuracy, completeness, or usefulness of any information, apparatus, product,
or process disclosed, or represents that its use would not infringe privately
owned rights. Reference herein to any specific commercial product, process, or
service by its trade name, trademark, manufacturer, or otherwise, does not
necessarily constitute or imply its endorsement, recommendation, or favoring
by the United States Government or any agency thereof, or The Regents of the
University of California. The views and opinions of authors expressed herein
do not necessarily state or reflect those of the United States Government or any
agency thereof, or The Regents of the University of California. 1 Abstract The massive electric power blackout in the northeastern U.S. and Canada on August 14-15, 2003
catalyzed discussions about modernizing the U.S. electricity grid. Industry sources suggested that
investments of $50 to $100 billion would be needed. This work seeks to better understand an
important piece of information that has been missing from these discussions: what do power
interruptions and fluctuations in power quality (power-quality events) cost electricity consumers? We developed a bottom-up approach for assessing the cost to U.S. electricity consumers of
power interruptions and power-quality events (referred to collectively as “reliability events”). The approach can be used to help assess the potential benefits of investments in improving the
reliability of the grid. We developed a new estimate based on publicly available information, and
assessed how uncertainties in these data affect this estimate using sensitivity analysis. 2 1. Introduction The highly publicized power outage in the Northeastern U.S. and Canada on August 14-15, 2003
produced criticism that the U.S. power system was “antiquated”, comparable to that of a “Third-
World nation”, and in need of modernization [1, 2]. Qualitative critiques of the power system
have been published [3, 4], but these assessments have largely neglected to quantify an important
piece of information: how much do power interruptions and fluctuations in power quality
(power-quality events) actually cost electricity consumers? Accurately estimating this cost will
help assess the potential benefits of investments in improving the reliability of the grid. This
work develops a bottom-up approach for estimating this cost in order to better understand the
significance of uncertainties inherited in these estimates. There have been several efforts to assess the cost of power interruptions and power quality. In
1992, Keane and Woo [5] applied customer outage costs to derive an optimal reserve margin for
generation that minimizes the sum of customer outage and generation capacity costs. The
resulting optimal reserve margin is compared with and determined to be less than the one
implied from the commonly used “1-day-in-10-years loss-of-load” criterion. Because very few
data were available on outage costs, rules of thumb were widely used to derive the estimates in
the study. Shortly after, the Electric Power Research Institute (EPRI) reported the first ever power-quality-
cost estimate of $26 billion per year for the U.S.1 [6]. However, power quality is only a subset of
reliability events that affect customers and does not include losses of power for periods longer 3 than a few seconds. In addition, the estimate does not address the residential and commercial
sectors. Finally, the estimate is based on the assumption derived anecdotally from professional
judgment that 1.5 to three cents of spending per dollar sales went to power-quality equipment. Later, EPRI extrapolated from this figure and began reporting power-interruption costs of $50
billion per year [7]. During the same period, a U.S. Department of Energy (DOE) study published cost-of-reliability
estimates ranging from $150 to $400 billion per year, based on an extrapolation from a value-of-
service study of the Duke Power service territory to the entire U.S. [8]. Sources of potential error
and bias in this estimate include the extrapolation from a single utility service territory to the
entire U.S. and the focus only on costs to the industrial sector [9]. In 2001, Eto et al. 1 Billion refers to 109 U.S. dollars. 1 Billion refers to 109 U.S. dollars. 1. Introduction [10] performed a scoping study of electricity reliability trends in the U.S.,
which began by updating a comprehensive list of literature on electricity reliability costs. The
report also described three distinct end-use approaches for tracking trends in reliability needs and
presented an insurance industry perspective on electricity reliability as an example of a financial
tool for addressing customers’ reliability needs. Finally and most recently, EPRI estimated the national cost of power interruptions including
power-quality events at $119 billion per year [11]. The estimate is based on a limited national
survey of selected customer groups asking these customers to estimate costs for several distinct
power-outage scenarios. Key assumptions of this study, which are reviewed in LaCommare and 4 Eto [12], are that the costs experienced by the non-surveyed customer groups (excluding
residential customers) were 25 to 50 percent of the costs experienced by the surveyed population. Costs to residential customers were not estimated. The outage cost scenarios all asked customers
to estimate costs they would experience on summer weekday afternoons, which is the time when
customers typically reported the highest costs from outages. These studies have helped improve our understanding of the sources of uncertainty associated
with estimating customer outage costs, which is essential for valuing the overall cost of power
interruptions to U.S. electricity customers. However, little has been done to analyze
systematically the significance of these uncertainties. A number of recent analyses, which seek to improve energy demand forecasts, are suggestive of
an approach that may facilitate and improve our ability to understand the cost of power
interruptions and power-quality events using a bottom-up approach. In particular, research using
end-use approaches has improved our understanding of how energy is used. For example, Turiel
et al. [13] estimates the energy intensity of major end uses in the commercial sector using an
end-use approach, work that is important to understanding how each end use contributes to the
overall demand for electricity in the commercial sector. Bottom-up analyses such as these, allow
for more accurate estimates of energy consumption patterns and help improve the modeling
accuracy of energy forecasting models. Chateau and Lapillonne [14] stress the importance of
end-use models and approaches as an important tool for forecasting energy demand in long term
energy planning. 1. Introduction Our work builds upon the analytical rigor and strengths inherent in these 5 5 bottom-up approaches for energy analysis by adapting it to improve our understanding of the
cost of outages. In the work described in this article, we developed a bottom-up approach for estimating the cost
of power interruptions to U.S. electricity consumers. We illustrated the use of the approach by
drawing on existing data from a variety of sources to develop a new (“base case”) estimate of the
total economic cost to U.S. electricity consumers (not including power quality events.) We
examined uncertainties and gaps in the information used to develop our estimate as one
application of our end-use approach in order to define the degree of variability that might be
expected in future estimates. Based on the identified uncertainties, we prioritized future data-
collection activities whose results can be used to refine estimates of outage costs. 2. A Bottom-Up Approach for Estimating the Economic Cost of Power Interruptions and
Power-Quality Events A key aspect of our work is the development of a bottom-up approach for estimating the
economic costs of power interruptions and power-quality events to U.S. electricity consumers. The framework relies on a simple mathematical expression that determines the economic cost of
power interruptions and power-quality events as follows: Cost of Power Interruptions and Power Quality =
k
j
i
m
i
n
j
k
j
i
k
j
i
j
i
p
k
V
C
F
N
,
,
1
1
,
,
,
,
,
1
×
×
×
∑∑∑
=
=
=
(1) Cost of Power Interruptions and Power Quality =
k
j
i
m
i
n
j
k
j
i
k
j
i
j
i
p
k
V
C
F
N
,
,
1
1
,
,
,
,
,
1
×
×
×
∑∑∑
=
=
=
(1) (1) i
j
k
1
1
1
=
=
=
where, where, N = number of electricity customers in customer class i for region j 6 F = the frequency of reliability events of type k experienced annually by customer class i
in region j F = the frequency of reliability events of type k experienced annually by customer class i
in region j C = the cost of reliability event type k per customer in customer class i for region j (2002-
Consumer-Price-Index-weighted dollars/event) V = the vulnerability of customers to reliability event type k in customer class i for region
j (a fraction between 0 and 1) m = the number of customers in each customer class n = the number of regions p = the number of types of reliability event p = the number of types of reliability event i,j,k = indices for customer class, region, and type of reliability event, respectively The simplicity of this formula belies the complexities involved in estimating each of the four
parameters in equation (1). Indeed, the data used to estimate the parameters are often difficult to
define clearly. The following subsections outline current limitations on availability of the data
needed to estimate each parameter, while section 3 describes the process we used to collect these
data for our study. 2.1
Customer Data The number of customers considered in estimating the cost of power interruptions or power-
quality events will have a significant impact on the magnitude of the estimate. Substantial
uncertainty can result from differences in how customers are defined. In the U.S., customers may
be defined in any of the following ways: (1) as a single electricity account with one (or more)
meter(s), such as a single-family detached residence; (2) as a single site/facility with multiple 7 7 accounts, each possibly consisting of multiple meters, such as an apartment building; or (3) as
multiple premises under common ownership, each with one or more accounts/meters, such as a
chain of retail establishments. It is important to note that customers do not equal people and that
one electricity customer often refers to one household, residence, or commercial or industrial
facility or business. accounts, each possibly consisting of multiple meters, such as an apartment building; or (3) as
multiple premises under common ownership, each with one or more accounts/meters, such as a
chain of retail establishments. It is important to note that customers do not equal people and that
one electricity customer often refers to one household, residence, or commercial or industrial
facility or business. 2.2
Reliability Event Data Although many U.S. utilities maintain detailed records of customer outage experience, these data
are usually reported in summarized form as two reliability-event indices [15]: the System
Average Interruption Duration Index (SAIDI) and System Average Interruption Frequency Index
(SAIFI). SAIDI and SAIFI describe the duration and frequency, respectively, of sustained
interruptions experienced by customers of a utility in one year [16, 17]. According to the
Institute of Electrical and Electronics Engineers (IEEE), a “sustained interruption” is any
interruption that lasts at least five minutes and is not classified as “momentary”. Consistent with
IEEE’s definition of a sustained interruption, a momentary outage is defined as any event lasting
less than five minutes. SAIDI represents the average duration of customers’ power interruptions, while SAIFI represents
the average number of interruptions per customer per year for a specified electricity supply
system. We used SAIDI and SAIFI data to quantify the duration and frequency of sustained
electricity interruption events for a typical year. We also used the Momentary Average 8 Interruption Frequency Index (MAIFI) index, which is a useful measure for assessing the
frequency of momentary interruptions; however, these data are not as commonly collected. Unfortunately, SAIDI, SAIFI, and MAIFI data do not distinguish among the types of customers
experiencing reliability events. Because of the way electricity distribution systems are designed
and operated, larger commercial and industrial customers in some areas may experience fewer
and shorter power interruptions than smaller commercial and residential customers [18]. Power quality, or the degree to which voltage and current deviate from a perfect 60-cycle
sinuosoid, has emerged as an important issue in recent years. Despite the growing importance of
power-quality events as a category of reliability events, there is even less information available
on these events than on power outages. There has been only one comprehensive study of power
quality, and the data collected for it are now more than a decade old [19]. Currently, there are no
ongoing public-domain data-collection efforts for power quality [17]. Hence, although the
bottom-up approach we designed allows for consideration of power-quality events, the lack of
sufficient power-quality data prevented us from considering these events in our base-case
estimate. 2.3
Cost per Outage Data Estimating customer outage costs involve several sources of uncertainty, two of which pertain to
the accuracy of the cost measurement as well as how representative the estimate is of the area it
covers. Typically, outage-cost estimates are based on what customers say they will experience 9 under different hypothetical outage circumstances in surveys [9]. The key source of uncertainty
in these estimates is the degree to which the costs customers report for hypothetical
circumstances correspond with the actual costs they would experience [20]. No studies have
attempted to validate the results obtained from these surveys, yet this is a significant source of
uncertainty in the cost estimates that have been prepared to date. Another important source of
uncertainty inherent to customer survey data is small sample size; this can lead to significant
errors if the sample is insufficient to appropriately represent the population. A common
manifestation of this uncertainty arises from extrapolation to a wide geographic area from a
smaller subset that is not representative of the wider geography. Assessing actual costs is complicated by the differing impacts of reliability events on various
classes of customers – residential, commercial, and industrial. Costs experienced by non-
residential customers or firms are, in principle, simpler to estimate than the difficult-to-quantify
“hardship” costs experienced by residential customers. Basic accounting categories for
commercial customers, such as labor and materials costs and revenue losses, are straightforward
(though not necessarily easy to use) to apply in determining the cost of work interruptions caused
by power losses. Residential-sector costs, however, include elements such as the cost of
consumable goods (e.g. flashlights and candles) and inconvenience costs (e.g. resetting clocks,
changing plans, and coping with inconvenience, fear, anxiety, etc.). A subtle issue that is gaining recognition is that business losses are not always directly
proportional to the duration of a reliability event [21]. In such cases, the key factor is the length
of business or production downtime caused by an outage of any length. For example, a partial 10 loss of voltage or a voltage sag can cause the same amount of downtime as a complete loss of
power, if, for example, machines need to be rebooted or production processes need to be
restarted. This issue poses a major challenge in estimating the economic cost of power
interruptions and power-quality events. 2.3
Cost per Outage Data The economic cost and perceived risk of reliability events has led many customers to invest in a
wide variety of technologies and measures to reduce their vulnerability to these events. Back-up
or stand-by generators are probably the most well known customer investments; smaller
investments like strip-surge protectors should be considered in this same category, however. In
between are a host of energy-storage technologies, such as batteries and flywheels, which can
reduce a customer’s vulnerability to power interruption and power-quality events. Comprehensive, national data on these investments are lacking. Hence, in the illustrative
example presented in the next section, we did not explicitly consider the potential of these
measures to reduce customers’ vulnerability to reliability events. That is, we implicitly set this
factor to be equal to 1.0. 3.1
Customers by Class and Region We used residential, commercial, and industrial electricity demand sectors to describe customer
classes as shown in Table 1. Customer population data were taken directly from the Energy
Information Administration (EIA) Electric Sales and Revenue publication [22]. The data are
reported for the year 2001 by state and demand sector. We partitioned the U.S. into regions so
that we could represent variations in outage costs as a function of differences in the population. The regions correspond to U.S. Census Divisions as mapped by EIA, with a slight variation in
the Pacific; we extracted California, where most of the Pacific region population resides, and
treated it as a separate region. 3. Deriving a New Estimate of the Economic Cost of Power Interruptions to U.S.
Electricity Consumers 3. Deriving a New Estimate of the Economic Cost of Power Interruptions to U.S. Electricity Consumers Having established our framework, we applied it to develop a new estimate of the cost of power
interruptions, based on a review of the best data available in the public domain (the “base case”). 11 As described earlier, even the best data available have important limitations and our new
estimate ultimately represents a mix of nationally aggregated and regional data components. As described earlier, even the best data available have important limitations and our new
estimate ultimately represents a mix of nationally aggregated and regional data components. 2 When we removed the outliers, the SAIDI average decreased by 13 percent, from 122 to 106 minutes, but the SAIFI and
MAIFI means changed very little. The standard deviation for both SAIDI and SAIFI were roughly halved when the outlying 10
percent of the data points were removed; the MAIFI standard deviations were reduced by more than 10 percent f. This suggests
that trimming the highest and lowest five percent of data points helped to improve significantly the robustness of our means. 3.2
Duration and Frequency of Reliability Events Despite the existence of well-defined indices for a majority of reliability events, reliability event
data are not collected systematically or consistently. The National Regulatory Research Institute
reports that only 23 of 40 surveyed states require annual reporting of reliability statistics [23]. As
a result, deriving reliability event data on a national scale is a challenge. We conducted an Internet search to gather publicly available reliability-event data. To address
biases introduced by extreme outlying values, we used “trimmed means”: we removed the 12 highest and lowest five percent of observations and then calculated the means of the reduced
observations [24]. Table 2 shows the trimmed means and standard deviations for SAIDI, SAIFI,
and MAIFI used for our base case calculation. Trimming the data sets had a noticeable effect on
the resulting average duration of outages in the U.S.2 Because our Internet search did not
produce adequate data for all regions, national reliability event data were used in the base case
with regional considerations presented in our sensitivity analysis. Several other studies have also examined national SAIDI, SAIFI, and MAIFI statistics (see Table
3). Our calculated trimmed means of 106 minutes, 1.2 sustained interruptions, and 4.3
momentary interruptions for SAIDI, SAIFI, and MAIFI, respectively, are very similar to the
estimates reported from these studies.Our data thus appear to be reasonable inputs for calculating
the cost of power interruptions to U.S. electricity customers. Since we did not find similarly comprehensive data on the frequency of power-quality events, we
elected to exclude the costs of these events in our base-case estimate. 3.3
Cost of Reliability Events Limited information is available on the cost of reliability events. The cost data is taken from a
recent analysis of the cost of power interruptions to customers [9]. The study is a meta-analysis 13 of 24 independent customer surveys conducted by eight electric utility companies in the U.S. during the past 13 years. The study developed analytic expressions, called “customer damage functions”, using a
regression approach that expresses customer outage costs as a function of customer class, region,
event duration, and other descriptive variables based on survey responses from more than 2,000
large commercial and industrial (C&I), 5,200 small and medium C&I, and 11,000 residential
customers. The resulting cost per outage per customer data we derived using the damage
functions were normalized and reported in year-2002 Consumer-Price-Index (CPI)-weighted
dollars. 3 The residential population is not included because it is such a large share of the total population, yet has little overall impact on
the total cost of power interruptions in the U.S. 3.2
Duration and Frequency of Reliability Events The independent descriptive variables used to derive customer outage costs were
obtained from the most recently available EIA Commercial Building Energy Consumption
Survey (CBECS) and Manufacturing Energy Consumption Survey (MECS) data. To account for outage cost differences by time of day, week, and season, we weighted the costs
for morning, night, weekend, weekday, and summer and winter time periods. The outage cost
associated with each time period was then weighted to derive the cost per outage per customer
throughout the year. Table 4 shows the costs per outage per customer used to calculate the total cost of power
interruptions to U.S. electricity customers in our base case analysis. The table includes costs for
momentary and sustained interruptions as well as costs for the typically reported one-hour outage
length as a basis of comparison to external estimates. Again, the U.S. outage cost is used in our
base case estimate with regional consideration in the sensitivity analysis. 14 3.4
Base-Case Estimate of the Economic Cost of Power Interruptions We find that, based on publicly available data and subject to the limitations discussed in this
section, the economic cost of power interruptions to U.S. electricity consumers is $79 billion
annually. Figure 1 shows how these costs are distributed among the three customer classes. The
commercial sector accounts for more than 72 percent ($57 billion) of the total outage cost. This
large share is due to the high outage cost for this sector (shown in Table 4) coupled with the
large population of commercial customers. The industrial sector represents nearly 26 percent of
the total cost, and the residential sector accounts for less than 2 percent of the total. Although per outage per customer costs were significantly higher for the industrial sector than
for the commercial and residential sectors, the industrial sector’s smaller population-- 1.6 million
customers, compared to 14.9 million commercial customers--led to a lower total estimated cost
than for the commercial sector. Commercial sector outage costs were roughly one order of
magnitude lower than those for the industrial sector. The 114.3 million residential customers
represent by far the largest population of customers in the three sectors, but their outage costs are
two to three orders of magnitude lower than for the commercial sector. Therefore, despite its
large customer population, the residential sector’s contribution to the total is minor. 3.2
Duration and Frequency of Reliability Events 15 Figure 2 shows that momentary outages accounted for two-thirds of the overall annual U.S. outage cost; the 4.3 momentary outages that were derived from a trimmed mean of collected
Internet data cost the U.S. $52 billion each year; the 1.2 sustained outages (totaling 106 minutes
together) also representing a reduced mean of the collected data account for the remaining $26
billion of the $79 billion total. Figure 2 shows that momentary outages accounted for two-thirds of the overall annual U.S. outage cost; the 4.3 momentary outages that were derived from a trimmed mean of collected
Internet data cost the U.S. $52 billion each year; the 1.2 sustained outages (totaling 106 minutes
together) also representing a reduced mean of the collected data account for the remaining $26
billion of the $79 billion total. ows that momentary outages accounted for two-thirds of the overall annual U.S. Figure 3 shows our base-case estimate by region and customer class. The South Atlantic region
bears the largest burden, $14.7 billion, or nearly 19 percent, of the total outage cost for the
nation. The Pacific-region cost, with only $2.8 billion (or 3.6 percent of the total) has the lowest
share of national outage costs. Figure 3 also compares our regional estimates to the population of commercial and industrial
customers in each region to determine how well correlated the regional estimates are to
population density.3 The differences in the total costs by region appear to correspond well to
these regional population differences. In the South Atlantic region, the higher total cost is clearly
linked to the large population. The lowest total costs are seen in the Pacific and New England
regions where the customer populations are the smallest. These findings point to the underlying parameters (i.e., customer definitions and populations,
outage characteristics, and outage costs) that likely have the greatest influence on our estimate. Next, we explore the sensitivity of each of these parameters to understand better the effects of
their inherent uncertainties on the total cost of power interruptions. 16 Estimates To understand the impacts of uncertainty on results from our bottom-up approach, we performed
a sensitivity analysis in which we varied the key parameters to quantify their impact on our
results. This sensitivity analysis expresses the degree of uncertainty associated with the input
parameters as well as the variability in the resulting cost estimate. Figure 4 shows the resulting total cost of power interruption estimates for each of the following
sensitivity analyses, in which we varied: Figure 4 shows the resulting total cost of power interruption estimates for each of the following
sensitivity analyses, in which we varied: 1. The duration and frequency of reliability events and the cost per outage per customer by
region, using the limited region-specific data we collected; 2. The duration and frequency of reliability events by one standard deviation greater and less
than the values used in our base-case estimate; 3. The value of outages based on two assumptions of their timing--whether they occur on a
summer weekday afternoon or summer weekend night; and 4. The duration and frequency of reliability events experienced by commercial and industrial
sectors to reflect the fact that they tend to be disproportionately shorter in duration and of
decreased frequency relative to events experienced by the residential sector. We found that the annual cost of power interruptions: We found that the annual cost of power interruptions: 17 • Could be as low as $22 billion or as high as $135 billion when we consider a reasonable
range in the annual duration and frequency of power interruptions, which accounts for gaps
in the data for certain regions and possible year-to-year variations in reliability; • Could be as high as $119 billion if, as many studies (incorrectly) assume, all reliability
events take place during summer weekday afternoons when power usage and costs are high; • Could be as low as $23 billion if the typically fewer and shorter interruptions experienced by
larger commercial and industrial customers are accounted for, which is the result of the
design of many utility distribution systems; and • Is relatively insensitive to regional variation in reliability event and outage cost data—the
$90 billion estimate accounting for this variation is only 14 percent higher than the base-case
estimate that used U.S.-averaged values. Each sensitivity exercise helped shed light on key uncertainties associated with calculating the
cost of power interruptions. Estimates The modest impact of regional differences suggests that climate and
the distribution of customers by class across the country has a limited impact on the overall cost
of power interruptions in the U.S. However, we detected significant differences in the other three
sensitivity studies. Changing the base-case SAIDI, SAIFI, and MAIFI values by just one
standard deviation, changes the overall estimate by one order of magnitude, from $22 billion to
$135 billion annually. This illustrates the large effect that outage duration and frequency, which
can realistically be expected to vary within this range, have on the overall cost. Assumptions
about the timing of events have almost as large an impact, mainly because commercial and
industrial customers’ outage costs depend on whether events occur during their operating hours. This demonstrates the importance of using time-representative outage costs when calculating 18 total costs. Finally, the total cost estimate is dramatically lowered when we account for higher
levels of electric reliability typically enjoyed by industrial sector customers relative to
commercial and residential customers. This variable, too, has a significant influence on overall
cost-of-power-interruptions estimates and should be accounted for in future analyses. 5. Conclusion Our analysis establishes a bottom-up approach for systematically comparing and analyzing
estimates of the economic cost of power interruptions and power quality to U.S. electricity
customers. Using this approach, our base-case estimate of the annual cost for power interruptions
to U.S. electricity consumers is $79 billion. Our analysis of the uncertainty in this estimate
suggests that the costs could be as high as $135 billion or as low as $22 billion based on the
particular sensitivity assumptions we employed. Thus, we present these figures not as the final
word on the cost of power interruptions, but rather to illustrate the range of variability in Our analysis establishes a bottom-up approach for systematically comparing and analyzing
estimates of the economic cost of power interruptions and power quality to U.S. electricity
customers. Using this approach, our base-case estimate of the annual cost for power interruptions
to U.S. electricity consumers is $79 billion. Our analysis of the uncertainty in this estimate
suggests that the costs could be as high as $135 billion or as low as $22 billion based on the
particular sensitivity assumptions we employed. Thus, we present these figures not as the final
word on the cost of power interruptions, but rather to illustrate the range of variability in
estimates, which is directly related to the assumptions on which the estimates are based and the
uncertainty inherent to these assumptions. In view of the large range of plausible estimates and
the enormous costs associated with the private and public decisions that may be based on them,
we encourage policy makers, regulators, and industry to work jointly to undertake activities
needed to improve the information available on reliability events and their costs. The cost of
such improved data collection would be modest relative to the potential costs of reliability events
in the U.S. 19 Using our bottom-up approach, we find that the majority of outage costs are borne by the
commercial and industrial sectors, not the residential sector. Although there are important
variations in the composition of customer types within each region of the country, the total cost
of reliability events by region tend to correlate roughly with the number of commercial and
industrial customers in each region. In addition, costs tend to be driven by the frequency rather
than the duration of reliability events. 5. Conclusion Momentary power interruptions, which are more frequent,
have a larger impact on the total cost of interruptions than sustained interruptions, which are less
frequent. Priorities for future improvements in outage cost data collection fall into two broad categories:
better information is needed on customers’ reliability experiences and on the cost of power
interruptions to individual customers. Specific improvements include: undertaking a coordinated,
nationwide collection of updated information on the cost of reliability events to customers;
validating the outage costs obtained from customer surveys with actual market data (e.g.,
customer ownership of backup generation), establishing consistent definitions and tracking
protocols for the frequency, duration, timing, and number and type of customers affected by
reliability events, including power-quality events, by customer class; and collecting information
on efforts by customers to reduce their vulnerability to reliability events through investments in
technology and other measures. Acknowledgements We acknowledge the guidance and direction provided by Imre Gyuk and Sam Baldwin, U.S. We acknowledge the guidance and direction provided by Imre Gyuk and Sam Baldwin, U.S. DOE. The work described in this paper was funded by the Office of Electric Transmission and We acknowledge the guidance and direction provided by Imre Gyuk and Sam Baldwin, U.S. DOE. The work described in this paper was funded by the Office of Electric Transmission and DOE. The work described in this paper was funded by the Office of Electric Transmission and 20 Distribution, Energy Storage Program and by the Assistant Secretary for Energy Efficiency and
Renewable Energy, Office of Planning, Budget, and Analysis of the U.S. Department of Energy
under Contract No. DE-AC03-76SF00098. References [1] Fialka J. Power industry sets campaign to upgrade grid. Wall Street Journal, New York, A3. 25 August 2003. [2] Schieffer B. Face the Nation with Bob Schieffer. Washington D.C. 17 August 2003. [3] Hirst E., Kirby B. Operating reserves and bulk-power reliability. Energy 1998; 23 (11): 949-
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survey. 2000. [24] Mosteller F, Tukey JW. Data analysis and regression: a second course in statistics. Reading,
Massachusetts: Addison-Wesley Publishing Company, 1977. 23 Figure and Table Captions
Figure 1. Base-Case Estimate of the Cost of Power Interruptions by Customer Class1
Figure 2. Base-Case Estimate of the Cost of Power Interruptions by Type of Interruption1
Figure 3. Base-Case Estimate of the Cost of Power Interruptions by Region and Customer Class
with C&I Population1
Figure 4. Summary of U.S. Cost of Power Interruption Sensitivity Cases1
Table 1. Number of Customers by Region and Sector in 2001
Table 2. Summary of Trimmed Mean Reliability Event Data
Table 3. Summary of U.S. Reliability Event Estimates by External Studies
Table 4. Customer Outage Costs for the U.S. in 2001 Figure and Table Captions Figure and Table Captions g
p
Figure 1. Base-Case Estimate of the Cost of Power Interruptions by Customer Class1 Figure 2. Base-Case Estimate of the Cost of Power Interruptions by Type of Interruption1
Figure 3. Base-Case Estimate of the Cost of Power Interruptions by Region and Customer Class
with C&I Population1
Figure 4. Summary of U.S. Cost of Power Interruption Sensitivity Cases1 Table 2. Summary of Trimmed Mean Reliability Event Data y
y
Table 3. Summary of U.S. Reliability Event Estimates by External Studies Table 4. Customer Outage Costs for the U.S. in 2001 Table 4. Customer Outage Costs for the U.S. in 2001 24 24 Residential
2%
Commercial
72%
Industrial
26%
$1.5 Billion
$20.4 Billion
$56.8 Billion
U.S. Total:
$79 Billion
1Costs shown in U.S. 2002 CPI-weighted dollars
Figure 1. Base-Case Estimate of the Cost of Power Interruptions by Customer Class1 Residential
2%
Commercial
72%
Industrial
26%
$1.5 Billion
$20.4 Billion
$56.8 Billion
U.S. Total:
$79 Billion
1Costs shown in U.S. 2002 CPI-weighted dollars
Fi
1 B
C
E ti
t
f th C
t f P
I t Residential
2% U.S. Total:
$79 Billion 1Costs shown in U.S. 2002 CPI-weighted dollars g
Figure 1. Base-Case Estimate of the Cost of Power Interruptions by Customer Class1 Figure 1. Base-Case Estimate of the Cost of Power Interruptions by Custo 25 25 Momentary
Interruptions
67%
Sustained
Interruptions
33%
U.S. Total:
$79 Billion
$52.3 Billion
$26.3 Billion
1Costs shown in U.S. 2002 CPI-weighted dollars
Figure 2. Base-Case Estimate of the Cost of Power Interruptions by Type of Interruption1 U.S. Total:
$79 Billion Sustained
Interruptions
33% Momentary
Interruptions
67% 1Costs shown in U.S. 2002 CPI-weighted dollars Base-Case Estimate of the Cost of Power Interruptions by Type of Interruption Figure 2. Base-Case Estimate of the Cost of Power Interruptions by Type of Interruption1 Figure 2. Base-Case Estimate of the Cost of Power Interruptions by Type of In 26 $0
$2
$4
$6
$8
$10
$12
$14
$16
New
England
Middle
Atlantic
East
North
Central
West
North
Central
South
Atlantic
East South
Central
West
South
Central
Mountain
Pacific
California
Billions-$
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
C&I Population (Millions)
Residential
Industrial
Commercial
C&I Population
$3.6 B
$8.1 B
$2.8 B
$6.7 B
$10.6 B
$5.5 B
$14.7 B
$6.7 B
$10.4 B
$9.7 B
U.S. Total = $79 Billion
1Costs shown in U.S. 2002 CPI-weighted dollars
Figure 3. Figure and Table Captions Base-Case Estimate of the Cost of Power Interruptions by Region and Customer
Class with C&I Population1 1Costs shown in U.S. 2002 CPI-weighted dollars
Figure 3. Base-Case Estimate of the Cost of Power Interruptions by Region and Customer
Class with C&I Population1 Costs shown in U.S. 2002 CPI-weighted dollars
Figure 3. Base-Case Estimate of the Cost of Power Interruptions by Region and Customer
Class with C&I Population1 27 $0
$20
$40
$60
$80
$100
$120
$140
$160
LBNL
Base-Case
Estimate
Regional Data
SAIDI,
SAIFI,
MAIFI
Increased by
1 Standard
Deviation
SAIDI,
SAIFI,
MAIFI
Decreased by
1 Standard
Deviation
All Outages
Valued Using
Costs for a
Summer
Weekday
Afternoon
All Outages
Valued Using
Costs for a
Summer
Weekend
Night
C&I
Customers
Experience
Fewer,
Shorter
Outages
Billions-$
Momentary Interruptions
Sustained Interruptions
$79 B
$135 B
$22 B
$119 B
$23 B
$26 B
$90 B
1Costs shown in U.S. 2002 CPI-weighted dollars
Figure 4. Summary of U.S. Cost of Power Interruption Sensitivity Cases1 $0
$20
$40
$60
$80
$100
$120
$140
$160
LBNL
Base-Case
Estimate
Regional Data
SAIDI,
SAIFI,
MAIFI
Increased by
1 Standard
Deviation
SAIDI,
SAIFI,
MAIFI
Decreased by
1 Standard
Deviation
All Outages
Valued Using
Costs for a
Summer
Weekday
Afternoon
All Outages
Valued Using
Costs for a
Summer
Weekend
Night
C&I
Customers
Experience
Fewer,
Shorter
Outages
Billions-$
Momentary Interruptions
Sustained Interruptions
$79 B
$135 B
$22 B
$119 B
$23 B
$26 B
$90 B
1Costs shown in U.S. 2002 CPI-weighted dollars
Figure 4. Summary of U.S. Cost of Power Interruption Sensitivity Cases1 1Costs shown in U.S. 2002 CPI-weighted dollars Costs shown in U.S. 2002 CPI weighted dollars
Figure 4. Summary of U.S. Cost of Power Interruption Sensitivity Cases1 28 Table 1. Number of Customers by Region and Sector in 2001
RESIDENTIAL
COMMERCIAL
INDUSTRIAL
TOTAL
U.S. ESTIMATE
114,317,707
14,939,895
1,582,573
130,840,175
BY REGION
New England
5,822,935
714,049
62,677
6,599,661
Middle Atlantic
15,045,495
2,127,033
103,713
17,276,241
East North Central
18,705,754
2,110,172
158,780
20,974,706
West North Central
8,287,837
1,139,609
170,937
9,598,383
South Atlantic
22,473,797
2,842,220
270,840
25,586,857
East South Central
7,356,975
1,135,507
78,545
8,571,027
West South Central
12,883,403
1,722,873
292,035
14,898,311
Mountain
7,368,280
1,001,310
212,842
8,582,432
Pacific
3,922,426
494,778
66,699
4,483,903
California
11,841,144
1,559,258
154,261
13,554,663
Source: Energy Information Administration. 2003. Electric Sales and Revenue 2001. EIA/DOE. January. Washington D.C. Table 1. Number of Customers by Region and Sector in 2001
RESIDENTIAL
COMMERCIAL
INDUSTRIAL Table 1. Figure and Table Captions Number of Customers by Region and Sector in 2001 29
Table 2. Summary of Trimmed Mean Reliability Event Data
SAIDI
SAIFI
MAIFI
Trimmed Mean
106 min.
1.2
4.3
(Standard Deviation)
(54 min.)
(0.5)
(3.6) 29 Table 2. Summary of Trimmed Mean Reliability Event Data
SAIDI
SAIFI
MAIFI
Trimmed Mean
106 min. 1.2
4.3
(Standard Deviation)
(54 min.)
(0.5)
(3.6) Table 2. Summary of Trimmed Mean Reliability Event Data
SAIDI
SAIFI
MAIFI
Trimmed Mean
106 min. 1.2
4.3
(Standard Deviation)
(54 min.)
(0.5)
(3.6) 30 Table 3. Summary of U.S. Reliability Event Estimates by External Studies
SAIFI
SAIDI
MAIFI
EPRI Reporta
1.1
107
IEEE 1995 Surveyb
1.3
120
5.5
EEI Annual Reportc
1998
1.2
118
5.4
1999
1.4
101
11.6
aSource: EPRI 2003 Distribution Reliability Indices Tracking Within the U.S. TR-1008459. May. Palo Alto CA. bSource: IEEE 1995 Survey (http://resourceinsight.com/work/naruc_pbr_97.pdf)
cSource: Power Sources Manufacturer's Association (http://www.psma.com/HTML/newsletter/Q2_2001/page11.html) Table 3. Summary of U.S. Reliability Event Estimates by External Studies y (
p
g
p
p
)
cSource: Power Sources Manufacturer's Association (http://www.psma.com/HTML/newsletter/Q2_2001/page11.html) 31 Table 4. Customer Outage Costs for the U.S. in 2001a
Residential
Commercial
Industrial
Momentary Interruption
$2.18
$605
$1,893
Sustained Interruption
$2.99
$1,067
$4,227
One-hour Interruption
$2.70
$886
$3,253
aCosts shown in U.S. 2002 CPI-weighted dollars Table 4. Customer Outage Costs for the U.S. in 2001a
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A case study for teaching information literacy skills
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BMC Medical Education
BioMed Central
Open Access
Research article
A case study for teaching information literacy skills
Karla V Kingsley1 and Karl Kingsley*2
Address: 1College of Education, Teacher Education Department, University of New Mexico, Albuquerque, NM, USA and 2Department of
Biomedical Sciences, School of Dental Medicine, University of Nevada, Las Vegas, Las Vegas, NV, USA
Email: Karla V Kingsley - karlak@unm.edu; Karl Kingsley* - karl.kingsley@unlv.edu
* Corresponding author
Published: 29 January 2009
BMC Medical Education 2009, 9:7
doi:10.1186/1472-6920-9-7
Received: 13 August 2008
Accepted: 29 January 2009
This article is available from: http://www.biomedcentral.com/1472-6920/9/7
© 2009 Kingsley and Kingsley; licensee BioMed Central Ltd.
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Abstract
Background: The Internet has changed contemporary workplace skills, resulting in a need for
proficiency with specific digital, online and web-based technologies within the fields of medicine,
dentistry and public health. Although younger students, generally under 30 years of age, may appear
inherently comfortable with the use of technology-intensive environments and digital or online
search methods, competence in information literacy among these students may be lacking.
Methods: This project involved the design and assessment of a research-based assignment to help
first-year, graduate-level health science students to develop and integrate information literacy skills
with clinical relevance.
Results: One cohort of dental students (n = 78) was evaluated for this project and the results
demonstrate that although all students were able to provide the correct response from the
content-specific, or technology-independent, portion of the assignment, more than half (54%) were
unable to demonstrate competence with a web-based, technology-dependent section of this
assignment. No correlation was found between any demographic variable measured (gender, age,
or race).
Conclusion: More evidence is emerging that demonstrates the need for developing curricula that
integrates new knowledge and current evidence-based practices and technologies, traditionally
isolated from graduate and health-care curricula, that can enhance biomedical and clinical training
for students. This study provides evidence, critical for the evaluation of new practices, which can
promote and facilitate the integration of information literacy into the curriculum.
Background
Use of the Internet has changed contemporary American
life in ways that were unimaginable two decades ago. Proficiency with digital technology and online communications are crucial skill-based methodologies for conducting
evidence-based research in all realms, including the fields
of medicine, public health, and higher education. On a
typical day almost half (49%) of Internet users search for
information related to their work, leisure activities, education, and/or health care, according to research conducted
by the Pew Internet and American Life Project [1]. In the
six-year period between 2002 and 2008, the percentage of
users who searched for general information on the Web
climbed by 69%; during the same period, the number of
Internet users who searched specifically for information
about health-related topics surged by 79% [2]. As everyPage 1 of 6
(page number not for citation purposes)
BMC Medical Education 2009, 9:7
day life becomes increasingly digitized, Internet users face
new challenges as they endeavor to solve information
problems.
Without a doubt, in-depth knowledge about subject matter, theory, and pedagogy are vital components of contemporary college and university-level teaching. In order
to ensure the effective integration of information and
communications technologies (ICT) into teaching, faculty
also need an adequate understanding of and proficiency
with ICT [3,4]; however, this is not always the case.
Researchers at the Pew Internet & American Life project
noted a substantial generation gap between college professors and their students with regard to Internet usage,
interests, and abilities [5]. A measure of reluctance among
university faculty regarding the use of web-based technology in the classroom remains, and as a result, researchers
continue to underscore the need for professional development for educators at the university level [4,6,7].
University students may appear to be more comfortable in
technology-intensive environments than are their professors, but it does not necessarily follow that they have the
knowledge and critical thinking skills to effectively locate,
filter, and evaluate information found online. A core competency for operating in electronic environments is information literacy; however, until recently information
literacy initiatives were primarily the concern of librarians
[8]. A national survey conducted by the Pew Internet &
American Life project, entitled Information searches that
solve problems, found that 63% of those who used the
Internet were successful in finding the information they
needed, but only 57% of users seeking information specifically about health-related matters were successful [9].
Although support for evidence-based medicine (EBM) has
grown in recent years, as means of improving patient outcomes as well as improving the overall quality and effectiveness of healthcare delivery, case studies assessing
clinically integrated EBM courses incorporating ICT in the
form of digital technologies and online web searches are
less abundant [10,11]. Recent studies have found that
methods for teaching EBM are not only inconsistent
among medical and dental schools, but may also be
underdeveloped, suggesting a general lack of consensus
regarding which methods represent best educational practice [11,12]. Although a variety of methods exist for both
teaching and learning of EBM skills, it is becoming
increasingly clear that these methods should incorporate
substantial components of ICT, e-learning and must
include guidance to acquire the skills for filtering and
establishing the quality of current information gathered
during this process [10,12].
These data demonstrate the need to integrate information
literacy skills (ILS), specifically using web-based technol-
http://www.biomedcentral.com/1472-6920/9/7
ogies that students will likely use in clinical practice following graduation. This study describes the development
and dissemination of a research-based assignment, integrating web-based technologies to acquire theoretical and
applied knowledge and concepts of a dental curriculum,
within a specific first-year dental course. In addition,
assessment of student performance, as well as recommendations for future modifications, are presented to provide
a focused, targeted assignment with the potential to be
adapted and implemented in a variety of teaching and
learning environments.
Methods
Course
Current dental students (n = 78) enrolled in a first year
dental course, DEN7110: Oral Pathogens and Oral Immunology, during Spring 2008 were given an assignment
designed to help them develop and integrate information
literacy skills with clinical relevance. In brief, this first year
(DS1) course is designed to build a foundational knowledge base of oral pathogens and immunity, to help students describe the impact of oral pathogens on the
orofacial areas, the concepts of mucosal immune mechanisms and the pathogenic mechanisms of the oral flora.
Dr. Kingsley is a lecturer in this course.
Assignment Description
This assignment was designed with three specific objectives and outcomes in mind:
1. Describe the scientific basis of a caries vaccine and
provide an example of its application in patients. (Upon
completion of this exercise, the student will be able to
discuss biomedical science concepts of caries immunology and caries vaccines in the context of oral health and
disease);
2. Compile a bibliography of eight (8) articles that represent the current literature in the area of caries microbiology and virulence factors (3) and caries vaccines (5) in
refereed journals (The student will be able to critically
evaluate relevant primary scientific literature regarding
caries immunology and caries vaccines using and integrating web-based technologies, such as PubMed);
3. From the articles in this bibliography, provide an analysis of the two articles that are considered the "best" evidence and defend the selection of each one. (The student
will be able to build and review an updated bibliography
of current literature regarding caries vaccines)
In brief, students were given a review article of vaccines
against caries (dental or tooth cavity formation) from
2001 and were then asked to provide answers related to
content (technology-independent) and also to use specific web-based, online technologies to find more recently
Page 2 of 6
(page number not for citation purposes)
BMC Medical Education 2009, 9:7
http://www.biomedcentral.com/1472-6920/9/7
published peer-reviewed citations (technology-dependent) [see Additional file 1].
ment) where the subjects cannot be identified or linked,
directly or through identifiers, to the individual subjects.
Assessment and Evaluation
The assignment consisted of four questions designed to
gauge students' content knowledge in various aspects of
caries immunology and caries vaccines. Three questions,
which addressed separate aspects of fundamental knowledge, were divided into two parts, A and B. Part A of each
question was content specific; obtaining full credit was
based solely upon the students' ability to list or define the
correct response(s). Part B of each question involved technology or web-based technology to search for citations
and building relevant literacy skills; obtaining full credit
was based upon the students' ability comprehend the
overall task, translate this knowledge into a new context
and apply this knowledge in a new, specific situation, evidenced by the citation. Parts A and B were scored separately, as correct or incorrect and responses tallied.
Results
Human Subjects Exemption
Student assessment data for this assignment were retrieved
and each record was assigned a numerical, non-duplicated
identifier to prevent the disclosure, and ensure the confidentiality, of personally identifiable private information.
Gender, age and race were noted separately for each student
record, in separate tables, prior to assignment.
This protocol was reviewed by the UNLV Biomedical Institutional Research Board (IRB), and was deemed excluded
from IRB review (OPRS#0811-2911). Informed Consent
was waived pursuant to the exemption to human subjects
research under the Basic HHS Policy for Protection of
Human Research Subjects, (46.101) Subpart A (b) regarding IRB Exemption for 2) research involving the use of
education tests (cognitive, diagnostic, aptitude, achieveTechnology-independent questions
Specifically, 100% of students had correct responses to the
content-specific or technology-independent portion of
questions 1, 2 and 3 (Part A): 1A, 2A and 3A (Fig. 1A).
Fewer than half (46%) provided correct responses to the
information literacy or technology-dependent portions of
question 1 (Part B), although a significantly greater proportion of students had correct responses to question 2
and question 3 (89% and 98%, respectively). Responses
were scored as incorrect if the source was not found evidence-based and available through PubMed, as stated
explicitly in the instructions (Appendix 1), with most
incorrect responses citing websites and not peer-reviewed
sources. Half of students providing incorrect responses to
2B also provided an incorrect/incomplete response to
question 1B.
Student responses to question 4, the analysis and synthesis of information portion, were also separated into technology-dependent (4A) and technology-independent
(4B) sections (Figure 2). Nearly all students (97%) were
Technology-dependent questions
B
100
100
80
80
Percentage of responses
Percentage of responses
A
The DS1 student assignment evaluations were provided in
non-identifiable format to the study authors, revealing
only the number of responses and percent of correct
responses for each of four questions, part A and B (n =
624). Analysis of this assignment revealed that virtually all
students (n = 78) had sufficiently demonstrated their
knowledge of major ideas, relating to the content-specific
or technology-independent portions of questions 1–3
(Part A), however many students demonstrated lack of
proficiency with information literacy and the technologydependent application of skills (Part B) (Figure 1).
60
40
20
0
-20
-40
60
40
20
0
-20
-40
-60
-60
1A
2A
3A
1B
2B
3B
Figure
First
year
1 (DS1) student assignment evaluations
First year (DS1) student assignment evaluations. A) Student responses to technology-independent questions revealed
all students reported correct responses to content-specific sections (1A, 2A and 3A). B) Student responses to technologydependent questions revealed only 54% of students reported incorrect responses to 1B, with fewer incorrect responses to 2B
and 2C (11 and 2%, respectively) (blue = correct, yellow = incorrect).
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BMC Medical Education 2009, 9:7
http://www.biomedcentral.com/1472-6920/9/7
cohort average of 19%. Neither of these differences were
statistically significant (p > 0.05).
Analysis and Synthesis question
Discussion
100
Percentage of responses
80
60
40
20
0
-20
-40
-60
4A
4B
Figure
First
year
2 (DS1) responses to analysis and synthesis question
First year (DS1) responses to analysis and synthesis
question. Nearly all students were able to provide correct
responses to the technology-dependent (4A) and technology-independent (4B) sections of this question (97%).
able to provide appropriate citations utilizing the webbased interface (4A), with the same proportion (97%)
demonstrating their ability to analyze and summarize
data obtained from one of these sources (4B). Interestingly, neither of these two students that provided an
incorrect response to 4A had missed any other previous
technology-dependent question.
To determine if other characteristics or demographic factors may have affected student performance, age, gender
and race for incorrect responses were compared with the
cohort averages (Table 1). Although age did not appear to
be a significant factor, it should be noted that the average
age was under 30 and did not vary significantly within the
cohort (24.9 +/- 2.2 years). A slightly higher proportion of
males missed one or more of the technology-dependent
questions (Part B) 82%, compared with the cohort average of 76%. A somewhat higher proportion of non-white
students also missed one or more of the technologydependent questions (Part B) 25%, compared with the
In this study we examined graduate students' ability to utilize web-based technologies as an integral part of the
research process. In order to complete the assignment, students made use of several different technology-dependent
skills: the ability to locate online library resources, as well
as an understanding of how information is organized
within the library system, how to access online databases,
and how to interpret and evaluate research materials
within the context of a specific discipline. The current
study adds to the small but rapidly growing corpus of
research specifically focused on university students' levels
of information literacy.
As web-based technologies grow more prevalent in the
digital era, so too does the need for students to acquire
and fine-tune their 21st-century skills, including their
information finding abilities. As previously stated, a
national survey conducted by the Pew Internet & American Life project found that 63% of those who used the
Internet were successful in finding the information they
needed, and only 57% of users seeking information
related to health-related information [9]. As the results of
Q1 Part B from this case study clearly demonstrated, fewer
than half of graduate-level health science students were
able to demonstrate competence on the first web-based,
technology-dependent assignment. Because no standardized methods yet exist for both teaching and learning of
EBM skills, it is imperative that health science and dental
curricula, should incorporate substantial components of
ICT, e-learning and specific guidance for acquiring the
skills for filtering and establishing the quality of current
information from the evidence base during this process.
It is also interesting to note that analysis of the cohort
using demographic variables, limited in this study to age,
gender and race, did not provide any evidence that these
results were correlated with any particular group –
although the group composition was overwhelmingly
young, white and male. Some research has suggested that
Table 1: Characteristics of respondents
Demographic
Cohort
Incorrect respondents
Age
Ave = 24.9 years, STD = 2.2
Ave = 24.8 years, STD = 2.7
21.8% (51/234)
Gender
Male = 76% (59/78);
Female = 24% (19/78)
Male = 82% (42/51);
Female = 18% (19/51)
Race
White = 81% (63/78);
Other = 19% (15/78)
White = 75% (38/51);
Other = 25% (13/51)
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BMC Medical Education 2009, 9:7
age and income are the factors most responsible for the
"digital divide" [13], while more recent studies indicate
that race and gender differences are the primary factors
that predict information literacy skills and associated academic performance measures [14]. Because the digital
divide appears to increase with each ten year age bracket
(60+ > 50–59 > 40–49, etc.) it is not surprising that no
correlation was found in this study, in part because there
were no significant differences between the age of those
who responded incorrectly (24.8 y/o) and the average age
of all students in the cohort (24.9 y/o), and also because
of the relative age of this particular cohort does not
approach the ages where significant differences in ICT and
ILS were previously found. This study also did not find
any significant differences based on race or gender,
although a higher proportion of those scoring incorrectly
were minorities (25%), compared with their overall representation in the cohort (19%), suggesting that studies
including a larger number of students, as well as a greater
proportion of females and minorities, may find significant differences.
Additional factors, representing potential confounders of
the previously mentioned studies [13,14], include the role
of income and its association with prior educational experience before entering dental school. Although access to
these specific data for students in this cohort was not
available for the study authors, summary data exists and
has been released for this cohort that may be relevant to
the present study. The Office of Admissions released statistics that demonstrate 11.5% (9/78) of this cohort had
no four year degree, 8.9% (7/78) attended undergraduate
institutions that offered no masters- or doctoral-level programs and 76.9% (60/78) attended public institutions of
higher learning – all potential influences of the undergraduate education experience in gaining information
retrieval and literacy skills. For example, many capstone
or senior-level courses are cross-listed with masters- or
doctoral-level courses that tend to expand critical thinking
skills, foster student-student teaching and learning, and
may reinforce evidence-based learning [15,16]. Because
these courses are more likely to take place during the final
or senior year and in masters- or doctoral-granting institutions, those students who enter dental school without
completing their undergraduate degree, often citing financial reasons, may be more likely to miss these learning
opportunities. Finally, although the role of English as a
second language (ESL) may represent one additional difficulty facing students and ICT and ILS, only one student
was listed as having graduated from a non-US institution,
and no further data regarding ESL for this cohort was
available.
http://www.biomedcentral.com/1472-6920/9/7
Conclusion
These results strongly suggest the need for designing and
incorporating information literacy and integration of
technology-dependent, applied research assignments into
graduate-level curricula. Although some evidence exists
for guidance on successful evaluation strategies during the
process of developing information literacy skills [17,18],
relatively few examples of specific courses and specific recommendations can be found [19]. The results of this
study suggest that placement of ILS and ICT teaching and
learning modules should be integrated and incorporated
early in the graduate curriculum. Furthermore these
results also demonstrate cause for concern, considering
that levels of information literacy can either enhance, or
constrain, students' ability to complete technologydependent assignments or conduct research, which are
increasingly common skills needed for everyday clinical
practice [20].
The nature and extent of technology-enhanced pedagogy
and curricula are also directly tied to levels of information
literacy on the part of educators. While there is a significant body of literature that discusses technology integration in schools and classrooms at all levels of education,
more research is needed that specifically addresses the
issue of information literacy, particularly with regard to
university-level learners, and even more specifically –
integration of technology and web-based applications in
dental, medical and health science settings to prepare clinicians for the demands of 21st century practice [21-23].
During the process of analyzing and presenting these data,
several areas for future research were identified, which
may have significant potential as the subject of future
research endeavors and studies. Since the ultimate goal is
to provide teaching and learning opportunities related to
information retrieval skills in the context of evidencebased practices, two foci have been identified as having
higher priority. First is the identification of additional
first-year dental courses in other introductory clinical, preclinical and behavioral science courses within the curriculum that can facilitate similar integration of modules and
assignments into student coursework. Second is the incorporation of multiple searching strategies and bibliographic databases in order to providing expanding
learning opportunities, to provide comparisons and contrasts, as well as facilitating more detailed feedback that
could be used to improve the effectiveness of the information retrieval process and subsequent evaluation by students.
Competing interests
The authors declare that they have no competing interests.
Page 5 of 6
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BMC Medical Education 2009, 9:7
Authors' contributions
KK and KVK conceived and coordinated this project and
were equal contributors. KK administered the assessment
and KVK assisted with the interpretation and analysis of
data generated and made significant contributions to the
writing and editing of this manuscript.
Additional material
http://www.biomedcentral.com/1472-6920/9/7
13.
14.
15.
16.
17.
Additional file 1
Caries vaccine student assignment. Four part student assignment with
technology-dependent and technology-independent questions given for
first year dental students.
Click here for file
[http://www.biomedcentral.com/content/supplementary/14726920-9-7-S1.doc]
18.
19.
20.
21.
22.
Acknowledgements
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A: Race, gender and information technology use: the new
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librarians in developing evidence-based practice curricula. J
Prof Nurs 2005, 21:380-387.
Brown ST, Kirkpatrick MK, Mangum D, Avery J: A review of narrative pedagogy strategies to transform traditional nursing
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KK would like to acknowledge the UNLV Teaching and Learning Center
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manuscript.
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Pre-publication history
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English
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Scalp In-Transit Metastatic Melanoma Treated with Interleukin-2 and Pulsed Dye Laser
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Healthcare
| 2,013
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cc-by
| 1,491
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1. Introduction No particular regimen is considered standard therapy for widespread metastatic melanoma, and
effectiveness of single-agent interventions has been questioned [1]. Here, we report a new approach
with intralesional interleukin-2 (IL-2) and V-beam pulsed dye laser for the treatment of scalp
melanoma metastases. Michael Z. Wang and Jerry D. Brewer * Department of Dermatology, Mayo Clinic, 200 First Street SW, Rochester, MN 55905, USA;
E-Mail: wang08380@gmail.com Department of Dermatology, Mayo Clinic, 200 First Street SW, Rochester, MN 55905, USA;
E-Mail: wang08380@gmail.com * Author to whom correspondence should be addressed; E-Mail: brewer.jerry@mayo.edu;
Tel.: +1-507-284-3579; Fax: +1-507-284-2072. Received: 20 August 2013; in revised form: 16 October 2013 / Accepted: 21 October 2013 /
Published: 25 October 2013 Abstract: No particular regimen is considered standard therapy for widespread metastatic
melanoma, although surgery is the primary choice for regional nodal metastases. Systemic
interleukin-2 (IL-2) is an effective immunotherapy for melanoma, but standard doses are
associated with severe toxicity. We report a patient who was treated with intralesional
low-dose IL-2 and V-beam pulsed dye laser for the treatment of scalp melanoma metastases. This treatment resulted in rapid regression of metastatic tumors with limited adverse effects. Keywords: interleukin-2; melanoma; pulsed dye laser therapy Healthcare 2013, 1, 96-99; doi:10.3390/healthcare1010096
healthcare
ISSN 2227-9032
www.mdpi.com/journal/healthcare
Case Report
Scalp In-Transit Metastatic Melanoma Treated with
Interleukin-2 and Pulsed Dye Laser
Michael Z. Wang and Jerry D. Brewer *
Department of Dermatology, Mayo Clinic, 200 First Street SW, Rochester, MN 55905, USA;
E-Mail: wang08380@gmail.com
* Author to whom correspondence should be addressed; E-Mail: brewer.jerry@mayo.edu;
Tel.: +1-507-284-3579; Fax: +1-507-284-2072.
Received: 20 August 2013; in revised form: 16 October 2013 / Accepted: 21 October 2013 /
Published: 25 October 2013
Abstract: No particular regimen is considered standard therapy for widespread metastatic
melanoma, although surgery is the primary choice for regional nodal metastases. Systemic
interleukin-2 (IL-2) is an effective immunotherapy for melanoma, but standard doses are
associated with severe toxicity. We report a patient who was treated with intralesional
low-dose IL-2 and V-beam pulsed dye laser for the treatment of scalp melanoma metastases.
This treatment resulted in rapid regression of metastatic tumors with limited adverse effects.
K
d
i t l
ki
2
l
l
d d
l
th
OPEN ACCESS Healthcare 2013, 1, 96-99; doi:10.3390/healthcare1010096 Case Report Scalp In-Transit Metastatic Melanoma Treated with
Interleukin-2 and Pulsed Dye Laser Michael Z. Wang and Jerry D. Brewer * 2. Case Report The patient was a 61-year-old man. Twenty-two years ago, a primary melanoma was removed from
his neck. Eleven years later, a second primary melanoma developed on his scalp, and was surgically
excised. Seven years later, a third melanoma (superficial spreading type) developed on the scalp (Clark
level III, Breslow thickness 0.9 mm, and mitotic rate 2/mm2), and was treated with wide local excision Healthcare 2013, 1 97 and sentinel lymph node biopsy. Two lymph nodes harvested were negative. Half a year later, multiple
in-transit metastases appeared on his scalp without signs of distant metastases. The lesions were
surgically excised. However, multiple in-transit metastases continued to develop in the region rapidly. Thereafter, surgical excision and topical imiquimod 5% were initiated resulting in complete resolution
of one lesion, whereas two others persisted. The patient was referred to our institution (Figure 1A). The melanoma was genetically wild-type. Treatment began with systemic granulocyte-macrophage colony-stimulating factor (GMCSF) (250 mcg/day;
alternating between 2 weeks of treatments and cessations), topical imiquimod 5% (twice/day), V-beam
pulsed dye laser (every 2–4 weeks; 595 nm; 10-mm spot size), and periodic punch excisions from June
through November 2010. Despite improvement, new lesions continued to develop. Intralesional IL-2
injections (6 million IUs, 2–3 times/week) were then added to the therapeutic regimen. Subsequently,
within 1 month, all the tumors vanished (Figure 1A) with pathological confirmation. No severe toxicity
was observed, and patient only had flu-like symptoms. Treatment was discontinued in December 2010. The patient remained clinically melanoma-free until July 2011, when a new solitary lesion appeared on
vertex scalp. The 0.5 × 0.5-cm lesion was a freely mobile, subcutaneous nodule and was confirmed to
be metastatic melanoma. IL-2 injections resumed with the previous protocol for a longer period, and
complete response was achieved. By September 2011, biopsy showed no residual cancer in the area. Figure 1. (A1) In-transit metastasis of melanoma at presentation (referral to our institution);
(A2) After initial treatment with pulsed dye laser; (A3) At the initiation of interleukin-2
injections, in conjunction with continued pulsed dye laser therapy; (A4) Four and a half
weeks after the addition of interlesional interleukin-2; (B) Possible mechanisms of the
synergetic effects of intralesional interleukin-2 (IL-2) and local laser therapy. 98 Healthcare 2013, 1 Figure 1. Cont. 3. Results and Discussion 3. Results and Discussion The management of recurrent melanoma remains challenging. This patient with prolonged but localized
in-transit melanoma showed remarkably improved clinical outcome when intralesional IL-2 was added
to the interventions. The synergistic effect of IL-2 with V-beam laser is supported by animal models
that show enhanced antitumor immunity with judicious combination of immunologic stimulation and
laser devitalization of tumor nodules [2]. The benefits of systemic IL-2 are offset by its toxicities,
limiting its usage to selected patients with advanced metastatic melanoma. We demonstrated that
intralesional administration of IL-2 in combination with V-beam laser achieved rapid regression of
in-transit metastasis with limited adverse effects. IL-2 induced vascular leakage is advantageous in localized treatment because local edema may
initiate tumor necrosis that stimulates the immune response. Furthermore, intralesional injection of IL-2
achieves much higher local concentration and limits systemic adverse effects. Therefore a greater
therapeutic effect could be expected. Indeed, studies indicated that intralesional IL-2 therapy was more
effective than systemic, perilesional, and distant site IL-2 treatments [3]. One report showed that a
complete local response was achieved in 69% of metastasized melanoma patients (33/48) by intratumorally
injection of IL-2 [4]. Preferential absorption of laser radiance by hemoglobin and the subsequent conversion of light
energy into thermal energy may cause blood vessel coagulation [5], which may enhance the local
edematous and ischemic effect of IL-2. In addition, cancer cells are more vulnerable than normal cells
to hyperthermia-induced cellular damage [6]. Considerable improvement in clinical outcome has been
reported after hyperthermic therapy in tumors of many types, including melanoma [6]. Figure 1B
summarizes the possible synergetic effect of intralesional IL-2 and V-beam therapy. Healthcare 2013, 1 Healthcare 2013, 1 99 4. Conclusions Our results indicate that this combined therapy is a promising strategy for the treatment of in-transit
metastatic melanoma. Further study in a larger patient population is warranted. Conflicts of Interest The authors declare no conflict of interest. © 2013 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 license
(http://creativecommons.org/licenses/by/3.0/). der Zee, J. Heating the patient: A promising approach? Ann. Oncol. 2002, 13, 1173–118 References 1. Garbe, C.; Eigentler, T.K.; Keilholz, U.; Hauschild, A.; Kirkwood, J.M. Systematic review of
medical treatment in melanoma: Current status and future prospects. Oncologist 2011, 16, 5–24. 1. Garbe, C.; Eigentler, T.K.; Keilholz, U.; Hauschild, A.; Kirkwood, J.M. Systematic review of
medical treatment in melanoma: Current status and future prospects. Oncologist 2011, 16, 5–24. 2. Katz, K.A.; Jonasch, E.; Hodi, F.S.; Soiffer, R.; Kwitkiwski, K.; Sober, A.J.; Haluska, F.G. Melanoma of unknown primary: Experience at Massachusetts General Hospital and Dana-Farber
Cancer Institute. Melanoma Res. 2005, 15, 77–82. 2. Katz, K.A.; Jonasch, E.; Hodi, F.S.; Soiffer, R.; Kwitkiwski, K.; Sober, A.J.; Haluska, F.G. Melanoma of unknown primary: Experience at Massachusetts General Hospital and Dana-Farber
Cancer Institute. Melanoma Res. 2005, 15, 77–82. 3. Jacobs, J.J.; Sparendam, D.; den Otter, W. Local interleukin 2 therapy is most effective against
cancer when injected intratumourally. Cancer Immunol. Immunother. 2005, 54, 647–654. 3. Jacobs, J.J.; Sparendam, D.; den Otter, W. Local interleukin 2 therapy is most effective against
cancer when injected intratumourally. Cancer Immunol. Immunother. 2005, 54, 647–654. 4. Weide, B.; Derhovanessian, E.; Pflugfelder, A.; Eigentler, T.K.; Radny, P.; Zelba, H.; Pföhler, C.;
Pawelec, G.; Garbe, C. High response rate after intratumoral treatment with interleukin-2: Results
from a phase 2 study in 51 patients with metastasized melanoma. Cancer 2010, 116, 4139–4146. 5. Babilas, P.; Shafirstein, G.; Baumler, W.; Baier, J.; Landthaler, M.; Szeimies, R.M.; Abels, C. Selective photothermolysis of blood vessels following flashlamp-pumped pulsed dye laser
irradiation: In vivo results and mathematical modelling are in agreement. J. Invest. Dermatol. 2005, 125, 343–352. 5. Babilas, P.; Shafirstein, G.; Baumler, W.; Baier, J.; Landthaler, M.; Szeimies, R.M.; Abels, C. Selective photothermolysis of blood vessels following flashlamp-pumped pulsed dye laser
irradiation: In vivo results and mathematical modelling are in agreement. J. Invest. Dermatol. 2005, 125, 343–352. 6. Van der Zee, J. Heating the patient: A promising approach? Ann. Oncol. 2002, 13, 1173–1184. 6. Van der Zee, J. Heating the patient: A promising approach? Ann. Oncol. 2002, 13, 1173–1184. © 2013 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 license
(http://creativecommons.org/licenses/by/3.0/).
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